Literature DB >> 25506922

Subcellular metabolite and lipid analysis of Xenopus laevis eggs by LAESI mass spectrometry.

Bindesh Shrestha1, Prabhakar Sripadi1, Brent R Reschke2, Holly D Henderson2, Matthew J Powell2, Sally A Moody3, Akos Vertes1.   

Abstract

Xenopus laevis eggs are used as a biological model system for studying fertilization and early embryonic development in vertebrates. Most methods used for their molecular analysis require elaborate sample preparation including separate protocols for the water soluble and lipid components. In this study, laser ablation electrospray ionization (LAESI), an ambient ionization technique, was used for direct mass spectrometric analysis of X. laevis eggs and early stage embryos up to five cleavage cycles. Single unfertilized and fertilized eggs, their animal and vegetal poles, and embryos through the 32-cell stage were analyzed. Fifty two small metabolite ions, including glutathione, GABA and amino acids, as well as numerous lipids including 14 fatty acids, 13 lysophosphatidylcholines, 36 phosphatidylcholines and 29 triacylglycerols were putatively identified. Additionally, some proteins, for example thymosin β4 (Xen), were also detected. On the subcellular level, the lipid profiles were found to differ between the animal and vegetal poles of the eggs. Radial profiling revealed profound compositional differences between the jelly coat vitelline/plasma membrane and egg cytoplasm. Changes in the metabolic profile of the egg following fertilization, e.g., the decline of polyamine content with the development of the embryo were observed using LAESI-MS. This approach enables the exploration of metabolic and lipid changes during the early stages of embryogenesis.

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Year:  2014        PMID: 25506922      PMCID: PMC4266676          DOI: 10.1371/journal.pone.0115173

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


Introduction

The early stages of embryonic development following fertilization in animals are characterized by synchronous cell divisions, the onset of transcription of genes that will pattern the embryo, and local signaling events that transition a ball of equipotent cells into regions that express different tissue fates [1], [2]. These events are common across different species of animals, but can occur for different lengths of times and at different stages of morphogenesis. The African clawed frog, Xenopus laevis, has been used extensively to study the cellular and molecular events of early embryogenesis. This species is used because they are easily bred in the laboratory, are disease resistant, have a reproductive response that is independent of season, and produce a large number of eggs per spawning. In particular, the large size of the oocytes, ova (unfertilized eggs) and embryos make them easy to manipulate and analyze by standard biochemical and molecular biology approaches [3], [4], [5], [6], [7]. X. laevis oocytes and eggs have been an important source of material for elucidating the molecular regulation of the cell cycle. For example, traditional protein chemistry approaches led to the identification of maturation promoting factor and the cyclin proteins [8], [9]. More recently, the oocyte has been used to identify the proteins involved in nuclear transport and DNA replication [6]. To reveal the biochemical makeup, elucidate low abundance proteins, and study the kinetics of developmental and cellular events, X. laevis oocytes have been analyzed by high performance liquid chromatography (HPLC) [10], [11] [12], time-of-flight (TOF) secondary ion mass spectrometry (SIMS) [13], gas chromatography (GC) mass spectrometry (MS) [14], 2D gel electrophoresis followed by electrospray ionization (ESI) MS [15], and liquid chromatography-tandem MS (LC-MS/MS) [2]. To study the types and amounts of lipids extracted from Xenopus eggs, HPLC methods were developed for the detection of multiple species [10], [12]. Similarly, with an HPLC method for characterizing the carbohydrates in the jelly coat of Xenopus eggs, specific oligosaccharides were identified and assigned to the three specific layers of the coat [11], [16]. In another study, LC-MS/MS was used to monitor the amounts of alanine in the early embryo, resulting in a new hypothesis for the increase in cell cycle time at the mid-blastula transition [2]. Using a GC-MS method for analyzing metabolites from volume-limited samples, e.g., X. laevis eggs, good reproducibility was shown for volumes as small as 10 nL. However, the method required silylation of some metabolites to increase their volatility for analysis using GC [14]. On a subcellular scale, 3D molecular images of freeze dried Xenopus oocytes were obtained under optimized sample preparation conditions using TOF-SIMS [13]. While all of these methods for X. laevis oocytes and embryo analysis have been shown to capture important aspects of its biochemistry, most of them require elaborate sample preparation prior to analysis that might alter subcellular localization of important developmental molecules. An advantage of direct analysis methods is that they can report on the unperturbed composition of biological specimens, ideally in their living, natural state. Recently, the analysis of single oocytes and embryos of mice and bovine species by desorption electrospray ionization (DESI) mass spectrometry provided new insight into lipid metabolism changes during early embryonic development [17], [18]. In another direct analysis technique, laser ablation electrospray ionization (LAESI) MS, the energy from a focused mid-infrared laser pulse is absorbed by the water molecules in a cell or tissue leading to the ablation sampling of adjacent cellular content [19]. Each consecutive laser pulse ablates a successive layer of the sample enabling analysis at a defined subcellular depth or of an entire cell [20], [21]. Combination of LAESI with microdissection of plant cells reveals subcellular metabolite gradients between the cytoplasm and the nucleus [22]. Diverse applications of LAESI-MS include the analysis of virally infected immune cells as well as comparative analysis of plant cell phenotypes [23], [24]. Because the developing egg is a spatially and temporally dynamic system that is sensitive to environmental and thus preparatory changes, we used the direct LAESI-MS analysis of individual X. laevis eggs and embryos to explore subcellular asymmetries and potential changes during significant developmental transitions. Using LAESI-MS to probe these specimens required minimal sample preparation, was performed at atmospheric pressure, and each ablation event occurred instantaneously (in less than a second) on the developmental time scale. The analyses were performed on living eggs and embryos that were minimally perturbed from their natural state. Some of the metabolic profiles of the unfertilized egg obtained from the LAESI-MS analyses were compared to results reported previously in the literature and showed good agreement, thus validating the approach. In addition we identified subtle differences between the unfertilized egg, in which the first meiotic division is completed, and the fertilized egg and early cleavage stage embryos. Importantly, we found differences between the animal and vegetal poles of the egg, which are predisposed to different developmental fates. Since these early developmental events are shared across animals, a direct analysis of the cellular constituents should provide fundamental information about the common biochemical processes that regulate them. This simple approach using a single, live embryo in its natural state should be ideal for analyses of other embryos that are difficult to collect and are small in size.

Materials and Methods

Ova and Embryos

X. laevis eggs and sperm were obtained from mature animals kept in 30 gallon aquaria at 21°C in natural daylight and fed frog brittle 2 times per week. Oocyte maturation was induced by injecting frogs with 1000 U human chorionic gonadotropin (Sigma) 12 hours prior to removal of eggs as described elsewhere [25]. Mature eggs were gently squeezed from female frogs into Petri dishes; some were collected prior to fertilization and others were fertilized in vitro and collected at various stages after sperm entry. Sperm were obtained from minced testes of sacrificed males that were anesthetized by submersion in an ice bath with tricaine methanesulfonate. Eggs were fertilized in vitro by adding the released sperm to the eggs and adding 0.1× MBS (1× = 88 mM NaCl, 1 mM KCl, 1 mM MgSO4, 0.7 mM CaCl2, 5 mM HEPES, pH 7.8 and 2.5 mM NaHCO3) [26]. The jelly coat was removed from some samples by washing the eggs with 2% cysteine solution (pH 8.0, adjusted by 10 M NaOH) for 4 minutes followed by washing in 0.1× Steinberg's solution (1× = 60 mM NaCl, 0.67 mM KCl, 0.83 mM MgSO4, 0.34 mM Ca(NO3)2, 4 mM Tris-HCl, 0.66 mM Tris Base and pH 7.4). For some experiments the vitelline membrane was manually removed from each egg using sharpened forceps. Unfertilized eggs of X. laevis were also purchased from Xenopus Express, Inc. (Brooksville, FL) for some confirmatory studies. All animals use in these experiments followed the U.S. Public Health Service Policy of Humane Care and Use of Laboratory Animals and were approved by the George Washington University (GWU Animal Study Protocol: #A-3205-01; A237).

Chemicals

All chemicals for egg preparation were reagent grade and obtained from Sigma. For the electrospray solution, highly purified spectral-grade methanol and water solvents were obtained from Acros Organics (Geel, Belgium), and glacial acetic acid was purchased from Fluka (Munich, Germany). All of the chemicals were used without further purification.

LAESI-MS

The LAESI ion source used was similar to those described earlier [19]. Briefly, mid-infrared laser pulses at 2940 nm wavelength and 20 Hz repetition rate were produced by a Nd:YAG laser driven optical parametric oscillator system (Opolette 100, Opotek, Carlsbad, CA). Laser pulses with an average 320 µJ/pulse energy were focused to about 200–300 µm diameter spot with either a 150 mm focal length CaF2 lens or a 75 mm ZnSe lens. The eggs/embryos were placed on a pre-cleaned microscope glass slide held 15 mm below the electrospray axis that was in line with the mass spectrometer orifice. In the home-built electrospray system, a syringe pump supplied 50% methanol solution containing 0.1% acetic acid through a tapered tip metal emitter (length 5 cm, tube OD 320 µm and tip ID 50 µm) at a flow rate of 300–400 nL/min. The electrospray emitter was held at 2800–3300 V. Positive ions were collected by either an orthogonal acceleration TOF mass spectrometer (Q-TOF Premier, Waters Co., Milford, MA) with a mass range of m/z 50–2000 and a typical resolution of 8,000 (FWHM) or with a high performance TOF mass spectrometer (Synapt G2S, Waters Co., Milford, MA) with a mass range of m/z 50–2000 and a typical resolution of 30,000 (FWHM) [27].

Data Analysis

The electrospray background ion signal was subtracted from the collected LAESI mass spectra in the MassLynx 4.1 software (Waters Co., Milford, MA). Putative peak assignments for metabolites and lipids were based on accurate mass measurements, isotope distribution patterns, database searches, data mining of the related literature, and in some cases tandem MS analysis. Multiple databases were used for the metabolite and lipid searches, including METLIN [28], MetaCyc [29], Lipid Maps [30], HMDB [31] and KEGG [32], [33]. They were last accessed on August 12, 2014. The NIST Isotope Calculator program (ISOFORM, Version 1.02) was used to calculate monoisotopic masses.

Results and Discussions

Ovum Analysis

A single X. laevis egg is ∼1.4 mm in diameter and has an approximate volume of 400 nL. A typical LAESI mass spectrum from a single unfertilized X. laevis egg without the removal of its jelly coat is shown in Fig. 1. Most of the ions below m/z 450 correspond to small metabolites, whereas many ions between m/z 450 and 900 are assigned to lipids. For a typical unfertilized X. laevis ovum, putative assignments of the ions generally found in the m/z <550 region reveals 52 small metabolites (see Table 1). Many of these metabolites, e.g., amino acids, organic acids, and redox buffering agents, fulfill an essential role in cell development and serve as building blocks for cellular biosynthesis. Using liquid extraction and LC-MS/MS, a previous study followed 48 metabolites in X. laevis embryos [2]. In Table 1, sixteen metabolites found by both the LC-MS/MS and LAESI-MS methods are marked by asterisks. The advantage of LAESI-MS over conventional techniques is that it rapidly (within seconds) identifies metabolites in a single egg with minimum perturbation before analysis. It also provides complementary data for improved coverage of the small metabolites.
Figure 1

A typical positive ion LAESI mass spectrum of a single unfertilized X. laevis egg is dominated by numerous metabolite and lipid peaks.

Protonated thymosin β4 (Xen) peptide in the 6+ and 5+ charge states (m/z 835 and 1002, respectively) is also present in the spectrum. Deconvolution of the peptide peaks, shown in the inset, yields a mass of 5004 Da corresponding to the molecular mass of thymosin β4 (Xen).

Table 1

Putative identification of metabolite ions from LAESI-MS of an unfertilized X. laevis egg.

MetaboliteChemical formulaMonoisotopic massMeasured massΔm (mDa)
carbamateCH2NO2 82.998 (Na+)82.997−1
putrescineC4H12N2 89.108 (H+)89.106−2
alanine* C3H7NO2 90.056 (H+)90.054−2
choline* C5H13NO104.108 (H+)104.106−1
propionic acidC3H6O2 113.001 (K+)113.01211
creatinineC4N3H7O114.067 (H+)114.064−3
propanediolC3H8O2 115.016 (H+)115.0226
proline* C5H9NO2 116.071 (H+)116.0710
138.053 (Na+)138.0530
niacinamideC6H6N2O123.056 (H+)123.049−7
hydroxyethylphosphonateC2H7O4P127.016 (H+)127.0237
butyric acidC4H8O2 127.016 (K+)127.0237
octenolC8H16O129.128 (H+)129.1357
creatineC4H9N3O2 132.077 (H+)132.075−2
imidazole acetaldehyde (or)C5H6N2O133.038 (Na+)133.033−5
N-acetylimidazoleC5H6N2O133.038 (Na+)133.033−5
malic acid* C4H6O5 135.029 (H+)135.0301
adenineC5H5N5 136.062 (H+)136.053−9
threonic acid or erythronic acidC4H8O5 137.045 (H+)137.044−1
hexenalC6H10O137.037 (K+)137.0447
valeric acid or pentanoic acidC5H10O2 141.032 (K+)141.0386
gamma aminobutyric acid amideC4H10N2O141.043 (K+)141.038−5
gamma-hydroxybutyric acidC4H8O3 143.011 (K+)143.0187
spermidineC7H19N3 146.166 (H+)146.164−2
guaiacolC7H8O2 147.042 (Na+)147.0486
glutamate* C5H9NO4 148.061 (H+)148.058−3
methionine* C5H11NO2S150.059 (H+)150.04712
guanine* or hydroxyadenineC5H5N5O152.057 (H+)152.054−3
174.039 (Na+)174.038−1
190.013 (K+)190.012−1
dihydroorotic acidC5H6N2O4 159.041 (H+)159.040−0
homospermidineC8H21N3 160.181 (H+)160.180−1
urocanic acidC6H6N2O2 161.033 (Na+)161.029−4
carnitine* C7H15NO3 162.113162.10211
aspartic acid* C4H7NO4 172.001 (K+)172.0087
glycerol 3-phosphate* C3H9O6P173.022 (H+)173.0286
arginineC6H14N4O2 175.120 (H+)175.117−3
cys glyC5H10N2O3S1 179.049 (H+)179.046−3
phosphocholineC5H14NO4P184.074 (H+)184.070−4
206.056 (Na+)206.050−6
histidine* C6H9N3O2 194.033 (H+)194.0330
phosphocreatineC4H10N3O5P212.044 (H+)212.042−2
N-formylmethionineC6H11NO3S216.010 (H+)216.0100
citrate* C6H8O7 215.0168 (Na+)215.010−7
dopaquinoneC9H9NO4 234.017 (K+)234.0225
homocarnosine or balenineC10H16N4O3 241.130 (H+)241.1311
pantothenate* C9H17NO5 242.100 (Na+)242.088−12
258.074 (K+)258.070−4
methylthio propylmalic acidC8H14O5S245.046 (Na+)245.0504
261.020 (K+)261.0277
acetyldihydrolipoamideC10H19NO2S2 250.094 (H+)250.091−3
glutathione* C10H17N3O6S308.092 (H+)308.090−2
330.074 (Na+)330.068−6
346.048 (K+)346.047−1
hydroxydesipramineC18H22N2O321.137 (K+)321.127−10
disaccharide or trehalose* C12H22O11 365.106 (Na+)365.1071
381.080 (K+)381.0800
cholesterolC27H46O369.352 (H+, -H2O)369.3542
adenosine monophosphate (AMP)C10H14N5O7P386.027 (K+)386.017−10
adenosine diphosphate (ADP)* C10H15N5O10P2 428.037 (H+)428.032−5
450.019 (Na+)450.006−13
465.993 (K+)465.981−12
adenosine triphosphate (ATP)* C10H16N5O13P3 508.004 (H+)508.002−2
529.986 (Na+)529.975−11

*Metabolites also detected in Ref. [2].

A typical positive ion LAESI mass spectrum of a single unfertilized X. laevis egg is dominated by numerous metabolite and lipid peaks.

Protonated thymosin β4 (Xen) peptide in the 6+ and 5+ charge states (m/z 835 and 1002, respectively) is also present in the spectrum. Deconvolution of the peptide peaks, shown in the inset, yields a mass of 5004 Da corresponding to the molecular mass of thymosin β4 (Xen). *Metabolites also detected in Ref. [2]. In the mass spectra we noticed the presence of multiply charged peaks at m/z 835, 1,002, and 1,251 with charge states of 6+, 5+ (see Fig. 1) and 4+, respectively. Deconvolution of these peaks revealed that they corresponded to thymosin β4 (Xen) (see the inset in Fig. 1). This 44-residue peptide in Xenopus has been highly conserved throughout evolution as it only differs from the human thymosin β4 in three amino acid residues [34]. A typical defolliculated oocyte contains 0.5 and 10 picomoles of thymosin β4 (Xen) in stage I and stage VI of the oogenesis, respectively [34]. Our results show that unfertilized eggs, the next step after stage VI oocytes, continue to contain thymosin β4 (Xen) in significant quantities.

Radial Profiling of Ovum

The X. laevis egg is surrounded by a jelly coat that must be penetrated by the sperm during fertilization. The LAESI mass spectra of the jelly coat were dominated by sodiated disaccharide, trisaccharide, and tetrasaccharide molecules at m/z 365.108, 527.192 and 689.286, respectively. The Xenopus egg jelly is known to contain a 21,073 Da protein, allurin, that serves as a chemoattractant for the sperm [35]. The LAESI mass spectra of the jelly coat did not show the ions for allurin, but exhibited strong signal for multiply charged ions corresponding to a protein with a molecular weight of 11,728±1 Da (see Fig. 2) [36].
Figure 2

Positive ion LAESI mass spectrum of X. laevis egg jelly coat primarily shows sodiated oligosaccharide ions with a set of multiply charged ions at higher m/z corresponding to a species with molecular weight of 11728±1 Da.

Radial profiling of an unfertilized X. laevis egg with a jelly coat was conducted by ablating the same area with multiple laser pulses, producing a mass spectrum for each shot (see Fig. 3). The first approximately six laser shots produced mass spectra similar to that of the jelly coat (see the top panel in Fig. 3). This observation was consistent with the ∼30 µm ablation depth per laser shot and the ∼200 µm thickness of typical jelly coats. Once the jelly coat-related signal diminished, multiply charged thymosin β4 (Xen) peptide ions were detected (see the middle panel in Fig. 3). From its radial localization, it seems that this peptide is associated with the vitelline and/or plasma membranes. After approximately two additional laser shots, metabolites and lipid species characteristic to the egg cytoplasm composition were detected in the mass spectra (see bottom panel in Fig. 3).
Figure 3

Radial profiling of jellied unfertilized X. laevis egg by consecutive laser shots generated mass spectra at each shot corresponding to increasing depths.

The first ∼6 laser shots produced mass spectra similar to that of the jelly coat (top spectrum). This was followed by a mass spectrum that showed presence of multiply charged thymosin β4 (Xen) peptide (middle spectrum). After an additional ∼2 laser pulses, other metabolites and lipids characteristic of the cytoplasm were detected (bottom spectrum).

Radial profiling of jellied unfertilized X. laevis egg by consecutive laser shots generated mass spectra at each shot corresponding to increasing depths.

The first ∼6 laser shots produced mass spectra similar to that of the jelly coat (top spectrum). This was followed by a mass spectrum that showed presence of multiply charged thymosin β4 (Xen) peptide (middle spectrum). After an additional ∼2 laser pulses, other metabolites and lipids characteristic of the cytoplasm were detected (bottom spectrum).

Lipid Composition of Unfertilized Ovum

The cytoplasm of the unfertilized egg contains a high percentage of yolk platelets composed of proteins and lipids for nourishment of the embryonic cells [37]. The major peaks observed between m/z 400 and 900 in the LAESI mass spectrum are attributed to lipids. Earlier studies on phospholipid extracts from X. laevis eggs showed that the major lipid components were phosphatidylcholines (PC) at ∼20 nmol/egg, followed by phosphatidylethanolamines (PE) at ∼10 nmol/egg, phosphatidylinositols (PI) at ∼4 nmol/egg, lysophosphatidylcholines (LPC) at ∼2 nmol/egg, and phosphatidylserines (PS) at ∼1 nmol/egg [12]. In addition to phospholipids, triacylglycerols (TAG) were the major neutral lipid components found in the Xenopus eggs along with fatty acids (FA), cholesterol and diacylglycerols (DAG) [38]. The LAESI mass spectra gave additional insight into the nature of the lipids present in the ovum. A wide variety of lipid classes were identified, including 14 FAs, 13 LPCs, 36 PCs and 29 TAGs. Most of the abundant lipid peaks in these spectra corresponded to PCs, where one of the acyl chains was palmitic acid (16:0), whereas the other acyl chain length and saturation varied between (14:0) and (22:6) (see Table 2). The acyl chain length assignments were based on the tandem mass spectra of the lithiated lipids, [M+Li]+, generated by reactive LAESI. In this technique Li+ ions from the electrospray solution react with the lipid molecules from the ablated sample [39]. For example, tandem MS of a protonated lipid ion at m/z 760.582 produced a single fragment ion corresponding to its phosphocholine head group at m/z 184.073 resulting in the overall assignment of PC(34:1) showing only the combined length and number of double bonds for the acyl chains (see Fig. 4a). Further information on the individual acyl chains was obtained by producing and fragmenting the corresponding lithiated species, which showed fragments for the loss of oleic acid (18:1) and palmitic acid (16:0) at m/z 510.3631 and 484.3452, respectively (see Fig. 4b). Another major class of lipids in the spectra is LPC that is structurally similar to PC without the acyl group at sn-2. Phospholipase A2 is known to degrade PC into LPC and facilitate fertilization. Similar to PC, the major LPC is 16:0, and others include acyl chains between 14:0 and 22:6 (see Table 2). Because LPCs contain a free –OH group on the glycerol moiety, they undergo a loss of H2O during protonation and most ions are detected as [MH-H2O]+. These fragments are often more abundant than the protonated peaks. A few weak peaks corresponding to PE and PS can also be detected in the spectra. The major lipids found in the LAESI experiments and their fatty acid compositions are in good agreement with the literature reports based on extraction, HPLC separation and GC-based fatty acid analysis [12]. A putative list of the assigned lipids observed in the LAESI mass spectra of de-jellied unfertilized X. laevis egg is shown in Table 2. LAESI mass spectra with annotations for selected FA, LPC and PC species are shown in Fig. 5.
Table 2

Putative peak assignments for fatty acid and lipid ions from LAESI-MS of an unfertilized X. laevis egg.

LipidChemical formulaMonoisotopic massMeasured massΔm (mDa)
Propionic acid (3:0)C3H6O2 113.001 (K+)112.992−9
Butenoic acid or Crotonic acid (4:1)C4H6O2 125.001 (K+)124.998−3
Butyric acid (4:0)C4H8O2 127.016 (K+)127.010−6
Pentanoic acidC5H10O2 141.032 (K+)141.0397
Caprylic acid (8:0)C8H16O2 183.079 (K+)183.072−7
FA(14:0)C14H28O2 267.173 (K+)267.167−6
FA(15:0)C15H30O2 281.188 (K+)281.184−4
FA(16:1)C16H30O2 277.214(Na+)277.200−14
293.188 (K+)293.179−9
FA(16:0)C16H32O2 279.230 (Na+)279.217−13
295.204 (K+)295.195−9
FA(18:5)C18H26O2 297.183 (Na+)297.19411
FA(18:4)C18H28O2 299.199 (Na+)299.186−13
315.173 (K+)315.157−16
FA(18:3)C18H30O2 317.188 (K+)317.183−5
FA(18:2)C18H32O2 303.230 (Na+)303.223−7
319.204 (K+)319.195−9
FA(18:1)C18H34O2 321.220 (K+)321.214−6
FA(18:0)C18H36O2 323.235 (K+)323.226−9
FA(20:5)C20H30O2 325.214 (Na+)325.204−10
341.188 (K+)341.181−7
FA(20:4)C20H32O2 327.230 (Na+)327.222−8
343.204 (K+)343.200−4
FA(22:6)C22H32O2 351.230 (Na+)351.2399
367.204 (K+)367.201−3
FA(22:5)C22H34O2 369.220 (K+)369.210−10
LPC(14:0)C22H46NO7P468.309 (H+)468.3134
C22H44NO6P450.302 (H+, -H2O)450.299−4
LPC(15:0)C23H48NO7P482.325 (H+)482.3338
C23H46NO6P464.314 (H+, -H2O)464.32915
LPC(16:1)C24H48NO7P494.325 (H+)494.3294
266.644 (H+K)2+ 266.639−5
C24H46NO6P476.314 (H+, -H2O)476.312−2
LPC(16:0)C24H50NO7P496.340 (H+)496.3422
518.322 (Na+)518.3297
267.652 (H+K)2+ 267.64−5
478.330 (H+, -H2O)478.3300
258.647 (H+K)2+ 258.641−6
LPC(18:4)C26H46NO7P516.309 (H+)516.3156
LPC(18:3)C26H48NO7P518.329 (H+)518.325−4
C26H46NO6P500.314 (H+, -H2O)500.301−13
LPC(18:2)C26H50NO7P520.340 (H+)520.339−1
C26H48NO6P502.330 (H+, -H2O)502.3333
LPC(O-18:1)C26H54NO6P508.377 (H+)508.3803
273.670 (H+K)2+ 273.663−7
LPC(18:1)C26H52NO7P522.356 (H+)522.353−3
280.660 (H+K)2+ 280.656−4
C26H46NO6P504.345 (H+, -H2O)504.3472
LPC(18:0)C26H54NO7P524.372 (H+)524.3819
C26H52NO6P506.361 (H+, -H2O)506.360−1
LPC(20:5)C28H48NO7P542.325 (H+)542.3272
290.644 (H+K)2+ 290.6484
524.314 (H+, -H2O)524.3206
LPC(20:4)C28H50NO7P544.340 (H+)544.3499
C28H48NO6P526.330 (H+, -H2O)526.324−6
LPC(22:6)C30H50NO7P568.340 (H+)568.3488
303.652 (H+K)2+ 303.6520
550.349 (H+, -H2O)550.3490
PA(O-37:1)C40H79O7P703.564 (H+)703.57511
PC(16:0/14:1)* C38H74NO8P704.523 (H+)704.5241
371.743 (H+K)2+ 371.7474
PC(16:0/14:0)* C38H74NO8P706.530 (H+)706.54111
PC(31:2) or PE(34:2)C39H74NO8P716.523 (H+)716.53815
PC(O-32:1) or PE(O-35:1)C40H80NO7P718.566 (H+)718.5671
PC (16:0/15:0)C39H78NO8P720.554 (H+)720.5573
PE(O-36:6)C41H72NO7P722.513 (H+)722.512−1
PC(32:2) or PE(35:2)C40H76NO8P730.538 (H+)730.5446
PC(16:0/16:1)* C40H78NO8P732.554 (H+)732.553−1
385.759 (H+K)2+ 385.752−7
PC(33:5) or PE(36:5)C39H74NO9P738.507 (H+)738.52215
PC(O-34:2))C42H82NO7P744.591 (H+)744.587−4
PC(O-34:1)C42H84NO7P746.606 (H+)746.593−13
PS(O-34:1)C40H78NO9P748.541 (H+)748.5421
PC(34:4) or PE(37:4)C42H76NO8P754.531 (H+)754.5365
PC(16:0/18:3)* C42H78NO8P756.554 (H+)756.5573
PC(16:0/18:2)* C42H80NO8P758.570 (H+)758.5700
PC(16:0/18:1)* C42H82NO8P760.586 (H+)760.582−4
399.775 (H+K)2+ 399.7783
PC(16:0/18:0)* C42H84NO8P762.601 (H+)762.592−9
PS(34:0) orC40H78NO10P764.544 (H+)764.5528
PC(O-36:6)C44H78NO7P764.559 (H+)764.552−7
PC(35:5)C43H76NO8P766.538 (H+)766.55517
PC(35:4)C43H78NO8P768.554 (H+)768.5617
PC(16:0/20:6)* C44H76NO8P778.539 (H+)778.5478
PC(16:0/20:5)* C44H78NO8P780.553 (H+)780.551−2
409.759 (H+K)2+ 409.7601
PC(16:0/20:4)* C44H80NO8P782.570 (H+)782.5722
PC(16:0/20:3)* C44H82NO8P784.586 (H+)784.5882
PC(16:0/20:2)* C44H84NO8P786.601 (H+)786.596−5
PS(36:1) orC42H80NO10P790.560 (H+)790.5688
PC(O-38:7)C46H80NO7P790.575 (H+)790.568−7
PS(36:0)C42H82NO10P792.576 (H+)792.5848
PC(37:5) or PE(40:5)C45H80NO8P794.570 (H+)794.582813
PS(O-38:5)C44H78NO9P796.549 (H+)796.5512
PC(38:8)C46H76NO8P802.5387 (H+)802.5478
PC(38:7)C46H78NO8P804.554 (H+)804.5584
PC(16:0/22:6)* C46H80NO8P806.570 (H+)806.569−1
422.767 (H+K)2+ 422.762−5
PC(16:0/22:5)* C46H80NO8P808.586 (H+)808.5871
PS(38:4)C44H78NO10P812.544 (H+)812.5517
PS(38:1)C44H84NO10P818.591 (H+)818.5954
PC(39:6) or PE(42:6)C47H82NO8P820.586 (H+)820.584−2
PS(O-40:6)C46H80NO9P822.565 (H+)822.5749
PS(O-40:5)C46H82NO9P824.580 (H+)824.578−2
PC(40:9)C48H78NO8P828.554 (H+)828.550−4
PC(40:7)C48H82NO8P832.586 (H+)832.585−1
PS(40:5)C46H80NO10P838.560 (H+)838.5666
PS(40:4)C46H82NO10P840.575 (H+)840.5849
PS(38:1)C44H84NO10P840.573 (Na+)840.58411
PG(42:9)C48H77O10P845.533(H+)845.529−4
PG(40:6)C46H79O10P845.531 (Na+)845.529−2
PC(42:10)C50H80NO8P854.570 (H+)854.561−9
TAG(54:8)C57H94O6 875.713 (H+)875.710−3
TAG(52:5)C55H96O6 875.711 (Na+)875.710−1
TAG(54:7)C57H96O6 877.729 (H+)877.725−4
TAG(52:4)C55H98O6 877.726 (Na+)877.725−1
TAG(54:6)C57H98O6 879.744 (H+)879.740−4
901.726(Na+)901.7271
TAG(52:3)C55H100O6 879.742 (Na+)879.740−2
TAG(54:5)C57H100O6 881.760 (H+)881.755−5
903.749 (Na+)903.741−8
TAG(52:2)C55H102O6 881.757 (Na+)881.755−2
TAG(54:4)C57H102O6 883.775 (H+)883.771−4
905.757 (Na+)905.756−1
TAG(52:1)C55H104O6 883.773 (Na+)883.771−2
PC(44:4)C52H96NO8P894.695 (H+)894.70813
PC(44:3)C52H98NO8P896.711 (H+)896.72110
918.693 (Na+)918.7029
PC(42:0)C50H100NO8P896.708 (Na+)896.72113
PC(44:2)C52H100NO8P898.726 (H+)898.7337
PC(44:1)C52H102NO8P900.742 (H+)900.741−1
TAG(56:9)C59H96O6 901.729 (H+)901.727−2
TAG(56:8)C59H98O6 903.744 (H+)903.741−3
925.726 (Na+)925.73913
TAG(56:7)C59H100O6 905.760 (H+)905.754−6
927.742 (Na+)927.741−1
TAG(56:6)C59H102O6 907.776 (H+)907.771−5
929.757 (Na+)929.754−4
TAG(54:3)C57H104O6 907.773 (Na+)907.772−2
TAG(56:5)C59H104O6 909.791 (H+)909.788−3
TAG(54:2)C57H106O6 909.789 (Na+)909.788−1
PC(46:6)C54H96NO8P918.695 (H+)918.7027
TAG(58:11)C61H96O6 925.727 (H+)925.73912
TAG(58:10)C61H98O6 927.744 (H+)927.741−3
949.726 (Na+)949.73711
TAG(58:9)C61H100O6 929.760 (H+)929.754−6
951.749 (Na+)951.7490
PC(46:5)C50H97NO13 942.686 (Na+)942.69711
PC(46:3)C54H102NO8P946.724 (Na+)946.7262
TAG(60:13)C63H96O6 949.729 (H+)949.7378
971.711 (Na+)971.7143
TAG(60:12)C63H98O6 951.744 (H+)951.7495
TAG(60:11)C63H100O6 953.760 (H+)953.757−3
975.742 (Na+)975.75412
TAG(58:8)C61H102O6 953.757 (Na+)953.7570
TAG(60:10)C63H102O6 955.776 (H+)955.765−11
TAG(58:7)C61H104O6 955.773 (Na+)955.765−8
TAG(59:13)C62H94O6 957.695 (Na+)957.688−7
TAG(62:16)C65H94O6 971.713 (H+)971.7141
TAG(62:14)C65H98O6 975.744 (H+)975.75410

*Lipids assignment based on tandem mass spectrometry.

Figure 4

(a) Tandem LAESI mass spectrum of a protonated PC lipid produced a single head group fragment, (b) whereas the tandem MS of its lithiated counterpart produced structure specific fragments enabling the identification of its acyl side chains.

Figure 5

Positive LAESI mass spectra of unfertilized X. laevis egg with annotations for selected (a) fatty acids (FA), (b) lysophosphatidylcholines (LPC), and (c) phosphatidylcholines (PC).

A complete list of the detected lipid ions is presented in Table 2.

(a) Tandem LAESI mass spectrum of a protonated PC lipid produced a single head group fragment, (b) whereas the tandem MS of its lithiated counterpart produced structure specific fragments enabling the identification of its acyl side chains.

Positive LAESI mass spectra of unfertilized X. laevis egg with annotations for selected (a) fatty acids (FA), (b) lysophosphatidylcholines (LPC), and (c) phosphatidylcholines (PC).

A complete list of the detected lipid ions is presented in Table 2. *Lipids assignment based on tandem mass spectrometry.

Animal Pole vs. Vegetal Pole

The unfertilized X. laevis egg is polarized, with a highly pigmented animal pole and a weakly pigmented vegetal pole separated by an unpigmented equatorial zone. During oogenesis, mRNAs and proteins are synthesized and differentially stored in the cytoplasm of these regions for use by the embryo after fertilization. In particular, mRNAs that direct ectodermal development are enriched in the animal pole whereas mRNAs that direct endoderm and gamete development are enriched in the vegetal pole [40], [41]. This molecular asymmetry is altered after fertilization by a cytoplasmic reorganization that occurs in response to sperm entry. This reorganization is critical for establishing the dorsal axis of the embryo. Because the mRNAs in the animal versus vegetal regions of the egg have very different developmental functions that are essential to establishing the vertebrate body plan, the corresponding metabolic and lipid profiles were investigated by LAESI-MS. As seen in Fig. 6, numerous lipids were found in higher abundance at the vegetal pole compared to the animal pole. This finding was consistent with magnetic resonance imaging studies of the animal and vegetal poles in X. laevis oocytes that had shown two to three times higher abundance for TAGs in the vegetal region [42]. Among the many lipids detected at the vegetal pole, we found an LPC at m/z 478, which was consistent with the presence of yolk platelets there. A previous report suggested that LPC lipids played a role in assisting fertilization [12]. In addition, there were many small metabolites found at both poles and their putative identifications can be found in Table 1. Although differences in the small metabolite abundances at the two poles were clearly discernable, they exhibited significant variance between eggs. As an example, the ion abundance ratios between vegetal and animal poles are shown in Table 3 for certain metabolites and lipids. To establish reliable abundance ratios, further analysis is needed.
Figure 6

Comparison of positive ion LAESI mass spectra of animal and vegetal poles for unfertilized X. laevis ovum.

The vegetal pole shows increased abundance of lipids relative to the animal pole. Average diameter of the egg in the overlaid image is ∼1.4 mm.

Table 3

Metabolite and lipid ion abundance ratios for vegetal and animal poles of X. laevis egg.

Metabolite or LipidIon m/z Abundance ratio vegetal/animalAbundance ratio animal/vegetal
choline[+]104.13.70.3
adenine[H+]136.11.01.0
guanine or hydroxyadenine[Na+]174.04.90.2
arginine[H+]175.11.80.6
phosphocholine[H+]184.15.20.2
monosaccharide[Na+]203.11.20.9
acetyldihydrolipoamide[H+]250.12.80.4
glutathione[Na+]330.10.61.7
glutathione[K+]346.00.71.5
disaccharide or trehalose[Na+]365.11.90.5
disaccharide or trehalose[K+]381.12.80.4
unknown m/z 374.033-374.07.50.1
cholesterol[H+-H2O]369.44.70.2
adenosine diphosphate (ADP)[H+]428.00.51.9
adenosine diphosphate (ADP)[Na+]450.01.70.6
unknown m/z 467.101-467.10.117.0
LPC(16:1)[H+-H2O]476.34.10.2
LPC(16:0)[H+-H2O]478.34.80.2
adenosine triphosphate (ATP)[H+]508.01.40.7
adenosine triphosphate (ATP)[Na+]530.00.61.8
unknown m/z 522.590-522.61.30.7
trisaccharides[Na+]527.22.40.4
unknown m/z 541.126-541.11.20.8
Cer(d 40:1)[Na+]660.60.111.6
unknown m/z 689.201-689.22.00.5
PC(16:0/16:1)[H+]732.65.60.2
PC(34:4) or PE(37:4)[H+]754.59.20.1
PC(16:0/18:3)[H+]756.63.90.3
PC(16:0/18:2)[H+]758.63.70.3
PC(16:0/18:1)[H+]760.64.30.2
PC(16:0/18:0)[H+]762.63.30.3
PC(16:0/20:5)[H+]780.65.90.2
PC(16:0/20:4)[H+]782.66.60.2
PC(16:0/20:3)[H+]784.63.70.3
PS(O-38:5)[H+]796.53.00.3
PC(16:0/22:6)[H+]806.65.80.2
PC(16:0/22:5)[H+]808.65.50.2
TAG(54:6)+[H+] or[H+] or879.718.00.1
TAG(52:3)+[Na+][Na+]879.718.00.1
TAG(52:3)[K+]895.79.90.1
TAG(52:2)[K+]897.79.40.1
TAG(56:9)[H+]901.79.20.1
TAG(56:8)[H+]903.716.80.1
TAG(54:6)[K+]917.79.80.1
TAG(54:5)[K+]919.77.30.1
TAG(54:4)[K+]921.76.70.1
TAG(60:13)[H+]949.77.30.1

Comparison of positive ion LAESI mass spectra of animal and vegetal poles for unfertilized X. laevis ovum.

The vegetal pole shows increased abundance of lipids relative to the animal pole. Average diameter of the egg in the overlaid image is ∼1.4 mm.

Fertilized Ovum and Early Embryos

A number of critical developmental events occur after the X. laevis egg is fertilized, including: sperm nucleus entry into the cytoplasm and an influx of calcium, the completion of meiosis II, the initiation of synchronous cell cycles, and the initiation of low levels of gene transcription at the 32-cell stage [37]. In the unfertilized egg, the cell cycle is arrested in metaphase of the second meiotic division, but all of the components for cell division, cytokinesis, gene transcription and protein synthesis have previously been produced in the oocyte. We directly analyzed unperturbed eggs by LAESI-MS at 30 minute intervals after fertilization, and cleavage stage embryos at 8-cells and 32-cells. Most of the major metabolites and lipids found during these early stages after fertilization were similar to those in unfertilized Xenopus eggs (see Fig. 7). These results are consistent with the prevailing concept that the synthesis of the major cellular components occurs during oogenesis. However, some subtle differences between the some key metabolites were observed in the spectra. Most notably, spermine was consistently detected in the unfertilized eggs, but was absent in the 32-cell stage embryos. It is well documented that the concentration of spermine decreases during oogenesis leading to the reduction of total polyamines required for maturation [43], [44].
Figure 7

Positive ion LAESI mass spectra of an unfertilized Xenopus ovum and a 32-cell embryo show a very similar metabolite profiles with some key differences, e.g., the absence of spermine in the embryo spectrum.

The inset shows a Xenopus embryo at the 32-cell stage. The scale bar in the inset is 200 µm.

Positive ion LAESI mass spectra of an unfertilized Xenopus ovum and a 32-cell embryo show a very similar metabolite profiles with some key differences, e.g., the absence of spermine in the embryo spectrum.

The inset shows a Xenopus embryo at the 32-cell stage. The scale bar in the inset is 200 µm. In both jellied and dejellied systems, the intensities for the following ions from stage 8 embryos were consistently lower than from unfertilized eggs: m/z 113.884, 114.892, 150.009, 175.118 (arginine), 199.991, 231.934, 239.919 and 277.199. Conversely, the following ions showed higher abundances in stage 8 embryos: 113.104, 131.111 (acetylputrescine), 157.127, 261.075, 239.101, 277.054, 283.066, 299.038, 315.015, 239.236, 241.098, 284.066, 295.021, 542.052 and 660.618 (Cer(d18:0/23:0)). Furthermore, there is a higher abundance of most TAGs in stage 8 embryos compared to unfertilized dejellied Xenopus eggs.

Conclusions

There has been extensive of the transcriptome that regulates the major developmental transitions in X. laevis at the subcellular level. These investigations have been limited to the detection of mRNAs by in situ hybridization and RT-PCR approaches and to the detection of proteins by immunohistochemistry or Western blotting techniques. The latter have been hampered by the lack of antibodies against proteins of interest. In addition, these approaches reliably detect mRNAs and proteins that are in high abundance. Metabolites and lipids have not been studied in detail at in single eggs because of the lack of appropriately sensitive technologies that can assess these molecules in the living egg/embryo in its natural state. Therefore, evaluation of eggs and embryos with LAESI-MS was performed to determine whether subtle changes in metabolites and lipids and their subcellular profiles are detectable. In this report the direct atmospheric pressure analysis of X. laevis eggs and early cleavage stages embryos is presented. The results of the LAESI-MS metabolic and lipidomic profiles of the Xenopus eggs were compared to previous literature results and showed a wide coverage for lipids and small metabolites. Reactive-LAESI MS/MS, with in-plume cationization of PC lipids without sample preparation, was utilized to identify the acyl chains. An investigation of the animal and vegetal poles of the X. laevis ovum showed increased abundance of lipids in the vegetal pole relative to the animal pole. Radial profiling of a jelly coated egg by LAESI-MS utilizing consecutive laser pulses revealed dramatic compositional changes between the jelly coat the vitelline/plasma membranes and the cytoplasm. Finally, LAESI-MS was used to demonstrate that subtle metabolic profile changes could be detected after the egg was fertilized and synchronous cell cycles were initiated. Of particular note, spermine was depleted after fertilization, which consistent with the reduction of total polyamines required for embryo maturation [43], [44]. Major differences between the metabolites of unfertilized egg and the early cleavage stage embryos were not expected because all the needed organelles and biochemical building blocks needed to carry the embryo through the first 8 hours of development had previously been synthesized and stored in the oocyte. Nonetheless, the sensitivity of LAESI-MS enabled the detection of a few subtle differences, and uncovered novel molecules that are asymmetrically distributed between the animal, ectoderm-forming, and vegetal, endoderm-forming, regions of the egg. This simple approach, partially validated here for a vertebrate embryo for which there is abundant traditional biochemical data, should be ideal for the direct analyses of other embryos that are rare and smaller in size.
  40 in total

1.  KEGG: kyoto encyclopedia of genes and genomes.

Authors:  M Kanehisa; S Goto
Journal:  Nucleic Acids Res       Date:  2000-01-01       Impact factor: 16.971

2.  The introduction of Xenopus laevis into developmental biology: of empire, pregnancy testing and ribosomal genes.

Authors:  J B Gurdon; N Hopwood
Journal:  Int J Dev Biol       Date:  2000       Impact factor: 2.203

Review 3.  Embryonic cleavage cycles: how is a mouse like a fly?

Authors:  Patrick H O'Farrell; Jason Stumpff; Tin Tin Su
Journal:  Curr Biol       Date:  2004-01-06       Impact factor: 10.834

Review 4.  Xenopus white papers and resources: folding functional genomics and genetics into the frog.

Authors:  Mustafa K Khokha
Journal:  Genesis       Date:  2012-02-20       Impact factor: 2.487

5.  The Xenopus Pregnancy Test.

Authors:  E R Elkan
Journal:  Br Med J       Date:  1938-12-17

6.  Ambient molecular imaging and depth profiling of live tissue by infrared laser ablation electrospray ionization mass spectrometry.

Authors:  Peter Nemes; Alexis A Barton; Yue Li; Akos Vertes
Journal:  Anal Chem       Date:  2008-05-13       Impact factor: 6.986

7.  Observation of subcellular metabolite gradients in single cells by laser ablation electrospray ionization mass spectrometry.

Authors:  Jessica A Stolee; Bindesh Shrestha; Getachew Mengistu; Akos Vertes
Journal:  Angew Chem Int Ed Engl       Date:  2012-09-05       Impact factor: 15.336

8.  Lipid and polypeptide components of the crystalline yolk system from Xenopus laevis.

Authors:  D H Ohlendorf; G R Barbarash; A Trout; C Kent; L J Banaszak
Journal:  J Biol Chem       Date:  1977-11-25       Impact factor: 5.157

9.  Allurin, a 21-kDa sperm chemoattractant from Xenopus egg jelly, is related to mammalian sperm-binding proteins.

Authors:  J H Olson; X Xiang; T Ziegert; A Kittelson; A Rawls; A L Bieber; D E Chandler
Journal:  Proc Natl Acad Sci U S A       Date:  2001-09-18       Impact factor: 11.205

10.  HMDB: the Human Metabolome Database.

Authors:  David S Wishart; Dan Tzur; Craig Knox; Roman Eisner; An Chi Guo; Nelson Young; Dean Cheng; Kevin Jewell; David Arndt; Summit Sawhney; Chris Fung; Lisa Nikolai; Mike Lewis; Marie-Aude Coutouly; Ian Forsythe; Peter Tang; Savita Shrivastava; Kevin Jeroncic; Paul Stothard; Godwin Amegbey; David Block; David D Hau; James Wagner; Jessica Miniaci; Melisa Clements; Mulu Gebremedhin; Natalie Guo; Ying Zhang; Gavin E Duggan; Glen D Macinnis; Alim M Weljie; Reza Dowlatabadi; Fiona Bamforth; Derrick Clive; Russ Greiner; Liang Li; Tom Marrie; Brian D Sykes; Hans J Vogel; Lori Querengesser
Journal:  Nucleic Acids Res       Date:  2007-01       Impact factor: 16.971

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  14 in total

Review 1.  New-generation mass spectrometry expands the toolbox of cell and developmental biology.

Authors:  Camille Lombard-Banek; Erika P Portero; Rosemary M Onjiko; Peter Nemes
Journal:  Genesis       Date:  2017-01       Impact factor: 2.487

2.  Integrated Cell Manipulation Platform Coupled with the Single-probe for Mass Spectrometry Analysis of Drugs and Metabolites in Single Suspension Cells.

Authors:  Shawna J Standke; Devon H Colby; Ryan C Bensen; Anthony W G Burgett; Zhibo Yang
Journal:  J Vis Exp       Date:  2019-06-21       Impact factor: 1.355

3.  Single-cell mass spectrometry reveals small molecules that affect cell fates in the 16-cell embryo.

Authors:  Rosemary M Onjiko; Sally A Moody; Peter Nemes
Journal:  Proc Natl Acad Sci U S A       Date:  2015-05-04       Impact factor: 11.205

4.  Using Dicationic Ion-Pairing Compounds To Enhance the Single Cell Mass Spectrometry Analysis Using the Single-Probe: A Microscale Sampling and Ionization Device.

Authors:  Ning Pan; Wei Rao; Shawna J Standke; Zhibo Yang
Journal:  Anal Chem       Date:  2016-06-14       Impact factor: 6.986

5.  Quantification of Drug Molecules in Live Single Cells Using the Single-Probe Mass Spectrometry Technique.

Authors:  Ning Pan; Shawna J Standke; Naga Rama Kothapalli; Mei Sun; Ryan C Bensen; Anthony W G Burgett; Zhibo Yang
Journal:  Anal Chem       Date:  2019-06-27       Impact factor: 6.986

6.  Mass Spectrometry Measurement of Single Suspended Cells Using a Combined Cell Manipulation System and a Single-Probe Device.

Authors:  Shawna J Standke; Devon H Colby; Ryan C Bensen; Anthony W G Burgett; Zhibo Yang
Journal:  Anal Chem       Date:  2019-01-18       Impact factor: 6.986

Review 7.  Single Cell Neurometabolomics.

Authors:  Meng Qi; Marina C Philip; Ning Yang; Jonathan V Sweedler
Journal:  ACS Chem Neurosci       Date:  2017-10-19       Impact factor: 4.418

8.  Single-cell mass spectrometry with multi-solvent extraction identifies metabolic differences between left and right blastomeres in the 8-cell frog (Xenopus) embryo.

Authors:  Rosemary M Onjiko; Sydney E Morris; Sally A Moody; Peter Nemes
Journal:  Analyst       Date:  2016-03-23       Impact factor: 4.616

Review 9.  Single cell metabolomics using mass spectrometry: Techniques and data analysis.

Authors:  Renmeng Liu; Zhibo Yang
Journal:  Anal Chim Acta       Date:  2020-11-25       Impact factor: 6.558

Review 10.  Spatially resolved in vivo plant metabolomics by laser ablation-based mass spectrometry imaging (MSI) techniques: LDI-MSI and LAESI.

Authors:  Benjamin Bartels; Aleš Svatoš
Journal:  Front Plant Sci       Date:  2015-07-10       Impact factor: 5.753

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