Literature DB >> 27023871

Domestication Syndrome Is Investigated by Proteomic Analysis between Cultivated Cassava (Manihot esculenta Crantz) and Its Wild Relatives.

Feifei An1, Ting Chen1, Djabou Mouafi Astride Stéphanie1,2, Kaimian Li1, Qing X Li3, Luiz J C B Carvalho4, Keith Tomlins5, Jun Li6, Bi Gu7, Songbi Chen1.   

Abstract

Cassava (Manihot esculenta Crantz) wild relatives remain a largely untapped potential for genetic improvement. However, the domestication syndrome phenomena from wild species to cultivated cassava remain poorly understood. The analysis of leaf anatomy and photosynthetic activity showed significantly different between cassava cultivars SC205, SC8 and wild relative M. esculenta ssp. Flabellifolia (W14). The dry matter, starch and amylose contents in the storage roots of cassava cultivars were significantly more than that in wild species. In order to further reveal the differences in photosynthesis and starch accumulation of cultivars and wild species, the globally differential proteins between cassava SC205, SC8 and W14 were analyzed using 2-DE in combination with MALDI-TOF tandem mass spectrometry. A total of 175 and 304 proteins in leaves and storage roots were identified, respectively. Of these, 122 and 127 common proteins in leaves and storage roots were detected in SC205, SC8 and W14, respectively. There were 11, 2 and 2 unique proteins in leaves, as well as 58, 9 and 12 unique proteins in storage roots for W14, SC205 and SC8, respectively, indicating proteomic changes in leaves and storage roots between cultivated cassava and its wild relatives. These proteins and their differential regulation across plants of contrasting leaf morphology, leaf anatomy pattern and photosynthetic related parameters and starch content could contribute to the footprinting of cassava domestication syndrome. We conclude that these global protein data would be of great value to detect the key gene groups related to cassava selection in the domestication syndrome phenomena.

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Year:  2016        PMID: 27023871      PMCID: PMC4811587          DOI: 10.1371/journal.pone.0152154

Source DB:  PubMed          Journal:  PLoS One        ISSN: 1932-6203            Impact factor:   3.240


Introduction

Cassava (Manihot esculenta Crantz) is the world’s most important non-grain food crop which provides global food security and income generation throughout tropical Africa, Asia, and the Americas for its starchy storage roots [1]. The advantages of cassava over other crops are high productivity and adaptability to various stress condition, thus it is farmer favorable. Cassava originated in South America was domesticated to Africa less than 10,000 years ago by European sailor and then traders introduce the plant to Asia. [2]. As a result, cassava is now the most important dietary source of calories in the tropics after rice and maize and feed an estimated 800 million people throughout the world [3, 4]. Despite its importance, the nutritional value of cassava is limited as the roots contain little protein [5] and high levels of cyanogenic compounds [6]. In addition, postharvest deterioration is rapidly happened after wounding, leading to shorten shelf-life and limiting economy development [7]. Cassava is a heterozygous nature species with a high genetic load which presents difficulties in the identification of the parents with good breeding values due to generation of new segregating progenies [8]. Together, these properties present a significant barrier to the already slow process of improving yield, reducing postharvest deterioration and increasing nutrient content using classical breeding approaches [9]. A challenge to the scientific community is to obtain a genome sequence that will facilitate improved breeding. Wild cassava species are untapped resources for the genetic enhancement of cassava. Selection through domestication has resulted in many morphological, physiological and biochemical differences between cassava and its wild ancestor. Some traits, such as increased size of the root and higher starch content and vegetative propagation through stem cuttings are the result of human selection [10, 11]. To overcome the key issue of postharvest deterioration and other limitations to generate a higher-quality of cassava cultivars, the hybridization of cassava with its closely wild relatives has been performed. Wild cassava possesses useful genes that if incorporated into the cultigen would enrich its gene pool with useful characters related to its consumption or adaptation to more severe conditions of soil and climate. Systematic interspecific hybridization was undertaken to broaden its genetic base with genes of the wild species [12]. M. esculenta subsp. Flabellifolia (W14) is regarded as the wild progenitor of modern cultivars and thus part of the primary gene pool of the root crop [13]. The more closely related the wild species is to cultivated cassava, the more successful hybridization seems to become; for example, 16 successful crosses at CIAT between cassava and the conspecific wild progenitor W14 resulted in “thousands of seeds’, whereas only five seeds of unknown viability were obtained from two crosses with M. aesculifolia [14]. Wild cassava can also provide genes for low cyanide content and for African cassava mosaic diseases (CMD) resistance. For some other characteristics, such as resistance to cassava bacterial blight (CBB) or high starch content, certain sources of genes have been identified [15]. The hybrids of M. esculenta with its wild relatives, M. oligantha were shown to significantly increase crude protein content and essential amino acids, and decrease the levels of total cyanide [2]. It is reported from CIAT that the F1 generations crossed from W14 and M. esculenta were used to hybridize with M. tristisand and W14 to generate high protein content cassava, as well as hybridize with M. walkierae to generate reduced post-harvest physiological deterioration cassava. The combined data resources allowed us to explore wild cassava potential for improvement of cassava yield and nutrition. Cassava whole genome sequence and many expressed sequence tags are now publicly available. These resources will accelerate marker-assisted breeding, allowing improvements in disease-resistance and nutrition, and it will be helpful to understand the genetic basis for disease resistance [9]. Cassava online archive database is available at http://cassava.psc.riken.jp/, allowing searches with gene function, accession number, and sequence similarity (BLAST) [16]. Although cassava genome sequence is an information resource, the value of the genome is its annotation, which bridges the gap from the sequence to the biology of cassava. Cassava genome is a multi-step process, including three categories: nucleotide-level, protein-level and process-level annotation [17]. Despite the recently significant advances on the nucleotide-level annotation, very little is known about the cassava global protein-level annotation, particularly focusing on wild species existing in the world. Proteomics is a useful tool to compile a definitive catalogue of cassava global proteins, to name them and to assign them putative functions, providing a global protein-level annotation for cassava whole genome. It is applied to all protein expression in a particular organelle or tissue or in response to a particular stress. Proteomic analysis has revealed which proteins are responsible for cell differentiation in Arabidopsis under salt and osmotic stress and drought responsiveness in maritime pine, maize and wild watermelon [18]. In cassava, proteomics was employed to compare proteome patterns between fibrous and storage roots [19] and also used to describe the proteome characteristics of somatic embryos, plantlets and storage roots in cassava SC8 [8]. Owiti et al. (2011) investigated the molecular changes during physiological deterioration of cassava root after harvest using isobaric tags for relative and absolute quantification of proteins in soluble and non-soluble fractions prepared during a 96 h post-harvest time course, establishing a comprehensive proteome map of the cassava root and identified quantitatively regulated proteins [7]. Recently, An et al. (2014) employed a proteomic method to detect the changes of cassava polyploidy genotypes at proteome levels, and provided an insight into understanding the protein regulation mechanism of cassava polyploidy genotype [6]. However, the proteome diversity between cassava cultivars and its wild relatives is poorly understood. The purpose of the present study was to compare the differences of anatomy, physiology and proteomes in leaves and storage roots between cassava cultivars and wild relative W14. All identified proteins were classified into cohesive groups based on their biochemical functions and indicated proteome diversity. The biological network of protein-protein interaction was set up to describe differential proteins regulations in the photosynthesis and starch accumulation. The proteome differences were supported by cassava anatomic and physiological data. This study will provide important clues on the improvement of cassava breeding through exploring the key gene groups related to the domestication syndrome phenomena.

Materials and Methods

Plant materials

Two cassava cultivars, M. esculenta cv. SC205 and SC8, and cassava’s closest wild relative M. esculenta ssp. Flabellifolia (W14) were selected for the present study. SC205 and SC8 were released from Tropical Crops Genetic Resources Institute (TCGRI), CATAS. W14 originated in Brazil and is currently planted in Cassava Germplasm Bank (CGB), TCGRI, CATAS. The stem cuttings of SC205, SC8 and W14 were grown in the field at CGB on February 2012. The functional leaves of SC205, SC8 and W14 grown for three months and storage roots grown for ten months were taken. Three replicates consisting of three leaf/root slices each were sampled and immediately used for microscopy observation, and also frozen in liquid nitrogen for protein extraction.

Morphological observation under light microscopy and scanning electron microscopy

Morphological observation under light microscopy of SC205, SC8 and W14 was conducted as previously described in An et al. (2014) [6]. Structural changes of cassava starch granules, extracted from storage roots between SC205, SC8 and W14, were observed under scanning electron microscopy (SEM). The samples (dried starch powder) were mounted on SEM stubs with double-sided adhesive tape and coated with gold. Scanning electron micrographs were taken using an S-3400N scanning microscope (Hitachi) in Jiangsu University, China [20].

Photosynthetic activity measurement by imaging pulse amplitude modulation

The Maxi-version of the Imaging Pulse Amplitude Modulation (Imaging PAM) and the software Imaging WIN version 2.39 (both Heinz Walz GmbH, Effeltrich, Germany) were used to determine the photosynthetic activities of W14, SC205 and SC8 according to An et al. (2014). For each genotype, three individual plants were used and the results were averaged.

Determination of dry matter content, starch content and starch component

Dry matter content (DMC), starch content, and starch component including Amylose contents (AC) and amylopectin contents (APC) were measured as previously described by Gu et al. (2013) [21].

Protein extraction, 2-DE separation and identification

Proteins from functional leaves and storage roots of SC205, SC8 and W14 were extracted with phenol extraction according to Chen et al. (2009) [18]. Protein separation was conducted following the previous described in An et al. (2014) [6]. Three independent biological replications were carried out. Gel matching for protein quantification was performed using an Image Scanner III (GE healthcare) and Delta 2D (Decodon GmbH, Greifswald, Germany) software, and spot pairs were confirmed visually. The significance of differences was determined by Scheffe’s test at P <0.05. The abundance of each protein spot was estimated by the percentage volume (%Vol). Tryptic in-gel digestion and Protein identification were performed by the methods reported in An et al. (2014) [6].

Western blot analyses

Proteins of functional leaves and storage roots of three cassava genotypes were extracted [8]. Western blotting was performed according to the method previously reported [6]. Proteins detected by immuno-staining with anti-Rubisco-polyclonal antibody (AS07218), anti-OEC antibody (AS 05092) and anti-D1 antibody (AS05084) from Agrisera for leaves, anti-GBSS1 antibody and anti-linamarase antibody, produced by GenScript, anti-beta-amylase antibody (AS09379) from Agrisera for storage roots. Western blots were developed according to the method of NBT/BCIP from Roche (11681451001).

Generation of protein interaction networks

Nineteen differential proteins involved in photosynthesis and 11 differential proteins related with starch accumulation were identified from leaves and storage roots of W14, SC205 and SC8 respectively, were used to generate the wider protein interaction maps by employing a Pathway Studio software program (www.Ariadnegenomics.com) [6].

Results

Plant morphology, leaf anatomy and photosynthetic capacity between cultivars and wild relatives

S1 Fig shows morphological characteristics of W14, SC205 and SC8 plants. The plant height of W14 was approximately 3.0–4.0 m (S1a1 Fig), SC205 about 2.0–2.5 m (S1b1 Fig) and SC8 about 2.0–2.5 m (S1c1 Fig) [20]. Shapes of central lobes of W14, SC205 and SC8 were lanceolate (S1a2 Fig), linear (S1b2 Fig) and elliptic (S1c2 Fig) respectively. W14 and SC8 storage roots had white flesh and white yellow skin, while SC205 had white flesh and brown skin (S1a3–S1c3 Fig). Fig 1 shows leaf transverse sections of two cassava cultivars SC205 and SC8 versus the wild relative W14. The measurements of all leaf strata, including midrib, cuticle, epidermal and mesophyll layers, revealed significant differences between the cultivars and the wild relative. The most noticeable difference between the species existed in the midrib (Fig 1a1, 1b1 and 1c1). Amplification of midrib showed that SC8 had a small area of primary xylem (PX), primary phloem (PP) and collenchyma (CC) less than those of SC205 and wild relative (Fig 1a2, 1b2 and 1c2). Compared to the wild relative, the cassava cultivars had a more distinctive bundle sheath with small and thin-walled cells. In the cultivars, the vascular bundles occur below the layers of elongated palisade cells. While part of the bundle sheath was in contact with palisade cells, there was not a uniform layer of mesophyll cells around the bundle sheath as it found in C4 plants (Fig 1a3, 1b3 and 1c3).
Fig 1

Photomicrographs of leaf transverse sections of cassava cultivars and wild relatives.

(a1), (b1) and (c1), leave midrib of W14, SC205 and SC8, respectively; (a2), (b2) and (c2), Amplification of leave midrib of W14, SC205 and SC8, respectively; Primary xylem (PX); Primary Phloem (PP); Spongy mesophyll (SM); Collenchyma (CC); (a3), (b3) and (c3), leaf transverse sections of W14, SC205 and SC8, respectively. Note the long single palisade layer (PL) and the conspicuous green vascular bundle sheath (VBS) cells situated beneath the palisade layer. Scale bar = 40 μm.

Photomicrographs of leaf transverse sections of cassava cultivars and wild relatives.

(a1), (b1) and (c1), leave midrib of W14, SC205 and SC8, respectively; (a2), (b2) and (c2), Amplification of leave midrib of W14, SC205 and SC8, respectively; Primary xylem (PX); Primary Phloem (PP); Spongy mesophyll (SM); Collenchyma (CC); (a3), (b3) and (c3), leaf transverse sections of W14, SC205 and SC8, respectively. Note the long single palisade layer (PL) and the conspicuous green vascular bundle sheath (VBS) cells situated beneath the palisade layer. Scale bar = 40 μm. In the leaves of 3 month-old cassava plants SC205, SC8 and W14, the photosynthetic abilities of SC205 and SC8 were greater than that of W14 (Fig 2 and Table 1), indicating variations in the efficiency of excitation energy capture by open Fv/Fm, ΦPSII and NPQ/4. These data imply that an increase in maximal and effective quantum yield and a concomitant increase in NPQ/4 processes are sensitive markers for cassava genotypes.
Fig 2

Imaging pulse amplitude modulation of W14 (a), SC205 (b) and SC8 (c) leaves.

Parameters were Fv/Fm [maximal photosystem II (PSII) quantum yield], ΦPSII (effective PSII quantum yield) (at 185μE m-2 s-1), and NPQ/4 (nonphotochemical quenching) (at 185μE m-2s-1). The color gradient provided a scale from 0 to 100% for assessing the magnitude of the parameters.

Table 1

Photosynthetic parameters collected from cassava leaves of W14, SC205 and SC8.

Values were means ± SE. Different capital letters in the same column indicated statistically significant differences according to Duncan test (P<0.01).

Cassava varietiesFv/Fm (Mean±SE)ΦPSII (Mean±SE)NPQ/4 (Mean±SE)
W140.742±0.015 C0.539±0.016 C0.114±0.008 C
SC2050.786±0.024 B0.566±0.012 B0.142±0.010 B
SC80.818±0.026 A0.582±0.021 A0.163±0.013 A

Imaging pulse amplitude modulation of W14 (a), SC205 (b) and SC8 (c) leaves.

Parameters were Fv/Fm [maximal photosystem II (PSII) quantum yield], ΦPSII (effective PSII quantum yield) (at 185μE m-2 s-1), and NPQ/4 (nonphotochemical quenching) (at 185μE m-2s-1). The color gradient provided a scale from 0 to 100% for assessing the magnitude of the parameters.

Photosynthetic parameters collected from cassava leaves of W14, SC205 and SC8.

Values were means ± SE. Different capital letters in the same column indicated statistically significant differences according to Duncan test (P<0.01).

Analysis of starch properties from storage roots

The highest dry matter content (DMC) of storage root was cultivar SC205 with a mean of 77.08%, reversely; the lowest DMC was wild relatives W14 with an average of 57.80% (Table 2). Cultivars SC205 and SC8 with starch contents (28.86% and 29.74%, respectively) were at least seven times more than wild relative W14 with 3.75%. Amylose contents (ACs) in SC205 and SC8 (18.81% and 19.15%, respective) were significantly greater than that of W14 (6.72%), whereas amylopectin contents (APCs) in cultivars were significantly less than wild relative (Table 2). The results regarding starch staining with KI also supported the described above (Fig 3a1–3c1 and 3a2–3c2). No significant differences of DMC, starch content, AC and APC were observed in SC205 and SC8, however, there was a significantly difference between the cultivars and the wild relative. Granule size and shape varied largely between cultivars and wild relative (Fig 3a3–3c3). No significant differences were observed in the starch granules in SC205 and SC8. The transverse (Fig 3a4–3c4) and longitude (Fig 3a5–3c5) sections of storage roots showed greater number of starch granules in SC205 and SC8 than that in the wild relative W14.
Table 2

Dry matter content, starch content, amylose and amylopectin content in storage roots of W14, SC205 and SC8.

Values were means ± SE. Different capital letters in the same column indicated statistically significant differences according to Duncan test(P<0.01).

Cassava VarietiesDry Matter Content (%) (Mean±SE)Starch Content (%) (Mean±SE)Amylose Content (%) (Mean±SE)Amylopectin Content (%) (Mean±SE)
W1457.80±0.14 B3.75±0.01 B6.72±0.02 B93.28±0.02 A
SC20577.08±1.21 A28.86±1.12 A18.81±0.30 A81.19±0.30 B
SC875.76±2.45 A29.74±1.07 A19.15±1.51 A80.85±1.51 B
Fig 3

Starch staining with KI in storage roots and SEM pictures of starch granules incubated with cell-free supernatants, and paraffin section of transverse and longitude of storage roots of SC205, SC8 and W14.

Paraffin section of transverse and longitude of storage roots of SC205, SC8 and W14, stained with Safranin O/Fast green and viewed under light microscope X20. (a1), (b1) and (c1), transverse sections of cassava genotype W14, SC205 and SC8, respectively; (a2), (b2) and (c2), starch staining with KI of cassava genotype W14, SC205 and SC8, respectively; (a3), (b3) and (c3), SEM of starch granules of cassava W14, SC205 and SC8, respectively. SEM magnification time was 1000; scale bar = 50 μm. (a4)-(c4), transverse sections of storage roots from W14, SC205 and SC8; (a5)-(c5), longitude sections of storage roots from W14, SC205and SC8. Scale bar = 100 μm. It shows more vessel grouping and tyloses with starch granules. SC205 and SC8 showing parenchyma cells with more starch granules, while W14 showing parenchyma cells with a little starch, these cells are bigger. Red arrows indicate xylem vessel, black arrow shows parenchyma cell, and blue arrow presents starch granules.

Dry matter content, starch content, amylose and amylopectin content in storage roots of W14, SC205 and SC8.

Values were means ± SE. Different capital letters in the same column indicated statistically significant differences according to Duncan test(P<0.01).

Starch staining with KI in storage roots and SEM pictures of starch granules incubated with cell-free supernatants, and paraffin section of transverse and longitude of storage roots of SC205, SC8 and W14.

Paraffin section of transverse and longitude of storage roots of SC205, SC8 and W14, stained with Safranin O/Fast green and viewed under light microscope X20. (a1), (b1) and (c1), transverse sections of cassava genotype W14, SC205 and SC8, respectively; (a2), (b2) and (c2), starch staining with KI of cassava genotype W14, SC205 and SC8, respectively; (a3), (b3) and (c3), SEM of starch granules of cassava W14, SC205 and SC8, respectively. SEM magnification time was 1000; scale bar = 50 μm. (a4)-(c4), transverse sections of storage roots from W14, SC205 and SC8; (a5)-(c5), longitude sections of storage roots from W14, SC205and SC8. Scale bar = 100 μm. It shows more vessel grouping and tyloses with starch granules. SC205 and SC8 showing parenchyma cells with more starch granules, while W14 showing parenchyma cells with a little starch, these cells are bigger. Red arrows indicate xylem vessel, black arrow shows parenchyma cell, and blue arrow presents starch granules.

Leaf protein profiles

Fig 4 shows 2-D gel images of W14, SC205 and SC8 leaves respectively. More than 300 protein spots on the image of each cassava genotype were analyzed, among which 148, 157 and 152 protein spots were identified in W14 (Fig 4a), SC205 (Fig 4b) and SC8 (Fig 4c) respectively. A total of 122 spots common to W14, SC205 and SC8 were detected (Fig 5a). They were classified according to gene ontology (Fig 5b), and listed in Table 3 and S2 Fig. As a 1.2–1.5-fold change threshold has been often used [7, 18], a 1.5-fold change in pairwise comparison of SC205/W14 and SC8/W14 was used as significance to assess protein profiles. While 36 and 31 proteins were observed to vary differentially within the pairs for SC205/W14 and SC8/W14, respectively, with greater than ±1.5-fold in all triplicate gels. These included 25 up- and 11 down-regulated in SC205, and 21 up- and 10 down-regulated in SC8 compared to W14 (Table 3). Five common proteins were detected in both SC8 and W14 leaves, 10 common proteins between SC205 and W14, and 23 common proteins in both SC205 and SC8 leaves (Fig 5a). Additionally, 11, 2 and 2 spots were unique to W14, SC205 and SC8, respectively (Fig 5a, S3 Fig and Table 4).
Fig 4

148, 157 and 152 proteins identified by MALDI-TOF-TOF-MS/MS in 2-D gel protein profiles of W14(a), SC205(b) and SC8(c) leaves, respectively.

The pink numbers are common proteins to W14 and SC205, the yellow numbers are common proteins to W14 and SC8, and the orange numbers are common proteins to SC205 and SC8.

Fig 5

Venn diagrams of 175 proteins identified (a) and their functional classification (b) in leaves of SC205, SC8 and W14.

Functional categorization was performed according to the MIPS database (http://mips.gsf.de).

Table 3

Identification of 122 common proteins in leaves of SC205, SC8 and W14.

The spots showing the similar proteins from 2-DE images of cassava SC205, SC8 and W14 leaves, and the number were counted after gel analysis and manual editing with Delta 2D software.

Spot NumberaIdentificationAccession nobTheoretical pI/Mw(kDa)Fold changes SC205/W14cFold changes SC8/W14d
Photosynthesis related proteins (24)
1**nuclear encoded precursor to chloroplast protein—Pisum sativumAAA336806.55/102.713.45±0.23(+)3.52±0.28(+)
18**rubisco subunit binding-protein alpha subunit, ruba, putative—Ricinus communisEEF280345.25/53.202.03±0.11(+)2.21±0.12(+)
19rubisco subunit binding-protein alpha subunit, ruba, putative—R. communisEEF280345.25/53.201.45±0.13(+)1.32±0.10(+)
31ribulose-bisphosphate carboxylase, large subunit—Krameria lanceolataCAA752637.29/40.391.45±0.13(+)1.32±0.10(+)
32**ribulose-1,5-bisphosphate carboxylase/oxygenase large subunit—Kunhardtia radiataAAD020826.13/52.103.68±0.24(+)3.88±0.26(+)
36**putative RuBisCo activase protein—Zantedeschia hybrid cultivarAAT124925.08/27.692.92±0.20(+)3.36±0.22(+)
37**putative RuBisCo activase protein—Z. hybrid cultivarAAT124925.08/27.692.02±0.20(+)2.08±0.17(+)
38**ribulose-1,5-bisphosphate carboxylase/oxygenase activase 2—Gossypium hirsutumAAG611215.06/48.352.89±0.19(+)2.91±0.23(+)
40**ribulose bisphosphate carboxylase activase—Nicotiana tabacumCAA787024.83/22.983.52±0.26(+)3.64±0.30(+)
42ribulose bisphosphate carboxylase activase—N. tabacumCAA787024.83/22.981.21±0.10(+)1.10±0.09(+)
52ribulose bisphosphate carboxylase activase—N. tabacumCAA787024.83/22.981.10±0.09(+)1.12±0.11(+)
53ribulose-1,5-bisphosphate carboxylase/oxygenase activase 2—G. hirsutumAAG611215.06/48.351.09±0.06(+)1.11±0.12(+)
60*ribulose-1,5-bisphosphate carboxylase/oxygenase large subunit, partial (chloroplast)—Fissistigma polyanthoidesAFM942816.13/49.711.86±0.13(-)1.08±0.10(+)
62**ribulose-bisphosphate carboxylase, large subunit—K. lanceolataCAA752637.29/40.393.94±0.24(+)4.65±0.28(+)
68**Phosphoribulokinase precursor—A. thalianaAAG507975.71/44.464.66±0.27(+)4.01±0.20(+)
71Phosphoribulokinase, chloroplasticP277746.03/44.111.06±0.08(+)1.12±0.09(+)
85Photosystem II stability/assembly factor HCF136, chloroplast precursor, putative—R. communisXP_0025209257.11/43.441.35±0.16(-)1.01±0.10(+)
105**ribulose-5-phosphate-3-epimerase, putative—R. communisEEF478369.71/28.212.02±0.11(+)2.06±0.13(+)
112chloroplast ribose-5-phosphate isomerase—Spinacia oleraceaAAL775896.54/30.861.36±0.09(+)1.40±0.11(+)
113**chloroplast ribose-5-phosphate isomerase—S. oleraceaAAL775896.54/30.862.06±0.12(-)2.10±0.15(-)
126Oxygen-evolving enhancer protein 2, chloroplasticP160598.28/28.051.02±0.08(-)1.02±0.07(+)
127*Oxygen-evolving enhancer protein 2, chloroplast precursor, putative—R. communisXP_0025215768.63/28.601.92±0.13(+)1.10±0.09(+)
134Cytochrome b6-f complex iron-sulfur subunit, chloroplasticP262918.63/24.241.06±0.10(+)1.11±0.12(+)
141ribulose bisphosphate carboxylase activase—N. tabacumCAA787024.83/22.981.10±0.09(+)1.00±0.10(+)
Carbohydrate and energy metabolism associated proteins (31)
2**transketolase, putative—R. communisEEF503596.99/81.525.36±0.31(+)5.42±0.29(+)
14**transketolase, putative -R. communisEEF503596.99/81.521.65±0.16(+)1.52±0.18(+)
15ATP synthase subunit beta, mitochondrialP296856.31/60.331.06±0.08(+)1.08±0.10(+)
22ATP synthase subunit beta, chloroplasticP265305.15/53.471.01±0.11(+)1.00±0.09(+)
23ATP synthase subunit beta, chloroplasticP265305.15/53.471.00±0.09(+)1.12±0.11(+)
24**ATP synthase subunit beta, chloroplasticP265305.15/53.471.68±0.17(+)1.77±0.20(+)
25**ATP synthase subunit beta, chloroplasticP265305.15/53.471.80±0.18(+)1.92±0.22(+)
26**ATP synthase subunit beta, mitochondrialP176145.95/59.862.08±0.14(-)2.12±0.18(-)
27ATP synthase subunit alpha, chloroplasticB1NWD54.93/55.621.22±0.09(+)1.19±0.11(+)
28**ATP synthase subunit beta, mitochondrialP176145.95/59.862.03±0.19(-)1.98±0.16(-)
29**ATP synthase subunit beta, mitochondrialP176145.95/59.862.06±0.18(+)2.12±0.20(+)
30ATP synthase subunit beta, mitochondrialP176145.95/59.861.09±0.09(+)1.15±0.10(+)
49**alcohol dehydrogenase, putative—R. communisXP_0025253798.61/41.582.13±0.20(-)2.20±0.18(-)
50**ATP synthase subunit beta, mitochondrialP296856.31/60.341.88±0.13(-)1.90±0.15(-)
51Enolase 2Q9LEI95.92/47.911.14±0.08(+)1.08±0.10(+)
59phosphoglycerate kinase—A. thalianaAAB603034.93/41.911.33±0.16(-)1.27±0.11(-)
61phosphoglycerate kinase, putative—R. communisEEF487569.22/50.111.04±0.08(+)1.06±0.10(+)
65**malate dehydrogenase, putative -R. communisEEF381018.57/36.312.12±0.13(+)2.20±0.19(+)
67FtsZ protein—P. sativumCAA756037.73/44.441.12±0.09(+)1.23±0.12(+)
74**alcohol dehydrogenase, putative—R. communisXP_0025253798.61/41.581.62±0.18(-)1.50±0.14(-)
82ATP synthase beta subunit—Gunnera manicateABV651345.23/54.101.08±0.12(+)1.19±0.15(+)
83beta-carotene hydroxylase 1—Zea maysACX4921711.85/11.491.12±0.16(-)1.08±0.10(-)
99NAD(P)-binding Rossmann-fold-containing protein—A. thalianaNP_5658688.37/34.881.10±0.12(+)1.12±0.09(-)
103Carbonic anhydrase—Flaveria browniiAAA869425.70/35.551.33±0.15(+)1.21±0.11(+)
108**Carbonic anhydrase, chloroplasticP160166.61/34.572.02±0.19(-)1.88±0.16(-)
109**Carbonic anhydrase, chloroplasticP160166.61/34.571.89±0.17(-)1.78±0.15(-)
114putative triosephosphate isomerase—A. thalianaAAD297997.67/33.351.03±0.11(+)1.05±0.14(+)
115Putative ATP-binding protein—Stenotrophomonas maltophilia K279aCAQ468695.87/30.401.06±0.12(+)1.17±0.14(+)
130ATP synthase D chain, mitochondrial, putative—R. communisXP_0025263425.21/19.841.18±0.16(-)1.12±0.15(-)
142ATP synthase epsilon chain—Androya decaryiCAD224075.87/14.281.09±0.12(-)1.01±0.10(+)
143ATP synthase CF1 epsilon subunit—M. esculentaYP_0017184435.18/14.651.23±0.15(+)1.26±0.15(+)
Detoxifying and antioxidant (8)
96ascorbate peroxidase APX2—M. esculentaAAX846795.31/27.671.26±0.10(-)1.39±0.12(-)
97**ascorbate peroxidase APX2—M. esculentaAAX846795.31/27.672.68±0.17(-)2.66±0.18(-)
116ascorbate peroxidase APX2—M. esculentaAAX846795.31/27.671.18±0.11(-)1.12±0.10(-)
119superoxide dismutase [fe], putative—R. communisXP_0025110504.84/34.501.26±0.15(+)1.28±0.16(+)
120peroxiredoxin—Phaseolus vulgarisCAC178035.18/28.621.20±0.14(+)1.23±0.18(+)
1222-cys peroxiredoxin-like protein—Hyacinthus orientalisAAT087514.93/21.861.03±0.09(+)1.02±0.11(+)
1232-cys peroxiredoxin like protein—H. orientalisAAT087514.93/21.861.09±0.10(+)1.11±0.12(+)
124Peroxiredoxins, putative -R. communisEEF322078.61/29.401.17±0.13(-)1.08±0.08(-)
Protein biosynthesis (9)
57choloroplast translation elongation factor—P. sativumCAA748936.62/53.051.04±0.12(+)1.00±0.10(+)
58Elongation factor Tu, chloroplasticO243106.62/53.051.12±0.09(+)1.20±0.11(+)
86elongation factor-1 beta A1—A. thalianaCAA527514.50/25.201.18±0.13(-)1.15±0.10(-)
87elongation factor-1 beta A1—A. thalianaCAA527514.50/25.201.19±0.11(+)1.21±0.14(+)
10650S ribosomal protein L4, putative—R. communisXP_0025256008.64/31.211.26±0.17(-)1.14±0.12(-)
110Proteasome subunit alpha type-5Q9M4T84.70/25.981.05±0.09(+)1.06±0.10(-)
111ATP-dependent Clp protease proteolytic subunit (ClpP4)—A. thalianaAAM652545.37/31.511.03±0.12(-)1.04±0.11(-)
12130S ribosomal protein S8, chloroplasticQ2WGF111.18/14.521.09±0.13(-)1.10±0.14(-)
13850S ribosomal protein L12, chloroplasticP845584.25/1.491.12±0.11(+)1.08±0.12(-)
Chaperones (10)
3**heat shock protein 82 (HSP82)—Oryza sativaCAA779784.99/80.193.42±0.22(+)1.95±0.15(+)
4HSP90-1- Glycine maxADC453954.94/80.381.25±0.11(+)1.33±0.14(+)
5heat shock protein 70—Cucumis sativusCAA521495.15/75.411.05±0.09(+)1.08±0.11(+)
8hsp70 (AA 6–651)—Petunia× hybridaCAA316635.06/70.781.14±0.10(+)1.06±0.09(+)
11Heat shock 70 kDa protein, mitochondrialQ018995.95/72.541.10±0.08(+)1.04±0.10(+)
54SHOOT1 protein—G. maxAAK375555.26/40.241.02±0.09(+)1.04±0.11(+)
81Embryonic abundant protein VF30.1 precursor, putative—R. communisEEF391696.25/24.951.16±0.11(+)1.18±0.15(+)
84SHOOT1 protein—G. maxAAK375555.26/40.241.03±0.08(+)1.05±0.10(+)
107binding / catalytic/ coenzyme binding—A. thalianaNP_5658688.37/34.881.02±0.07(+)1.08±0.12(+)
139HSP19 class II—Citrus× paradisiAAP330128.01/11.141.21±0.13(+)1.13±0.11(-)
HCN metabolism (4)
6*linamarase—M. esculentaAAB221625.52/61.372.21±0.18(+)1.05±0.12(-)
7linamarase—M. esculentaAAB221625.52/61.371.12±0.09(+)1.06±0.14(+)
9linamarase—M. esculentaAAB221625.52/61.371.06±0.10(+)1.11±0.12(+)
10linamarase—M. esculentaAAB221625.52/61.371.18±0.09(+)1.21±0.18(+)
Structure (4)
34beta-tubulin—Lotus corniculatusAAV711725.03/46.891.14±0.11(+)1.02±0.09(-)
35beta-tubulin—Lotus corniculatusAAV711725.03/46.891.15±0.12(+)1.09±0.10(-)
55Actin-1P233435.64/41.991.12±0.09(-)1.10±0.11(-)
56actin—Isatis tinctoriaAAW630305.31/41.821.10±0.09(+)1.13±0.10(+)
Signal transduction mechanisms (3)
20**Ethylene receptor 1- Brassica oleraceaO492307.98/82.241.88±0.13(+)1.90±0.14(+)
21Calcium and intergrin bingding 1(calmyin)), isoform CRA_b—Homo sapiensEAX020884.71/23.071.44±0.14(+)1.33±0.11(+)
8914-3-3 protein—M. esculentaADD921544.79/29.811.12±0.09(+)1.06±0.10(+)
Amino acid metabolism (4)
41amino acid binding protein, putative—R. communisEEF393665.59/30.921.08±0.10(+)1.06±0.09(+)
44**S-adenosylmethionine synthase 2—A. thalianaNP_1920945.67/43.261.82±0.16(+)1.74±0.15(+)
75cysteine synthase—N. tabacumCAC128195.84/34.961.38±0.12(+)1.46±0.16(+)
140mitochondrial glycine decarboxylase complex H-protein—Populus tremuloidesABO617314.78/17.621.12±0.10(-)1.09±0.09(-)
Defense (8)
13*Beta-glucosidase—M. esculentaCAA644425.80/63.101.62±0.14(+)1.26±0.10(+)
72poly(A) polymerase—P. sativumAAC500415.33/50.231.12±0.09(-)1.08±0.06(-)
77**plastidic aldolase—Nicotiana paniculataBAA776036.38/42.822.13±0.16(+)1.86±0.15(+)
80**plastidic aldolase—Nicotiana paniculataBAA776036.38/42.823.86±0.24(+)3.19±0.22(+)
100Chloroplast Drought-induced Stress Protein of 32kDa—Solanum tuberosumCAA711038.07/33.461.16±0.10(-)1.08±0.11(-)
101chloroplast latex aldolase-like protein—M. esculentaAAV744076.22/33.811.42±0.15(-)1.37±0.12(-)
117chloroplast latex aldolase-like protein—M. esculentaAAV744076.54/34.021.22±0.10(-)1.18±0.09(-)
118chloroplast latex aldolase-like protein—M. esculentaAAV744076.54/34.021.13±0.09(-)1.06±0.08(-)
Inorganic ion transport and metabolism (1)
33calreticulin—A. thalianaAAA806524.37/46.581.06±0.11(-)1.28±0.13(-)
DNA binding proteins (1)
128DNA-binding protein—Z. maysCAA468765.87/18.291.06±0.11(+)1.02±0.11(+)
Function unknown proteins (15)
12unnamed protein product—M. esculentaCBV344625.53/61.451.56±0.13(+)1.15±0.12(+)
43predicted protein—Physcomitrella patens subsp. patensEDQ519956.02/52.391.38±0.12(+)1.45±0.14(+)
69predicted protein—Physcomitrella patens subsp. patensEDQ538856.76/46.381.06±0.09(+)1.11±0.12(+)
76Unknown—Medicago truncatulaACJ846438.33/41.191.03±0.11(+)1.05±0.10(+)
88Predicted protein—Hordeum vulgare subsp. vulgareBAK022534.62/29.031.07±0.13(+)1.05±0.09(+)
92unnamed protein product—S. oleraceaCAA290625.58/35.041.42±0.15(-)1.40±0.13(-)
93unnamed protein product—S. oleraceaCAA290625.58/35.041.06±0.13(-)1.10±0.12(+)
94unnamed protein product—S. oleraceaCAA290625.58/35.041.08±0.10(-)1.01±0.09 (-)
95unnamed protein product—M. esculentaCBC701315.31/27.671.06±0.11(-)1.12±0.13(+)
102Pentatricopeptide repeat superfamily protein isoform 1—Theobroma cacaoEOY006807.76/57.861.18±0.11(-)1.20±0.10(-)
104unnamed protein product—M. esculentaCBV344625.53/61.451.06±0.10(-)1.02±0.09(-)
131predicted protein—P. trichocarpaXP_0023255689.02/26.951.10±0.09(+)1.05±0.08(-)
133**conserved hypothetical protein—R. communisEEF339414.81/16.921.97±0.13(-)1.54±0.09(-)
137conserved hypothetical protein—R. communisEEF252069.91/30.771.12±0.10(+)1.09±0.11(+)
147Os07g0469100—O.sativa Japonica GroupNP_0010595999.37/15.731.07±0.12(+)1.11±0.09(+)
The total protein number122

a, The numbers corresponded to the 2-DE gels in Fig 4;

b, NCBI accession number;

c, Fold changes of protein spots between SC205 and W14 (Values were means ± SE);

d, Fold changes of protein spots between SC8 and W14 (Values were means ± SE);

(+) means up-regulated compare with W14, while (-) means down-regulated compare with W14;

* indicates differential protein spots in pairwise comparison of SC205/W14 or SC8/W14;

** indicates differential protein spots in pairwise comparison of SC205/W14 and SC8/W14.

Table 4

Identification of the unique protein spots in leaves detected by pairwise comparison of W14/SC205, W14/SC8 and SC205/SC8.

Spot NumberaIdentificationAccession nobTheoretical pI/Mw(kDa)Scorec/ No. of Unique peptides matchedd
W14 (11)
Photosynthesis related proteins (1)
46ribulose 1,5-bisphosphate carboxylase/oxygenase large subunit—Noteroclada confluensADP765755.99/47.9597/1
Carbohydrate and energy metabolism associated proteins (1)
17ATP synthase subunit beta, mitochondrialP296856.31/60.33195/1
Detoxifying and antioxidant (1)
90lactoylglutathione lyase, putative—R. communisXP_0025184707.63/31.55121/1
Amino acid metabolism (1)
45Glutamate-1-semialdehyde 2, 1-aminomutase, chloroplasticP315936.43/50.8878/1
Structure (1)
132kinesin heavy chain, putative—R. communisEEF302218.58/99.9541/1
Function unknown proteins (6)
16conserved hypothetical protein—R. communisEEF441757.47/18.9657/1
91hypothetical protein VITISV_027630—Vitis viniferaCAN618285.87/33.23110/1
135unknown—Populus trichocarpaABK958826.67/16.5970/1
136conserved hypothetical protein -R. communisEEF458274.51/8.9838/1
145conserved hypothetical protein—R. communisEEF221986.24/17.2750/1
146conserved hypothetical protein—R. communisEEF221986.24/17.2751/1
SC205 (2)
Carbohydrate and energy metabolism associated proteins (4)
150phosphoglycerate kinase—A. thalianaAAB603034.93/41.91300/3
Protein biosynthesis (1)
16350S ribosomal protein L12, chloroplasticP845584.25/1.4986/1
SC8 (2)
Photosynthesis related proteins (2)
174ribulose-bisphosphate carboxylase, large subunit—K. lanceolataCAA752637.29/40.39161/2
175ribulosebisphosphate carboxylase—Pandanus tectoriusAAA680396.34/51.69102/1
SC205 and SC8 (23)
Photosynthesis related proteins (9)
152ribulose 1,5-bisphosphate carboxylase small chain precursor—M. esculentaAAF060988.33/20.4168/1
158Oxygen-evolving enhancer protein 2, chloroplasticP160598.28/28.0547/2
161Oxygen-evolving enhancer protein 2, chloroplasticP160598.28/28.05130/1
166ribulose 1,5-bisphosphate carboxylase small chain precursor—M. esculentaAAF060988.33/20.41120/3
168ribulose 1,5-bisphosphate carboxylase small chain precursor—M. esculentaAAF060988.33/20.4167/1
169ribulose 1,5-bisphosphate carboxylase small chain precursor—M. esculentaAAF060988.33/20.41175/3
171ribulose 1,5-bisphosphate carboxylase small chain precursor—M. esculentaAAF060988.33/20.4197/2
172ribulose 1,5-bisphosphate carboxylase small chain precursor—M. esculentaAAF060988.33/20.41218/3
173photosystem I subunit VII—Pinus thunbergiiNP_0424926.68/9.0147/1
Carbohydrate and energy metabolism associated proteins (4)
151alcohol dehydrogenase, putative—R. communisEEF370178.61/41.58201/3
154enoyl-ACP reductase—Oryza sativa (japonica cultivar-group)CAA058169.10/39.90148/1
156Carbonic anhydrase, chloroplasticP160166.61/34.57147/1
167ATP synthase CF1 epsilon subunit—S. oleraceaNP_0549426.59/14.70124/1
Detoxifying and antioxidant (4)
160peroxiredoxin—Ipomoea batatasAAP425028.80/20.77129/1
162Chain A, Prx D (Type Ii)—Populus Tremula1TP9_A5.56/17.43130/2
164Superoxide dismutase [Cu-Zn], chloroplasticO651756.17/22.0865/1
170GlutaredoxinO811876.05/11.1363/1
Chaperones (1)
149chaperonin precursor—Pisum sativumAAA663655.85/62.9877/1
Structure (1)
165Similar to actin binding protein; F6N23.12—A. thalianaAAC136185.12/15.7044/1
HCN metabolism (2)
153acetone-cyanhydrin lyase (EC 4.1.2.37)—cassavaS456826.15/29.50179/3
155acetone-cyanhydrin lyase (EC 4.1.2.37)—cassavaS456826.15/29.50197/3
Function unknown proteins (2)
157Predicted protein-Populus trichocarpaXP_0023255689.02/26.9556/1
159forkhead-associated domain-containing protein—Arabidopsis lyrata subsp. lyrataXP_0028785568.46/22.2388/1
SC205 and W14 (10)
Photosynthesis related proteins (2)
47Ferredoxin-NADP reductase, chloroplasticP413438.54/41.0663/1
63putative RuBisCo activase protein—Z. hybrid cultivarAAT124925.08/27.6980/1
Carbohydrate and energy metabolism associated proteins (4)
48ATP synthase subunit beta, mitochondrialP296856.31/60.34131/2
79ATP binding protein, putative—R. communisEEF423934.52/95.5659/1
98NAD(P)-binding Rossmann-fold-containing protein—A. thalianaNP_5658688.37/34.88263/2
148D-cadinene synthase, putative—R. communisEEF314727.71/14.4832/1
Structure(1)
39Alpha-tubulin 3—Z. maysCAA448615.09/49.56101/3
Protein biosynthesis (3)
78conserved hypothetical protein—R. communisEEF2296810.30/33.4074/1
129forkhead-associated domain-containing protein—Arabidopsis lyrata subsp. lyrataXP_0028785568.46/22.2388/1
144conserved hypothetical protein—R. communisEEF248644.3/14.0254/1
SC8 and W14 (5)
Photosynthesis related proteins (1)
70Phosphoribulokinase, chloroplasticP277746.03/44.1180/1
Carbohydrate and energy metabolism associated proteins (1)
64malate dehydrogenase, putative—R. communisEEF381018.57/36.31178/1
Amino acid metabolism (1)
73glutamate-ammonia ligase (EC 6.3.1.2), cytosolic—A. thalianaS186035.40/40.73237/2
Protein biosynthesis (1)
66Late embryogenesis abundant protein Lea14-A, putative—R. communisXP_0025333454.64/34.71142/2
Function unknown proteins (1)
125unknown—P. trichocarpaABK944436.61/30.0382/1
The total protein number53

a, The numbers corresponded to the 2-DE gels in Fig 4 and S3 Fig;

b, NCBI accession number;

c, Probability-based MOWSE (molecular weight search) scores;

d, The number of unique peptides identified by MS/MS, and individual ions scores are all identity or extensive homology (p<0.05).

148, 157 and 152 proteins identified by MALDI-TOF-TOF-MS/MS in 2-D gel protein profiles of W14(a), SC205(b) and SC8(c) leaves, respectively.

The pink numbers are common proteins to W14 and SC205, the yellow numbers are common proteins to W14 and SC8, and the orange numbers are common proteins to SC205 and SC8.

Venn diagrams of 175 proteins identified (a) and their functional classification (b) in leaves of SC205, SC8 and W14.

Functional categorization was performed according to the MIPS database (http://mips.gsf.de).

Identification of 122 common proteins in leaves of SC205, SC8 and W14.

The spots showing the similar proteins from 2-DE images of cassava SC205, SC8 and W14 leaves, and the number were counted after gel analysis and manual editing with Delta 2D software. a, The numbers corresponded to the 2-DE gels in Fig 4; b, NCBI accession number; c, Fold changes of protein spots between SC205 and W14 (Values were means ± SE); d, Fold changes of protein spots between SC8 and W14 (Values were means ± SE); (+) means up-regulated compare with W14, while (-) means down-regulated compare with W14; * indicates differential protein spots in pairwise comparison of SC205/W14 or SC8/W14; ** indicates differential protein spots in pairwise comparison of SC205/W14 and SC8/W14. a, The numbers corresponded to the 2-DE gels in Fig 4 and S3 Fig; b, NCBI accession number; c, Probability-based MOWSE (molecular weight search) scores; d, The number of unique peptides identified by MS/MS, and individual ions scores are all identity or extensive homology (p<0.05).

Storage root protein profiles

At least 300 spots gave reproducible staining patterns for all storage root samples (Fig 6). A total of 196, 228 and 232 protein spots were identified in W14, SC205 and SC8 (Fig 7a), respectively. The identified proteins were annotated according to gene ontology and listed in Fig 7b and Table 5. One hundred and twenty-seven protein spots were common to all samples (Fig 7a and S4 Fig), in which 39 stained spots in SC205 and 40 stained spots in SC8 were found to have significant changes (p<0.05) with greater than 1.5-fold altered intensity compared with W14 in all three biological replicates. Of these, 19 up- and 20 down-regulated proteins in the pairwise comparison of SC205/W14, 18 up- and 22 down-regulated in the comparison of SC8/W14 were shown in Table 6. Five common proteins were detected in storage roots between W14 and SC205, 6 common proteins between W14 and SC8, and 87 common proteins between SC205 and SC8 (Fig 7a, Table 6). In addition, 58, 9 and 12 protein spots were unique to W14, SC205 and SC8, respectively (Fig 7a, S5 Fig and Table 6).
Fig 6

196, 228 and 232 proteins identified by MALDI-TOF-TOF-MS/MS in 2-D gel protein profiles of W14(a), SC205(b) and SC8(c) storage roots, respectively.

The pink numbers are common proteins to W14 and SC205, the yellow numbers are common proteins to W14 and SC8, and the orange numbers are common proteins to SC205 and SC8.

Fig 7

Venn diagrams of 308 proteins identified (a) and their functional classification (b) in storage roots of SC205, SC8 and W14.

Functional categorization was performed according to the MIPS database (http://mips.gsf.de).

Table 5

Identification of 127 common proteins from storage roots of SC205, SC8 and W14.

The spots showing the same proteins in storage roots of W14, SC205 and SC8, and the number were counted after gel analysis and manual editing with Delta 2D software.

Spot NumberaIdentificationAccession nobTheoretical pI/Mw(kDa)Fold changes SC205/W14cFold changes SC8/W14d
Carbohydrate and energy metabolism associated proteins (42)
179Starch phosphorylase L; Flags: PrecursorP275985.26/108.521.05±0.13(+)1.22±0.18(+)
180Starch phosphorylase L; Flags: PrecursorP275985.26/108.521.20±0.11(+)1.18±0.12(+)
181Starch phosphorylase L; Flags: PrecursorP275985.26/108.521.19±0.13(+)1.09±0.10(+)
182Starch phosphorylase L; Flags: PrecursorP275985.26/108.521.06±0.10(+)1.14±0.10(-)
183NADH-ubiquinone oxidoreductase, putative—R. communisXP_0025319316.56/80.771.38±0.20(+)1.40±0.22(+)
184NADH-ubiquinone oxidoreductase, putative—R. communisXP_0025319316.56/80.771.40±0.19(+)1.41±0.18(+)
185**aconitase—A. thalianaCAA580465.98/100.821.89±0.21(+)1.58±0.15(+)
187Aldo-keto reductase, putative—R. communisXP_0025219026.22/36.641.19±0.13(+)1.34±0.16(+)
194V-type proton ATPase catalytic subunit AP094695.29/68.841.06±0.10(+)1.04±0.10(+)
195ATP synthase alpha subunit vacuolar, putative—R. communisEEF487226.04/25.021.03±0.09(+)1.08±0.13(+)
198NADH-ubiquinone oxidoreductase, putative—R. communisXP_0025319316.56/80.771.02±0.08(+)1.10±0.11(+)
199phosphoglucomutase, putative—R. communisXP_0025277835.53/63.251.13±0.11(+)1.18±0.15(+)
200**Succinate dehydrogenase flavoprotein subunit—P. trichocarpaXP_0023102256.40/69.861.59±0.13(+)1.64±0.16(+)
212ADP glucose pyrophosphorylase small subunit 1-like protein—Malus × domesticaADG274507.11/56.521.36±0.15(-)1.24±0.12(-)
213ATP synthase subunit beta, mitochondrial-like—Brachypodium distachyonXP_00356794259.12/6.001.10±0.08(-)1.08±0.09(-)
215d-3-phosphoglycerate dehydrogenase, putative—R. communisXP_0025186877.65/63.101.23±0.15(+)1.16±0.10(+)
216d-3-phosphoglycerate dehydrogenase, putative—R. communisXP_0025186877.65/63.101.10±0.09(+)1.02±0.07(+)
217*ATP synthase subunit beta, mitochondrial;P176145.95/59.861.55±0.16(+)1.34±0.16(-)
218ATP synthase subunit beta vacuolar, putative—R. communisXP_0025105964.99/54.351.08±0.08(-)1.10±0.11(-)
224Enolase 2Q9LEI95.92/47.911.03±0.09(+)1.06±0.12(+)
231**ATP synthase beta subunit, putative—R. communisXP_0025322276.00/59.931.66±0.17(-)1.54±0.12(-)
236Enolase 2Q9LEI95.92/47.911.46±0.15(-)1.38±0.10(-)
238Enolase 2Q9LEI95.92/47.911.08±0.09(+)1.12±0.08(+)
241**Enolase 2Q9LEI95.92/47.912.15±0.20(+)1.74±0.16(+)
243**Enolase 2Q9LEI95.92/47.912.38±0.18(+)2.40±0.21(+)
245dihydrolipoamide dehydrogenase precursor—Bruguiera gymnorhizaBAB441566.71/53.971.36±0.11(+)1.28±0.10(+)
251pyruvate dehydrogenase, putative—R. communisXP_0025126335.95/39.451.06±0.08(+)1.08±0.10(+)
255**ADPglucose pyrophosphorylase—O. sativaAAA338915.65/53.513.58±0.18(+)2.46±0.12(+)
256ATP synthase subunit beta, mitochondrial; Flags: PrecursorP176145.95/59.861.08±0.09(-)1.10±0.10(-)
257phosphoglycerate kinase, putative—R. communisXP_0025133525.65/42.391.12±0.10(-)1.16±0.14(-)
260**dihydrolipoyllysine-residue succinyltransferase component of 2-oxoglutarate dehydrogenase complex—Z. maysACG358488.22/48.682.42±0.20(+)1.66±0.18(+)
262**sinapyl alcohol dehydrogenase—P. tremuloidesAAK586936.23/38.992.86±0.21(-)4.12±0.22(-)
270UDP-glucosyltransferase, putative—R. communisXP_0025183535.35/39.751.32±0.12(-)1.06±0.10(-)
275sinapyl alcohol dehydrogenase—P. tremuloidesAAK586936.23/38.991.07±0.09(-)1.09±0.10(-)
276fructose-bisphosphate aldolase, putative—R. communisXP_0025263088.64/42.791.12±0.10(-)1.05±0.08(-)
279**Protein yrdA, putative—R. communisXP_0025104125.78/29.501.57±0.13(+)1.63±0.18(+)
287putative inorganic pyrophosphatase—Oryza sativa Japonica GroupBAD169345.80/31.781.02±0.07(+)1.30±0.11(+)
304putative triosephosphate isomerase—A. thalianaAAD297997.67/33.351.25±0.14(+)1.16±0.12(+)
314triosephosphate isomerase—Glycine maxAAT469985.87/27.231.18±0.09(-)1.02±0.08(-)
321pheophorbide A oxygenase, putative—R. communisXP_0025237356.58/60.281.10±0.08(+)1.05±0.06(+)
330ATP synthase D chain, mitochondrial, putative—R. communisXP_0025297025.33/19.741.16±0.11(-)1.08±0.10(-)
344phosphoenolpyruvate mutase- Selenomonas sp. oral taxon 149 str. 67H29BPZP_073977715.29/48.011.36±0.12(-)1.18±0.10(-)
Chaperones (20)
3heat shock protein 82 (HSP82)—O. sativaCAA779784.99/80.191.06±0.09(-)1.18±0.13(+)
5heat shock protein 70—Cucumis sativusCAA521495.15/75.411.24±0.12(+)1.13±0.10(+)
7hsp70 (AA 6–651)—Petunia× hybridaCAA316635.06/70.781.07±0.09(+)1.21±0.14(+)
188molecular chaperone Hsp90-1—N. benthamianaAAR121934.93/80.101.12±0.10(+)1.45±0.14(+)
190Heat Shock 70kD protein—G. maxCAA446205.36/70.881.10±0.09(-)1.08±0.06(-)
192heat shock protein—Z. maysAFW683745.62/72.691.12±0.07(+)1.24±0.12(+)
193heat shock protein, putative—R. communisXP_0025183246.10/71.121.06±0.10(-)1.07±0.08(+)
202heat shock protein 70 (HSP70)-interacting protein, putative—R. communisXP_0025095805.60/65.141.06±0.09(+)1.02±0.05(+)
210**chaperonin 60 beta—wheat (fragment)JT09025.10/16.533.12±0.16(+)2.64±0.18(+)
214chaperonin-60kD, ch60, putative- R. communisXP_0025181715.84/61.341.05±0.10(-)1.38±0.12(-)
281annexin, putative- R. communisXP_0025139106.81/36.201.13±0.11(-)1.32±0.13(-)
313groes chaperonin, putative—R. communisXP_0025162328.89/26.601.24±0.10(+)1.06±0.08(-)
317*Prefoldin subunit, putative—R. communisXP_0025229385.32/14.951.36±0.12(-)1.68±0.15(-)
322**heat shock protein, putative—R. communisXP_0025320548.59/26.105.26±0.23(+)4.98±0.24(+)
323**Small heat shock protein isoform 2—T. cacaoXP_0070391866.85/25.246.12±0.33(+)5.96±0.28(+)
325**Small heat shock protein isoform 2—T. cacaoXP_0070391866.85/25.244.32±0.21(-)4.30±0.22(-)
336annexin, putative—R. communisXP_0025139106.81/36.201.13±0.11(+)1.04±0.08(+)
343**HSP19 class II—Citrus × paradisiAAP330125.27/15.822.08±0.20(+)3.79±0.24(+)
350heat-shock protein, putative- R. communisXP_0025303966.34/18.421.15±0.10(+)1.26±0.14(+)
356**18.1 kDa class I heat shock proteinP278795.20/16.471.89±0.21(+)1.93±0.21(+)
Detoxifying and antioxidant (9)
201**malic enzyme, putative—R. communisXP_0025142305.98/65.193.20±0.23(-)1.50±0.14(-)
232Monodehydroascorbate reductase family protein—P. trichocarpaXP_0063813006.51/47.051.12±0.09(+)1.02±0.08(+)
282*aldo/keto reductase AKR—M. esculentaAAX846726.38/37.712.14±0.15(+)1.04±0.10(+)
284dehydrin—Populus albaABS123455.14/25.921.13±0.11(-)1.06±0.08(-)
295**ascorbate peroxidase APX2—M. esculentaAAX846795.31/27.679.86±0.56(-)9.72±0.60(-)
299**ascorbate peroxidase—C. maximaACM174635.47/27.511.62±0.10(-)2.05±0.11(-)
303L-ascorbate peroxidase—P. sativumCAA439925.52/27.191.09±0.08(+)1.18±0.11(+)
319**Superoxide dismutase [Mn], mitochondrialP350177.10/25.842.26±0.23(+)1.55±0.14(+)
364**Thioredoxin h—H. brasiliensisAAD335964.82/13.852.46±0.33(-)1.62±0.15(-)
Structure(11)
211Actin-1P233435.64/41.991.28±0.12(-)1.33±0.11(-)
220Tubulin beta-1 chainP124114.68/50.221.30±0.13(-)1.06±0.10(+)
223beta-tubulin—C. maximaACM780334.82/49.881.07±0.09(+)1.10±0.10(+)
225alpha-tubulin—Picea abiesCAA410454.58/12.571.40±0.20(-)1.33±0.14(-)
252actin family protein—P. trichocarpaXP_0022987105.31/41.701.28±0.12(-)1.19±0.11(-)
253Actin-1P233435.64/41.991.02±0.10(+)1.06±0.09(+)
265annexin, putative—R. communisEEF484936.81/36.201.15±0.09(+)1.08±0.10(+)
292**DREPP plasma membrane polypeptide family protein—P. trichocarpaXP_0063858594.93/22.102.05±0.16(-)2.58±0.20(-)
305*Stem-specific protein TSJT1, putative- R. communisXP_0025171795.54/25.341.35±0.11(+)2.08±0.15(-)
362*Major latex protein, putative—R. communisXP_0025342675.43/16.831.56±0.16(-)1.33±0.14(+)
363Remorin, putative—R. communisXP_0025097708.60/14.021.28±0.11(-)1.21±0.10(+)
Amino acid metabolism (2)
247**sensory transduction histidine kinase, putative—R. communisXP_0025211526.52/16.742.58±0.19(-)2.67±0.18(-)
288**Aspartic proteinase precursor, putative- R. communisXP_0025299265.19/55.831.64±0.10(-)2.10±0.11(-)
Protein biosynthesis (8)
186elongation factor, partial -Triticum aestivumAAP806505.82/18.481.18±0.10(+)1.02±0.06(+)
240mitochondrial processing peptidase beta subunit—Cucumis meloAAK078276.56/58.881.19±0.11(+)1.04±0.07(+)
254elongation factor Tu, chloroplastic-like—Vitis viniferaXP_0022773016.24/52.691.23±0.12(+)1.03±0.10(+)
289**proteasome subunit alpha type-1-A-like—C. sativusXP_0041526894.98/30.882.47±0.19(-)2.40±0.20(-)
30220S proteasome subunit PAE1—A. thalianaAAC320604.70/25.951.08±0.09(+)1.10±0.10(+)
306proteasome subunit beta type-5—V. viniferaXP_0022648286.12/29.271.33±0.11(-)1.26±0.07(-)
342*initiation factor eIF5-A—M. esculentaAAF794015.35/21.061.16±0.12(+)2.35±0.15(+)
345initiation factor eIF5-A—M. esculentaAAF794015.35/21.061.14±0.11(+)1.20±0.12(+)
Photosynthesis related proteins (2)
242**Ribulose bisphosphate carboxylase large chainP284276.60/51.816.13±0.32(+)5.67±0.25(+)
291**Phosphoenolpyruvate carboxylase family protein isoform 5, partial—T. cacaoXP_0070340228.85/49.202.14±0.17(-)2.10±0.12(-)
DNA and RNA metabolism associated proteins (5)
237maturase K- Armeria gaditanaAAF764109.77/44.461.45±0.16(+)1.39±0.11(+)
335putative non-LTR retroelement reverse transcriptase—A. thalianaAAD223689.12/36.191.02±0.11(+)1.04±0.09(+)
353**glycine-rich RNA-binding protein—Citrus unshiuBAA921567.85/16.852.76±0.16(+)1.62±0.10(+)
361Nucleoside diphosphate kinase BP479206.42/16.201.06±0.07(+)1.01±0.10(+)
366Nucleoside diphosphate kinase BP479206.42/16.201.10±0.09(+)1.05±0.18(+)
HCN metabolism (2)
191linamarase—M. esculentaAAB221625.52/61.371.22±0.11(+)1.36±0.14(+)
209*linamarase—M. esculentaAAB221625.52/61.371.10±0.09(-)1.85±0.18(-)
Transport (2)
207Cytochrome P450 71D10, putative—T. cacaoXP_0070205549.21/61.731.30±0.11(-)1.35±0.14(-)
297cytochrome P450, putative—R. communisXP_0025263829.23/57.641.12±0.09(-)1.30±0.13(-)
Defense (3)
290**lactoylglutathione lyase, putative—R. communisXP_0025184707.63/31.552.30±0.14(-)1.96±0.14(-)
300**senescence-associated family protein—P. trichocarpaXP_0023022799.06/16.702.08±0.10(-)2.12±0.13(-)
337putative disease resistance RPP13-like protein 1-like—Setaria italicaXP_0049807536.41/47.351.27±0.10(-)1.35±0.13(-)
Signal transduction mechanisms (4)
28614-3-3 protein—M. esculentaAAY677984.75/29.831.42±0.13(-)1.26±0.10(-)
30114-3-3 protein, putative—R. communisXP_0025140164.71/28.551.10±0.09(-)1.02±0.06(-)
332**SAUR family protein—T. cacaoXP_0070115269.36/18.412.55±0.13(-)1.96±0.11(-)
340**Auxin-induced protein X10A, putative- R. communisXP_00251167510.61/19.401.56±0.11(-)1.60±0.10(-)
Function unknown proteins (17)
204*hypothetical protein POPTR_0005s07010g—P. trichocarpaXP_0063828849.27/14.571.02±0.10(-)2.23±0.14(-)
219*conserved hypothetical protein—R. communisXP_0025179959.18/9.731.88±0.11(-)1.22±0.06(+)
230unknown—P. trichocarpaABK931988.36/41.051.26±0.13(-)1.30±0.11(-)
246hypothetical protein—V. viniferaXP_00227497510.42/44.771.34±0.11(+)1.27±0.10(+)
250unnamed protein product- V. viniferaCBI300846.98/54.351.12±0.10(+)1.18±0.14(+)
267Hypothetical protein SORBIDRAFT_08g018560-Sorghum bicolorXP_0024423419.47/45.531.14±0.11(+)1.22±0.10(+)
285GF14omega isoform—A. thalianaAAA962534.71/29.131.21±0.13(+)1.30±0.11(+)
309predicted protein—P. trichocarpaXP_0023211355.24/26.211.04±0.11(+)1.10±0.12(+)
315**predicted protein—P. trichocarpaXP_0023141795.35/28.421.74±0.12(+)1.88±0.16(+)
324**hypothetical protein -V. viniferaCAN837729.51/25.253.11±0.21(+)3.05±0.24(+)
331**unnamed protein product -V. viniferaCBI263207.89/58.952.54±0.16(-)1.85±0.16(-)
338unnamed protein product, partial -V. viniferaCBI320059.20/21.711.01±0.07(+)1.14±0.11(+)
339Os01g0722800—O. sativa Japonica GroupNP_0010441035.35/18.061.20±0.15(+)1.23±0.16(+)
341Os01g0722800—O. sativa Japonica GroupNP_0010441035.35/18.061.34±0.17(+)1.29±0.14(+)
348hypothetical protein ZEAMMB73_092050—Z. maysDAA402035.16/13.031.19±0.12(+)1.23±0.16(+)
354**hypothetical protein AMTR_s00096p00110370—Amborella trichopodaXP_0068407259.13/21.402.60±0.20(-)1.87±0.16(-)
357conserved hypothetical protein—R. communisXP_0025340825.60/18.281.10±0.09(+)1.09±0.10(+)
The total protein number127

a. The numbers corresponded to the 2-DE gel in Fig 6;

b, NCBI accession number;

c, Fold changes of protein spots between SC205 and W14 (Values were means ± SE);

d, Fold changes of protein spots between SC8 and W14 (Values were means ± SE);

(+) means up-regulated compare with W14, while (-) means down-regulated compare with W14;

* indicates differential protein spots in pairwise comparison of SC205/W14 or SC8/W14;

** indicates differential protein spots in pairwise comparison of SC205/W14 and SC8/W14.

Table 6

Identification of the unique proteins in storage roots detected by pairwise comparison of W14/SC205, W14/SC8 and SC205/SC8.

Spot NumberaIdentificationAccession nobTheoretical pI/Mw(kDa)Scorec/ No. of Unique peptides matchedd
W14 (58)
Carbohydrate and energy metabolism associated proteins (13)
197NADH-ubiquinone oxidoreductase, putative—R. communisXP_0025319316.56/80.7730/1
206Esterase precursor, putative- R. communisXP_0025177734.96/41.0250/1
226mitochondrial F1 ATP synthase beta subunit—A. thalianaCAC810586.53/63.37463/2
233ATP synthase subunit beta, mitochondrialP176145.95/59.86342/2
239enolase—Solanum lycopersicumCAA411155.68/47.8077/1
258phosphoglycerate kinase, putative—R. communisXP_0025133525.65/42.3990/1
273alcohol dehydrogenase, putative—R. communisXP_0025298136.61/40.9663/1
274Isoflavone reductase, putative—R. communisXP_0025104085.25/33.3067/1
277Zinc-binding dehydrogenase family protein isoform 1—T. cacaoXP_0070336216.02/38.6155/1
327pyruvate kinase, putative—R. communisXP_0025198486.26/57.7962/1
329Fasciclin-like arabinogalactan protein 8—A. thalianaNP_5660435.43/43.0746/1
330ATP synthase D chain, mitochondrial, putative—R. communisXP_0025297025.33/19.7490/1
347UDP-glucose 4-epimerase, putative—R. communisXP_0025299018.39/45.8362/1
Chaperones (4)
196HSP68AAB265515.20/62.38142/2
248AP-4 complex subunit sigma-1, putative- R. communisXP_0025141885.53/16.8960/1
280annexin, putative- R. communisXP_0025139106.81/36.2088/1
283protein binding protein, putative—R. communisXP_0025119178.59/57.9566/1
Detoxifying and antioxidant (4)
272isoflavone reductase homolog Bet v 6.0101 -Betula pendulaAAC051167.82/33.1553/1
311dehydroascorbate reductase, putative—R. communisXP_0025230305.78/23.5666/1
312dehydroascorbate reductase, putative—R. communisXP_0025230305.78/23.5672/1
359glutaredoxin, grx, putative—R. communisXP_0025094194.89/15.7780/1
Protein biosynthesis (6)
189acyl-peptide hydrolase-like—A. thalianaBAB093605.08/75.4270/1
208Ribosomal protein L30 family protein isoform 1—T. cacaoXP_00702072211.67/12.4260/1
22126S proteasome AAA-ATPase subunit RPT5aQ9SEI24.91/47.4874/6
266Late embryogenesis abundant protein, group 2 isoform 1—T. cacaoXP_0070264664.69/34.5380/1
316Proteasome subunit alpha type-6O485515.83/27.39281/1
34660S ribosomal protein L23, putative, expressed—Oryza sativa Japonica GroupABF9388511.08/11.4965/1
Structure (1)
308Stem-specific protein TSJT1, putative—R. communisXP_0025171795.54/25.3475/1
Amino acid metabolism (4)
229serine-threonine protein kinase, plant-type, putative—R. communisXP_0025191528.83/39.6988/1
235leucine aminopeptidase, putative- R. communisXP_0025293808.09/61.2166/1
249Transaldolase, putative- R. communisXP_0025126785.50/47.8165/1
271proline iminopeptidase, putative- R. communisXP_0025220396.02/44.5683/1
Transport (2)
177heavy metal transporting ATPase—Chlamydomonas reinhardtiiXP_0016992676.80/112.9949/1
178transitional endoplasmic reticulum ATPase—A. thalianaT483555.37/93.62532/5
DNA and RNA metabolism associated proteins (2)
259putative non-LTR retroelement reverse transcriptas—A. thalianaAAD223689.12/36.1950/1
352MADS-box transcription factor—L. erinusBAI597099.40/27.5058/1
Signal transduction mechanisms (3)
269Calcium-activated outward-rectifying potassium channel, putative- R. communisXP_0025227605.24/38.8765/1
293BRASSINOSTEROID INSENSITIVE 1-associated receptor kinase 1 precursor, putative- R. communisXP_0025103168.48/80.5650/1
365auxin-induced protein 15A-like—V. viniferaXP_0022763477.76/10.6354/1
DNA binding protein (1)
176DNA binding protein, putative—R. communisXP_0025329498.48/54.9035/1
Function unknown proteins (18)
205hypothetical protein RCOM_0819620—R. communisXP_0025251829.50/84.6648/1
227conserved hypothetical protein—R. communisXP_0025304679.22/22.3975/1
228conserved hypothetical protein- R. communisXP_0025240939.52/52.5955/1
261hypothetical protein—V. viniferaXP_0022786366.18/35.5295/1
263Uncharacterized protein TCM_019766 -T. cacaoXP_0070335988.77/9.8772/1
264predicted protein- P. trichocarpaXP_0023125836.11/35.72324/2
278predicted protein—P. trichocarpaXP_0023125836.11/35.72342/2
294conserved hypothetical protein—R. communisXP_0025268829.24/9.4848/1
296conserved hypothetical protein- R. communisXP_0025221709.01/49.0756/1
298conserved hypothetical protein—R. communisXP_0025289369.47/25.9670/1
307hypothetical protein RCOM_1516730—R. communisXP_0025240055.59/57.5666/1
318hypothetical protein RCOM_1516730—R. communisXP_0025240055.59/57.5666/1
320hypothetical protein RCOM_0908960—R. communisXP_0025170125.76/116.9755/1
326conserved hypothetical protein—R. communisXP_0025209538.52/22.9155/1
328conserved hypothetical protein—R. communisXP_0025214725.62/39.2068/1
349unknown—Astragalus membranaceusAAW809315.77/19.6951/1
367hypothetical protein CICLE_v10008279mg—Citrus clementinaXP_0064535347.93/43.5652/1
368conserved hypothetical protein—R. communisXP_0025206706.83/9.4465/1
SC205 (9)
Carbohydrate and energy metabolism associated proteins (2)
408NAD-malate dehydrogenase—Nicotiana tabacumCAB453878.03/43.3151/1
420electron transfer flavoprotein-ubiquinone oxidoreductase, putative—R. communisXP_0025228585.44/37.8968/1
Detoxifying and antioxidant (2)
413glutathione-s-transferase theta, gst, putative—R. communisXP_0025302056.24/24.8788/1
430ferritin, plant, putative—R. communisXP_0025266685.25/28.4290/1
Chaperones (1)
445heat-shock protein, putative—R. communisXP_0025199296.21/22.1990/1
Amino acid metabolism (1)
418phosphatidylserine decarboxylase, putative—R. communisXP_0025264455.96/71.0157/1
DNA and RNA metabolism associated proteins (1)
424mta/sah nucleosidase, putative—R. communisXP_0025200365.06/29.3163/1
Function unknown proteins (2)
383hypothetical protein POPTR_0002s26090g—P. trichocarpaXP_0063869184.93/26.0465/1
398hypothetical protein RCOM_1272620—R. communisXP_0025236858.73/38.1555/1
SC8 (12)
Carbohydrate and energy metabolism associated proteins (5)
465Transaldolase, putative—R. communisXP_0025126785.50/47.8175/1
466methionine sulfoxide reductase family protein—P. trichocarpaXP_0023186926.59/21.3880/1
467abhydrolase domain containing, putative—R. communisXP_0025215759.30/35.3064/1
469Glycogen synthase kinase-3 beta, putative—R. communisXP_0025152188.59/46.2277/1
471electron transfer flavoprotein-ubiquinone oxidoreductase, putative—R. communisXP_0025228585.44/37.89105/1
Detoxifying and antioxidant (3)
472ascorbate peroxidase APX2—M. esculentaAAX846795.31/27.67410/3
474glutathione s-transferase, putative—R. communisXP_0025328235.40/25.4289/1
475dehydroascorbate reductase, putative—R. communisXP_0025230305.78/23.5695/1
Protein biosynthesis (1)
468ccaat-binding transcription factor subunit A, putative—R. communisXP_0025169016.63/18.0088/1
Function unknown proteins (3)
470hypothetical protein POPTR_0011s11090g—P. trichocarpaXP_0023174575.46/72.3954/1
473hypothetical protein POPTR_0017s02700g—P. trichocarpaXP_0063725497.02/15.3874/1
476conserved hypothetical protein—R. communisXP_0025315028.46/6.2460/1
SC205 and SC8 (87)
Carbohydrate and energy metabolism associated proteins (21)
369aconitase—Noteroclada confluensBAA061085.74/98.0055/1
370NADH-ubiquinone oxidoreductase, putative- R. communisXP_0025319316.56/80.77322/3
375Xyloglucan endotransglucosylase/hydrolase protein 22 precursor, putative- R. communisXP_0025262284.89/31.8766/1
376d-3-phosphoglycerate dehydrogenase, putative—R. communisXP_0025186877.65/63.10421/4
385ATP synthase subunit beta, mitochondrialP176145.95/59.86342/2
386Enolase 2Q9LEI95.92/47.9175/1
389sinapyl alcohol dehydrogenase—Populus tremuloidesAAK586936.23/38.9967/1
394ADPglucose pyrophosphorylase—Oryza sativaAAA338915.65/53.51117/2
395ATP synthase subunit beta, mitochondrial; Flags: PrecursorP176145.95/59.86643/4
4002,3-bisphosphoglycerate-independent phosphoglycerate mutaseP354945.98/61.0777/1
401pyruvate dehydrogenase E1 beta subunit isoform 1- Zea maysAAC721925.54/39.8151/1
403uroporphyrinogen decarboxylase, putative—R. communisXP_0025208426.68/42.8460/1
406sinapyl alcohol dehydrogenase—P. tremuloidesAAK586936.23/38.9952/1
407sinapyl alcohol dehydrogenase—P. tremuloidesAAK586936.23/38.9953/1
414NADP-dependent malic enzyme—Camellia sinensisACJ382307.92/26.7144/1
425Pectinesterase inhibitor, putative—R. communisXP_0025192588.69/19.2862/1
433triosephosphate isomerase—Glycine maxAAT469985.87/27.2388/1
434triosephosphate isomerase—G. maxAAT469985.87/27.2395/1
435dolichyl-phosphate mannose synthase- Rothia dentocariosa ATCC 17931ZP_069055609.02/27.8445/1
441ATP binding protein, putative—R. communisXP_0025128497.53/35.2088/1
460N-acetyltransferase, putative—R. communisXP_0025171136.74/20.9466/1
Detoxifying and antioxidant (11)
377NADP-dependent malic enzyme—C. sinensisACJ382307.92/26.7184/1
397aldo/keto reductase AKR- Manihot esculentaAAX846726.38/37.71386/4
402isoflavone reductase homolog Bet v 6.0101—B. pendulaAAC051163.12/33.7544/1
412aldo/keto reductase AKR—M. esculentaAAX846726.38/37.71243/2
415ascorbate peroxidase APX2—M. esculentaAAX846795.31/27.67571/5
416L-ascorbate peroxidase- P. sativumCAA439925.52/27.1971/1
417ascorbate peroxidase APX2- M. esculentaAAX846795.31/27.67423/3
419stromal ascorbate peroxidase- Spinacia oleraceaBAA120398.46/39.5257/1
428ferritin, plant, putative—R. communisXP_0025266685.25/28.4282/1
429ferritin 2 precursor family protein—P. trichocarpaXP_0023151396.21/22.1980/1
456copper/zinc superoxide dismutase—M. esculentaAAT779515.42/15.1190/1
Chaperones (10)
371HSP68AAB265515.20/62.38142/2
373chaperonin precursor—Pisum sativumAAA663655.85/62.98160/3
379rubisco subunit binding-protein alpha subunit, ruba, putative—R. communisEEF280345.25/53.20142/4
427ubiquitin-protein ligase, putative—R. communisXP_0025253407.44/21.8058/1
436small heat-shock protein, putative-R. communisXP_0025176287.79/26.74108/1
444Ran GTPase binding protein, putative—R. communisXP_0025198715.68/37.5592/1
446heat-shock protein, putative—R. communisXP_0025199296.21/22.1986/1
449heat-shock protein, putative—R. communisXP_0025303966.34/18.42123/1
451heat-shock protein, putative- R. communisXP_0025269505.81/15.36123/1
45917.5 kDa class I heat shock proteinP047935.33/17.5576/1
Structure (6)
392actin 1—Boehmeria niveaABG494575.31/41.67359/4
393actin family protein—P. trichocarpaXP_0022987105.31/41.7078/1
437annexin, putative—R. communisXP_0025130825.88/36.0280/1
442Centromeric protein E, putative—R. communisXP_0025099294.76/197.6057/1
455Charged multivesicular body protein 2a, putative—R. communisXP_0025213455.82/25.3688/1
458Major latex protein, putative—R. communisXP_0025342675.43/16.8367/1
Protein biosynthesis (5)
372acyl-peptide hydrolase-like—A. thalianaBAB093605.08/75.4270/1
380protein disulphide isomerase PDI—R. communisAAB056414.95/55.5640/1
384Protein disulfide-isomeraseQ431164.95/55.56193/2
426Proteasome subunit alpha type-6O485515.83/27.39281/1
431proteasome subunit beta type 6,9, putative—R. communisXP_0025279955.17/24.87219/3
Photosynthesis related proteins (2)
388Ribulose bisphosphate carboxylase large chainP284276.60/51.81436/3
464photosystem I subunit VII—M. esculentaYP_0017184876.68/9.0598/1
DNA and RNA metabolism associated proteins (2)
457Nucleoside diphosphate kinase BP479206.42/16.2063/1
461glycine-rich RNA-binding protein—Citrus unshiuBAA921567.85/16.85135/2
Amino acid metabolism (1)
405S-adenosylmethionine synthase 2P175625.67/43.2668/1
HCN metabolism (1)
374Linamarase—M. esculentaAAB221625.52/61.37104/1
Transport (1)
409Thiazole biosynthetic enzyme, chloroplasticQ387095.42/37.06109/1
Defense (1)
396putative NBS-LRR disease resistance protein—Malus floribundaABG240028.35/17.6370/2
Inorganic ion transport and metabolism (2)
439Calmodulin, putative- R. communisXP_0025145204.16/17.49
452Calmodulin—A. thalianaCAA780584.20/15.6095/2
DNA binding protein (2)
391Nucleotide binding, putative—T. cacaoXP_0070401809.20/9.7862/1
447DNA binding protein, putative—R. communisXP_0025161115.10/28.5270/1
Function unknown proteins (22)
378hypothetical protein RCOM_0537780—R. communisXP_0025300064.64/41.36106/1
381hypothetical protein ARALYDRAFT_492381—Arabidopsis lyrata subsp. lyrataEFH439145.42/67.1335/1
382conserved hypothetical protein—R. communisXP_0025190786.71/27.5274/1
387hypothetical protein—V. viniferaXP_0022830226.38/63.80239/2
390hypothetical protein—V. viniferaXP_00227497510.42/44.77313/3
399conserved hypothetical protein—R. communisXP_0025250288.45/7.9160/1
404protein with unknown function—R. communisXP_0025194526.00/23.6875/1
410predicted protein—P. trichocarpaXP_0023125836.11/35.72347/2
411unnamed protein product—A. thalianaBAB098707.69/91.2548/1
421hypothetical protein RCOM_0722880—R. communisXP_0025248506.29/45.5070/1
422conserved hypothetical protein—R. communisXP_00251988810.02/7.6357/1
423conserved hypothetical protein—R. communisXP_0025236318.14/31.9665/1
432unnamed protein product—G. maxCAN088255.16/25.1350/1
438Major allergen Pru ar, putative- R. communisXP_0025169874.68/17.6566/1
440hypothetical protein PRUPE_ppa023969mg, partial—Prunus persicaXP_0071993377.85/17.2572/1
443conserved hypothetical protein—R. communisXP_00251588710.33/10.8354/1
448predicted protein—P. trichocarpaXP_0023297306.74/17.45135/1
450conserved hypothetical protein—R. communisXP_0025230344.80/11.5571/1
453hypothetical protein CICLE_v10023197mg—Citrus clementinaXP_0064395599.42/7.8756/1
454conserved hypothetical protein—R. communisXP_0025378128.10/7.8960/1
462conserved hypothetical protein—R. communisXP_0025340825.60/18.2898/1
463predicted protein—P. trichocarpaXP_0023249235.74/10.93129/1
SC205 and W14 (5)
Carbohydrate and energy metabolism associated proteins (2)
234Enolase 2Q9LEI95.92/47.91151/1
244sinapyl alcohol dehydrogenase—P. tremuloidesAAK586936.23/38.9953/1
Structure (1)
358Major latex protein, putative—R. communisXP_0025342675.43/16.8366/1
Protein biosynthesis (1)
20326S proteasome non-atpase regulatory subunit, putative- R. communisXP_0025293794.71/27.9970/1
Function unknown proteins (1)
351hypothetical protein RCOM_0494170—R. communisXP_0025312495.99/36.2561/1
SC8 and W14 (6)
Carbohydrate and energy metabolism associated proteins (1)
222ATP synthase subunit beta vacuolar, putative—R. communisXP_0025105964.99/54.3590/1
Amino acid metabolism (2)
310remorin—M. indicaAGB074455.69/22.0280/1
360Major latex protein, putative—R. communisXP_0025342675.43/16.8375/1
Function unknown proteins (3)
268hypothetical protein 30—H. brasiliensisADR713085.59/11.9355/1
334conserved hypothetical protein—R. communisXP_0025340049.72/18.1670/1
355predicted protein—P. trichocarpaXP_0023297306.74/17.45135/1
The total protein number177

a, The numbers corresponded to the 2-DE gels in Fig 6 and S5 Fig;

b, NCBI accession number;

c, Probability-based MOWSE (molecular weight search) scores;

d, The number of unique peptides identified by MS/MS, and individual ions scores are all identity or extensive homology (p<0.05).

196, 228 and 232 proteins identified by MALDI-TOF-TOF-MS/MS in 2-D gel protein profiles of W14(a), SC205(b) and SC8(c) storage roots, respectively.

The pink numbers are common proteins to W14 and SC205, the yellow numbers are common proteins to W14 and SC8, and the orange numbers are common proteins to SC205 and SC8.

Venn diagrams of 308 proteins identified (a) and their functional classification (b) in storage roots of SC205, SC8 and W14.

Functional categorization was performed according to the MIPS database (http://mips.gsf.de).

Identification of 127 common proteins from storage roots of SC205, SC8 and W14.

The spots showing the same proteins in storage roots of W14, SC205 and SC8, and the number were counted after gel analysis and manual editing with Delta 2D software. a. The numbers corresponded to the 2-DE gel in Fig 6; b, NCBI accession number; c, Fold changes of protein spots between SC205 and W14 (Values were means ± SE); d, Fold changes of protein spots between SC8 and W14 (Values were means ± SE); (+) means up-regulated compare with W14, while (-) means down-regulated compare with W14; * indicates differential protein spots in pairwise comparison of SC205/W14 or SC8/W14; ** indicates differential protein spots in pairwise comparison of SC205/W14 and SC8/W14. a, The numbers corresponded to the 2-DE gels in Fig 6 and S5 Fig; b, NCBI accession number; c, Probability-based MOWSE (molecular weight search) scores; d, The number of unique peptides identified by MS/MS, and individual ions scores are all identity or extensive homology (p<0.05).

Functional classification of identified proteins

Of the identified proteins, 175 proteins in leaves were annotated via the survey of gene banks (Fig 5a and 5b, Tables 3 and 4). These proteins were associated with photosynthesis (22.3%), carbohydrate and energy metabolism (24.0%), detoxifying and antioxidants (7.4%), defense (4.6%), protein biosynthesis (8.0%), chaperones (6.3%), HCN metabolism (3.4%), structure (4.0%), amino acid metabolism (3.4%), signal transduction mechanisms (1.7%), inorganic ion transport and metabolism (0.6%), DNA binding proteins (0.6%) and proteins of unknown function (13.7%). Twenty differential proteins including common proteins of W14, SC205 and SC8 (spots, 18, 32, 36, 37, 38, 40, 60, 62, 105, 113), W14 unique proteins (spot 46), SC8 unique proteins (spots, 174, 175), SC205 and SC8 common proteins (spots, 152, 166, 168, 169, 171, 172) and SC205 and W14 common proteins (spot 63) were associated with Rubisco proteins (Tables 3 and 4). Of these, 8 up-regulated proteins (spots, 18, 32, 36, 37, 38, 40, 62, 105) in the pairwise comparison of SC205/W14 and SC8/W14 were detected. Immunoblotting results showed that Rubisco expression in SC205 and SC8 was higher than that in W14 (Fig 8a), which was similar with the 2-DE result. The expressed levels of proteins OEC and D1 related with photosynthesis in SC205 and SC8 were higher than that in W14 (Fig 8b and 8c).
Fig 8

Western blotting of Rubisco (a), OEC (b) and D1 (c).

The expression of Rubisco, OEC and D1 in leaves of cassava W14, SC205 and SC8 were detected by western blotting using anti-Rubisco-polyclonal antibody (AS07218), anti-OEC antibody (AS 05092) and anti-D1 antibody (AS05084) from Agrisera, respectively.

Western blotting of Rubisco (a), OEC (b) and D1 (c).

The expression of Rubisco, OEC and D1 in leaves of cassava W14, SC205 and SC8 were detected by western blotting using anti-Rubisco-polyclonal antibody (AS07218), anti-OEC antibody (AS 05092) and anti-D1 antibody (AS05084) from Agrisera, respectively. A total of 304 identified proteins in storage roots were annotated according to gene ontology (Fig 7a and 7b, Tables 5 and 6). These proteins were related with carbohydrate and energy metabolism (28.3%), chaperones (11.5%), detoxifying and antioxidant (9.5%), structure (6.3%), amino acid metabolism (3.3%), protein biosynthesis (6.9%), photosynthesis (1.3%), DNA and RNA metabolism (3.3%), defense (1.3%), HCN metabolism (1.0%), signal transduction (2.3%), transport (1.6%) and proteins of unknown function (21.7%). Of those, three protein spots (spots 191, 209, 374) were detected to be linamarase proteins, associated with HCN mechanism (Tables 5 and 6). Expression of linamarase in storage roots of W14, SC205 and SC8 were confirmed with immunoblotting (Fig 9a). The linamarase expression in SC205 and SC8 was less than that in W14. The western blot results also showed that the expression of GBSS1 in W14, regulated the amylose synthesis, was less than that in SC205 and SC8 (Fig 9b). However, the beta-amylase expression in SC8 was slightly higher than that in SC205 and W14 (Fig 9c).
Fig 9

Western blotting of linamarase (a), GBSS1 (b) and beta-amylase (c).

The expression of linamarase, GBSS1and beta-amylase in storage root of cassava W14, SC205 and SC8 genotypes were detected by western blotting using anti- linamarase antibody anti- GBSS1 antibody, produced by GenScript, and anti-beta-amylase antibody (AS09379) from Agrisera.

Western blotting of linamarase (a), GBSS1 (b) and beta-amylase (c).

The expression of linamarase, GBSS1and beta-amylase in storage root of cassava W14, SC205 and SC8 genotypes were detected by western blotting using anti- linamarase antibody anti- GBSS1 antibody, produced by GenScript, and anti-beta-amylase antibody (AS09379) from Agrisera.

Protein interaction networks

A protein interaction map was generated with 19 differential proteins involved with photosynthesis (Fig 10a) and 11 differential proteins related with starch accumulation (Fig 10b). The interactional relationships between the 30 differential proteins included regulation, chemical reaction, molecular transport, expression and binding, responding to photosynthesis, sugar metabolism, and starch metabolism (S1 and S2 Tables). There were direct interactions between 17 up- and 4 down-regulated proteins, associated with photosynthesis and sugar metabolism, in SC205 and SC8 compared with W14 (Fig 10a). Of these, ribulose-bisphosphate carboxylase, phosphoribulokinase, ribulose-phosphate-3-epimerase, ribose-5-phosphate isomerase, RCA, transketolase, ATP synthase subunit beta, phosphoglycerate kinase, malate dehydrogenase, alcohol dehydrogenase and enoyl-ACP reductase would be directly involved with photosynthesis and carbohydrate and energy metabolism (Tables 3 and 4). The analysis of differential proteins in storage roots showed that there were direct interactions between 10 up- and 3 down-regulated proteins involved in starch accumulation in SC205 and SC8 compared with W14 (Fig 10b), in which succinate dehydrogenase, dihydrolipoyllysine-residue succinyltransferase, UDP-glucosyltrans-ferase, transaldolase, uroporphyrinogen decarboxylase, pectinesterase, triosephosphate isomerase, N-acetyltransferase were related with carbohydrate and energy metabolism (S1 and S2 Tables).
Fig 10

Biological networks generated from a combination of 19 differential proteins involved with photosynthesis (a) in cassava leaves and 11 differential proteins related with starch accumulation (b) in storage roots.

Nineteen differentially up-(a red and upward arrow) and down-(a blue and downward arrow) regulated proteins including ribulose-bisphosphate carboxylase, phosphoribulokinase, ribulose- phosphate-3-epimerase, ribose-5-phosphate isomerase, RCA, transketolase, ATP synthase subunit beta, phosphoglycerate kinase, malate dehydrogenase, alcohol dehydrogenase and enoyl-ACP reductase, ethylene receptor, peroxiredoxin, heat shock protein, glucokinase, glutaredoxin, superoxide dismutase, beta-glucosidase and APX2 in cassava cultivars were used to generate a protein-protein interaction network about photosynthesis through Pathway Studio analysis. Eleven differentially up-(a red and upward arrow) and down-(a blue and downward arrow) regulated proteins including succinate dehydrogenase, dihydrolipoyllysine-residue succinyltransferase, UDP- glucosyltrans-ferase, transaldolase, uroporphyrinogen decarboxylase, pectinesterase, triosephosphate isomerase, N-acetyltransferase, aldo-keto reductase, annexin and pyruvate dehydrogenase in cassava cultivars were used to generate a protein-protein interaction network regarding starch accumulation through Pathway Studio analysis. Regulation is marked as an arrow with R, Chemical Reaction as an arrow with C, MolTransport as an arrow with M, Expression as an arrow with E and Binding as an arrow without any marks. The entity table and relation table were presented in S1 and S2 Tables.

Biological networks generated from a combination of 19 differential proteins involved with photosynthesis (a) in cassava leaves and 11 differential proteins related with starch accumulation (b) in storage roots.

Nineteen differentially up-(a red and upward arrow) and down-(a blue and downward arrow) regulated proteins including ribulose-bisphosphate carboxylase, phosphoribulokinase, ribulose- phosphate-3-epimerase, ribose-5-phosphate isomerase, RCA, transketolase, ATP synthase subunit beta, phosphoglycerate kinase, malate dehydrogenase, alcohol dehydrogenase and enoyl-ACP reductase, ethylene receptor, peroxiredoxin, heat shock protein, glucokinase, glutaredoxin, superoxide dismutase, beta-glucosidase and APX2 in cassava cultivars were used to generate a protein-protein interaction network about photosynthesis through Pathway Studio analysis. Eleven differentially up-(a red and upward arrow) and down-(a blue and downward arrow) regulated proteins including succinate dehydrogenase, dihydrolipoyllysine-residue succinyltransferase, UDP- glucosyltrans-ferase, transaldolase, uroporphyrinogen decarboxylase, pectinesterase, triosephosphate isomerase, N-acetyltransferase, aldo-keto reductase, annexin and pyruvate dehydrogenase in cassava cultivars were used to generate a protein-protein interaction network regarding starch accumulation through Pathway Studio analysis. Regulation is marked as an arrow with R, Chemical Reaction as an arrow with C, MolTransport as an arrow with M, Expression as an arrow with E and Binding as an arrow without any marks. The entity table and relation table were presented in S1 and S2 Tables.

Discussion

In the present study it is the first time to investigate the differences of anatomy and physiology associated with leaf photosynthesis and starch accumulation of storage roots in combination with proteomic technique between cassava cultivars and the wild relative. In this study, we also focused on understanding the relation between the pathways of photosynthesis and starch accumulation, and then indicated the regulated mechanism from photosynthesis to starch synthesis demonstrated by the phenotype of W14, which is a cassava wild species with low starch content.

Proteome changes in photosynthetic activity in leaves

M. esculenta ssp. Flabellifolia, the potential wild progenitor of M. esculenta, exhibits typical traits of C3 photosynthesis, indicating that cultivated cassava, despite its peculiar photosynthetic characteristics, is not derived from wild C4 species [22]. The mesophyll surrounds the bundle sheath cells, where CO2 is enriched around Rubisco and the reduction of carbon takes place. The chloroplasts of mesophyll and bundle sheath tissues are adapted to their respective roles [23]. Li et al. (2010) identified 110 proteins from plantlet leaves of cassava genotype SC8 using LC-ESI-MS/MS, of these, the proteins involved in photosynthesis were among the largest group (21.8%). Photosynthetic enzymes are abundantly expressed in green tissues, in which Rubisco represents about 50% of the total protein content in leaves, and may be among the controlled keys of the photosynthetic pathways. Oxygen-evolving enhancer protein 1 (OEE1), are involved in photosynthesis and may be synthesized in the shoots and then transported to the roots [8]. In the C3 pathway, CO2 is fixed by Rubisco and is incorporated into carbohydrate. This metabolic pathway operates only in the mesophyll cells. Leaves of C4 plants display Kranz anatomy, in which vascular bundles are surrounded by an outer layer of the mesophyll cells and an inner layer of bundle sheath cells [24, 25]. As showed in Fig 1, cassava leaves have distinct green bundle-sheath cells, with small, thin-walled cells, spatially separated below the palisade cells (different from Karanz-type leaf anatomy)[26], suggesting cassava is intermediate between C3 and C4 species [27]. In the present study, 13 (11 up-regulated and 2 down-regulated) and 11 (10 up-regulated and 1 down-regulated) differentially expressed proteins are directly involved with photosynthesis metabolism in leaves by pairwise comparison of SC205/W14 and SC8/W14, respectively (Table 3). Nice unique proteins related with photosynthesis were also detected in cultivars compared with W14 (Table 4). Therefore, the cultivars may have a higher photosynthetic rate than its wild relative W14. The proteome data imply that up-regulated protein patterns may be related with the increased photosynthetic activities. In two cultivars, the expressions of 9 differential proteins associated with photosynthesis in SC8 were higher than that in SC205, indicating SC8 has higher photosynthetic activity than SC205 (Table 3). These results were consistent with the data provided from measurement of photosynthetic activities using Imaging PAM (Fig 2 and Table 1) and the leaf anatomy (Fig 1). The photosynthesis performance, the expression of C3 photosynthetic enzymes Rubisco (Fig 8a) and higher resource use efficiency indicate that M. esculanta is likely to be a C3 and C4 species. Relative to its wild relative M. esculenta ssp. Flabellifolia, the higher carboxylation efficiency and greater resource use efficiency of M. esculenta are due to its markedly higher C3 photosynthetic enzyme activities. The high expression of OEC and D1 related with photosynthesis detected by Western blot also supported the result described above (Fig 8b and 8c).

Proteome changes in starch accumulation in storage roots

The cassava storage root, a vegetative structure, accumulates starch as a reserve compound [28] and has no reproductive properties such as for potato tubers. It develops from fibrous roots through massive cell division and differentiation of parenchyma cells of the secondary xylem [19]. However, not all fibrous roots are designated for storage root formation. Little is known about the mechanism involved in the transition from fibrous roots to storage roots. Li et al. (2010) identified 147 proteins present in cassava adventitious roots, and 155 proteins in storage roots of cassava genotype SC8. Of these, a total of 37 proteins were present in both adventitious and storage roots, 74 unique proteins to adventitious roots and 102 unique proteins to storage roots, indicating that the two types of roots have both overlapping and different metabolic activities [8]. Starch is the main form in which plants store carbon. In the present study, 10 (8 up-regulated and 2 down-regulated) and 9 (7 up-regulated and 2 down-regulated) differential expressed proteins were related with carbohydrate and energy metabolism in storage roots by pairwise comparison of SC205/W14 and SC8/W14, respectively (Table 5). Twenty one unique proteins associated with carbohydrate and energy metabolism were also found in cultivars compared with W14 (Table 6). These up-regulated proteins (AGPase, enolase, and aconitase) in cultivars are associated with starch synthesis, glycolysis and TCA cycle, implying cultivars have a higher starch accumulation than its wild relatives. Starch occurs as semi-crystalline granules composed of two polymers of glucose, called amylose and amylopectin. Starch granules are characterized by internal growth rings. There is enormous variation in granule size and shape between plant organs, and between species [19]. The western blot showed that GBSSI, a key enzyme of amylose synthesis, had higher expression in cultivars SC205 and SC8 more than that in the wild relative W14 (Fig 9b). These data were consistent with the measurement of starch and amylose content in the storage roots of SC205, SC8 and W14 (Table 2), indicating storage root enlargement will coincide with the strong regulation of proteins associated with starch biosynthesis. In addition, activation of ADP-glucose pyrophosphorylase (AGPase), a key enzyme in starch synthesis, resulted in a stimulation of starch synthesis and decreased levels of glycolytic intermediates [29]. In the present study we observed that the AGPase (spot 255) was 3.6 and 2.5-fold more highly expressed in storage roots by pairwise comparison of SC205/W14 and SC8/W14, respectively (Table 5). This result was supported by the starch content analysis and amount calculation of starch granules using light microscope between SC205, SC8 and W14 (Fig 3 and Table 2).

Linkages of photosynthesis and storage roots

The photosynthetic rate of cassava is very high and photosynthesis has a broad temperature optimum ranging from 20°C to 45°C [30]. It is cultivated worldwide for the high yield of its storage root containing high amount of starch. However, while our understanding of what is considered their primary function, i.e. starch accumulation and high photosynthetic rate, has increased dramatically in the recent years, relatively little is known about metabolic changes mediated by leaf-root interactions. To help fill in this gap, the anatomic and physiological analysis in combination with proteomics and bioinformatics between cultivated cassava and its wild relative with a low starch content has been employed to indicate the changes of enzyme activities and the expression levels of global proteins and their linkages between photosynthesis and starch accumulation in the present study. Tables 1and 2 revealed that low photosynthetic activity of W14 leaves resulted in the low dry matter and starch contents in the storage roots compared with cassava cultivars. As shown in Fig 10a, the processes of photosynthesis, starch and sugar metabolism (glycolysis, TCA cycle and pentose phosphate pathway) in cassava leaves produced many intermediate products for starch synthesis, i.e. ADP glucose, 1,4-alpha-D-glucan and Pi (Fig 10a). There are direct interactions between 17 up- and 4 down-regulated proteins, associated with photosynthesis and sugar metabolism, in SC205 and SC8 compared with W14, creating a strong source in cultivated cassava was more than that in its wild relatives (S1 and S2 Tables). A similar association between starch accumulation and the changes of global proteins was also evident in storage roots. Ten up- and 3 down-regulated proteins were detected to involve with starch and sucrose metabolism in cultivated cassava SC205 and SC8 compared with W14, suggesting a strong sink in cultivated cassava was more than that in its wild relatives (Fig 10b and S1 and S2 Tables). In the present study the biological network was established to explain the metabolic changes mediated by leaf-root interactions between cultivated cassava and its wild relatives in global-protein levels. It indicated that the positive crosstalk between the pathways of photosynthesis and starch accumulation in cultivated cassava resulted in the increase of starch content more than that in its wild relatives (Table 2).

Conclusions

Overall, this study has generated the first comprehensive cassava protein data to show the proteome differences in leave and storage roots between cultivated cassava and its wild relatives due to the genetic differentiation. We detected 148, 157 and 152 leaf-protein spots, as well as 196, 228 and 232 storage-root-protein spots from 2-DE gels of W14, SC205 and SC8, respectively. A total of 175 proteins in leaves and 304 proteins in storage roots were identified, and classified into 12 functional groups annotated via the survey of gene banks. We also developed a biological network to indicate that the positive crosstalk between photosynthesis and starch accumulation may result in the increase of starch content in the storage roots. This implied that both photosynthesis and starch accumulation are equally important for increasing yield of cassava storage roots. We suggested that the divergence in proteome between cultivated cassava and its wild relative was caused by their genetic differentiation and the different number of genes encoding the differential proteins. The detailed analysis in a comprehensive dataset of global proteins and the large-scale bioinformatics will provide a clue for understanding the mechanism of leaf-root interactions and be helpful to choose the key protein markers involved with high starch content in cassava breeding.

Plant type, leaf and storage root of cassava cultivated SC205, SC8 and wild species W14.

(a1), (a2) and (a3), plant type, leaf shape and storage root of W14, respectively; (b1), (b2) and (b3), plant type, leaf shape and storage root of SC205, respectively; (c1), (c2) and (c3), plant type, leaf and storage root of SC8, respectively. (TIFF) Click here for additional data file.

2D gel image showing 122 proteins common in SC205, SC8 and W14 leaves.

(TIFF) Click here for additional data file.

2D gel image showing unique proteins in W14 (a), SC205 (b) and SC8 (c) leaves.

(TIFF) Click here for additional data file.

2D gel image showing 127 proteins common in SC205, SC8 and W14 storage roots.

(TIFF) Click here for additional data file.

2D gel showing unique proteins in W14 (a), SC205 (b) and SC8 (c) storage roots.

(TIFF) Click here for additional data file.

Entity table views of protein-protein interactions in biological networks generated for cassava photosynthesis (a) and starch accumulation (b).

(XLS) Click here for additional data file.

Relation table views of protein-protein interactions in biological networks generated for cassava photosynthesis (a) and starch accumulation (b).

(XLS) Click here for additional data file.
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