| Literature DB >> 26636675 |
Peng Yin1, Jianqin Xu1, Shasha He1, Fenghua Liu2, Jie Yin3, Changrong Wan1, Chen Mei2, Yulong Yin3, Xiaolong Xu1, Zhaofei Xia1.
Abstract
We investigated the mechanisms underlying damage to rat small intestine in heat- and shake-induced stress. Eighteen Sprague-Dawley rats were randomly divided into a control group and a 3-day stressed group treated 2 h daily for 3 days on a rotary platform at 35°C and 60 r/min. Hematoxylin and eosin-stained paraffin sections of the jejunum following stress revealed shedding of the villus tip epithelial cells and lamina propria exposure. Apoptosis increased at the villus tip and extended to the basement membrane. Photomicrographs revealed that the microvilli were shorter and sparser; the nuclear envelope invaginated and gaps in the karyolemma increased; and the endoplasmic reticulum (ER) swelled significantly. Gene microarray analysis assessed 93 differentially expressed genes associated with apoptosis, ER stress, and autophagy. Relevant genes were compiled from the Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) databases. Forty-one genes were involved in the regulation of apoptosis, fifteen were related to autophagy, and eleven responded to ER stress. According to KEGG, the apoptosis pathways, mitogen-activated protein kinase(MAPK) signaling pathway, the mammalian target of rapamycin (mTOR) signaling pathway, and regulation of autophagy were involved. Caspase3 (Casp3), caspase12 (Casp12), and microtubule-associate proteins 1 light chain 3(LC3) increased significantly at the villus tip while mTOR decreased; phosphorylated-AKT (P-AKT) decreased. ER stress was involved and induced autophagy and apoptosis in rat intestinal damage following heat and shake stress. Bioinformatic analysis will help determine the underlying mechanisms in stress-induced damage in the small intestine.Entities:
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Year: 2015 PMID: 26636675 PMCID: PMC4670120 DOI: 10.1371/journal.pone.0143922
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
List of abbreviations.
| Name | Description | Name | Description |
|---|---|---|---|
| S1d | 1-day stress group | S3d | 3 day stress group |
| C | Control group | ER | Endoplasmic reticulum |
| GI | Gastrointestinal | GO | Gene ontology |
| KEGG | Kyoto Encyclopedia of Genes and Genomes | TEM | Transmission electron microscopy |
| TUNEL | Terminal deoxynucleotidyl transferase dutp nick end labeling | UPR | Unfolded protein response |
| Gene Description | |||
| AKT | Serine/threonine protein kinase | P-AKT | Phosphorylated-AKT |
| Atg4b | Autophagy related 4b | Atg5 | Autophagy related 5 |
| Atg7 | Autophagy related 7 | Atg10 | Autophagy related 10 |
| Arsa | Arylsulfatase A | Atf4 | Activating transcription factor 4 |
| Atf6 | Activating transcription factor 6 | Bcl2l | Bcl2-like 1 |
| Casp3 | Caspase3 | Casp8 | Caspase8 |
| Casp9 | Caspase9 | Casp12 | Caspase12 |
| Col4a3bp | Collagen type IV alpha 3 binding protein | Ctsd | Cathepsin D |
| Dap | Death-associated protein | Ddit3 | DNA-damage-inducible transcript 3 |
| Eif2s | Eukaryotic translation initiation factor-2s | Fas | Fas cell surface death receptor |
| Herpud1 | Homocysteine-inducible endoplasmic reticulum stress-inducible ubiquitin-like domain member 1 | Lamp1 | Lysosomal-associated membrane protein 1 |
| Lcn2 | Lipocalin 2 | LC3 | Microtubule-associate proteins 1 light chain 3 |
| Map1lc3b | Microtubule-associated protein 1 light chain 3 beta | MAPK | Mitogen-activated protein kinase |
| Mmp9 | Matrix metallopeptidase 9 | mTOR | The mammalian target of rapamycin |
| Os9 | Osteosarcoma amplified 9 | PI3K | Phosphatidylinositol 3-kinase |
| Scamp5 | Secretory carrier membrane protein 5 | Slc2a4 | Solute carrier family 2 member 4 |
| Tm9sf1 | Transmembrane 9 superfamily member 1 | TRB3 | Telomere repeat binding factor 3 |
| TSC | Tuberous sclerosis | Wipi1 | WD repeat domain phosphoinositide interacting 1 |
| Zbtb16 | Zinc finger and BTB domain containing 1 |
Real-time PCR primer sequences.
| Gene | Primer sequence 5’-3’ | Product size (bp) | Genbank number |
|---|---|---|---|
| β-Actin | Forward: TTGTCCCTGTATGCCTCTGG | 218 | NM_031144 |
| Reverse: ATGTCACGCACGATTTCCC | |||
| Caspase-12 | Forward CACTGCTGATACAGATGAGG | 119 | NM_130422 |
| Reverse CCACTCTTGCCTACCTTCC | |||
| Caspase-8 | Forward TGTGCATACATACACTCAAGACACA | 250 | NM_022277 |
| Reverse GCAACCTCAATGTAATACTGAAACC | |||
| Caspase-9 | Forward GAGGGAAGCCCAAGCTGTTC | 69 | NM_031632 |
| Reverse GCCACCTCAAAGCCATGGT | |||
| ATF-4 | Forward CCGAGATGAGCTTCCTGA | 217 | NM_024403 |
| Reverse CTCCTTGCCGGTGTCTGA | |||
| Lcn2 | Forward GATGTTGTTATCCTTGAGGCCC | 162 | NM_130741 |
| Reverse CACTGACTACGACCAGTTTGCC | |||
| Dap | Forward TTCATTCGGGCAAACCTTTAGT | 87 | NM_022526 |
| Reverse TGGAACCAAATCTAGGAAGGGA | |||
| Zbtb16 | Forward AGGCCTCAAAGTTTCTCCACTG | 286 | NM_001013181 |
| Reverse TACCTGTCCCAGGCCAGTATTT | |||
| ATF6 | Forward GAATGGCTGCTTAATTTGCTCC | 218 | NM_001107196 |
| Reverse AAGTCCATCTTCGGTGATGAGG | |||
| Herpud1 | Forward ATACTTGGCTGCCACTGCT | 237 | NM_053523 |
| Reverse GTCTCGGTTTATCTCATCATCTT | |||
| mTOR | Forward GTCACAATGCAGCCAACAA | 591 | NM_019906 |
| Reverse AACAAACTCGTGCCCATTGC |
Fig 1Heat- and shake-induced stress response in rats.
(A) Heat- and shake-induced stress response in rats. (A) Stress induced temperature and weight changes (n = 6), and the level of HSP27 and 70 (n = 3) detected by RT-PCR in rats. Values represent the mean ± SD rats for each group. (B) Quantification of western blot determination of P-AKT, AKT, cleaved Casp3 and LC3; (C) mRNA expression levels of Casp12, Casp8, Casp9, Atf4, Atf6, Lcn2, Dap, Zbtb16, Herpud1, and mTOR in the rat jejunum were quantified by real-time PCR. Sections of small intestine were collected from control, 1-day, or 3-day stressed rats. P-AKT and AKT were significantly decreased after 1-day or 3-day stress. Casp12, Casp8, Casp9, Atf4, Atf6, Lcn2, Dap, Zbtb16, and Atf6 levels were significantly increased, while Herpud1 and mTOR levels were decreased. Values are expressed as a percentage of control. Data are mean ± SE, n = 3 rats for each group. *P < 0.05, **P < 0.01 compared with control; t-test.
Fig 2Histological changes in the small intestine following transport-associated stress.
(A) Photomicrographs of H&E-stained sections of rat jejunum from the control, 1-day, and 3-day stress groups. (B) Morphological alterations in the ultrastructure of rat jejunal epithelium following treatment in the 3-day stress group. (C) Fluorescent microscopic images of TUNEL-stained sections of rat jejunum from the control, 1-day, and 3-day stress groups. The negative control was incubated without the TUNEL reaction mixture. The positive control was incubated with micrococcal nuclease to induce DNA breaks prior to the labeling procedures.
Fig 3ER stress and autophagy activity in rat intestine.
(A): LC3, (B): Casp3, (C): mTOR and (D): Casp12 expression in the small intestine (jejunal villus) of rats subjected to 3 days of stress treatment or control conditions. LC3, Casp3, and Casp12 levels increased while mTOR levels decreased (brown stain; sections counterstained with hematoxylin, light purple) in response to heat treatment above control levels.
Fold changes in the differentially expressed genes.
| Gene Symbol | Fold change | Description | Genbank Accession | PValues |
|---|---|---|---|---|
| Naip5 | 10.28 | Neuronal apoptosis inhibitory protein Fragment [Source:UniProtKB/TrEMBL;Acc:Q8R4U8] [ENSRNOT00000061195] | XM_001070842 | 2.93E-03 |
| Lcn2 | 6.84 | Rattus norvegicus lipocalin 2 (Lcn2), mRNA [NM_130741] | NM_130741 | 1.89E-03 |
| Bcl2l1 | 6.64 | Rattus norvegicus Bcl2-like 1 (Bcl2l1), nuclear gene encoding mitochondrial protein, transcript variant 2, mRNA [NM_031535] | NM_031535 | 1.19E-05 |
| Creb3l2 | 4.69 | Rattus norvegicus cAMP responsive element binding protein 3-like 2 (Creb3l2), mRNA [NM_001012188] | NM_001012188 | 1.32E-02 |
| Naip2 | 4.37 | Rattus norvegicus mRNA for neuronal inhibitor of apoptosis (NAIP gene). [AJ271303] | AJ271303 | 1.82E-03 |
| Zbtb16 | 4.36 | Rattus norvegicus zinc finger and BTB domain containing 16 (Zbtb16), mRNA [NM_001013181] | NM_001013181 | 3.68E-03 |
| Atf6 | 3.79 | Rattus norvegicus activating transcription factor 6 (Atf6), mRNA [NM_001107196] | NM_001107196 | 2.90E-05 |
| Bcl2l11 | 3.02 | Rattus norvegicus BCL2-like 11 (apoptosis facilitator) (Bcl2l11), transcript variant 3, mRNA [NM_171988] | NM_171988 | 5.30E-04 |
| Mmp28 | 2.95 | Rattus norvegicus matrix metallopeptidase 28 (Mmp28), mRNA [NM_001079888] | NM_001079888 | 5.86E-04 |
| Hspa9 | 2.94 | Rattus norvegicus heat shock protein 9 (Hspa9), nuclear gene encoding mitochondrial protein, mRNA [NM_001100658] | NM_001100658 | 1.27E-03 |
| Os9 | 2.73 | Rattus norvegicus osteosarcoma amplified 9 (Os9), mRNA [NM_001007265] | NM_001007265 | 6.94E-05 |
| Ddit4l | 2.64 | Rattus norvegicus DNA-damage-inducible transcript 4-like (Ddit4l), mRNA [NM_080399] | NM_080399 | 1.34E-02 |
| Siva1 | 2.60 | Rattus norvegicus SIVA1, apoptosis-inducing factor (Siva1), mRNA [NM_001100982] | NM_001100982 | 4.70E-04 |
| Syvn1 | 2.54 | Rattus norvegicus synovial apoptosis inhibitor 1, synoviolin (Syvn1), mRNA [NM_001100739] | NM_001100739 | 2.44E-04 |
| RGD1306565 | 2.48 | PREDICTED: Rattus norvegicus similar to apoptosis signal-regulating kinase 1 (RGD1306565), partial mRNA [XM_344798] | XM_344798 | 4.32E-03 |
| Hspa1b | 2.34 | Rattus norvegicus heat shock 70kD protein 1B (mapped) (Hspa1b), mRNA [NM_212504] | NM_212504 | 1.75E-01 |
| Gadd45g | 2.31 | Rattus norvegicus growth arrest and DNA-damage-inducible, gamma (Gadd45g), mRNA [NM_001077640] | NM_001077640 | 3.51E-03 |
| Mmp7 | 2.19 | Rattus norvegicus matrix metallopeptidase 7 (Mmp7), mRNA [NM_012864] | NM_012864 | 2.31E-02 |
| Nyw1 | 2.19 | Rattus norvegicus ischemia related factor NYW-1 (Nyw1), mRNA [NM_001134341] | NM_001134341 | 2.58E-02 |
| Cflar | 2.13 | Rattus norvegicus CASP8 and FADD-like apoptosis regulator (Cflar), transcript variant 2, mRNA [NM_057138] | NM_057138 | 5.50E-03 |
| Hspa1a | 2.12 | Rattus norvegicus heat shock 70kD protein 1A (Hspa1a), mRNA [NM_031971] | NM_031971 | 1.32E-01 |
| Bik | 2.07 | Rattus norvegicus BCL2-interacting killer (apoptosis-inducing) (Bik), mRNA [NM_053704] | NM_053704 | 1.28E-03 |
| Atg4b | 2.01 | Rattus norvegicus ATG4 autophagy related 4 homolog B (S. cerevisiae) (Atg4b), mRNA [NM_001025711] | NM_001025711 | 1.33E-03 |
| Mmp19 | 1.99 | Rattus norvegicus matrix metallopeptidase 19 (Mmp19), mRNA [NM_001107159] | NM_001107159 | 1.08E-01 |
| Capn1 | 1.91 | Rattus norvegicus calpain 1 (Capn1), mRNA [NM_019152] | NM_019152 | 6.70E-06 |
| Psen1 | 1.88 | Presenilin-1 (PS-1)(EC 3.4.23.-)(Protein S182) [Contains Presenilin-1 NTF subunit;Presenilin-1 CTF subunit;Presenilin-1 CTF12(PS1-CTF12)] [Source:UniProtKB/Swiss-Prot;Acc:P97887] [ENSRNOT00000012495] | FQ231303 | 4.61E-04 |
| Aen | 1.86 | Rattus norvegicus apoptosis enhancing nuclease (Aen), mRNA [NM_001108487] | NM_001108487 | 2.95E-04 |
| Dap | 1.81 | Rattus norvegicus death-associated protein (Dap), mRNA [NM_022526] | NM_022526 | 4.20E-02 |
| Traf3 | 1.78 | Rattus norvegicus Tnf receptor-associated factor 3 (Traf3), mRNA [NM_001108724] | NM_001108724 | 7.90E-05 |
| Casp12 | 1.77 | Rattus norvegicus caspase 12 (Casp12), mRNA [NM_130422] | NM_130422 | 8.58E-03 |
| Wipi1 | 1.75 | Rattus norvegicus WD repeat domain, phosphoinositide interacting 1 (Wipi1), mRNA [NM_001127297] | NM_001127297 | 2.55E-02 |
| Bak1 | 1.74 | Rattus norvegicus BCL2-antagonist/killer 1 (Bak1), mRNA [NM_053812] | NM_053812 | 3.00E-05 |
| Arsa | 1.70 | Rattus norvegicus arylsulfatase A (Arsa), mRNA [NM_001034933] | NM_001034933 | 3.21E-04 |
| Chac1 | 1.68 | Rattus norvegicus ChaC, cation transport regulator homolog 1 (E. coli) (Chac1), mRNA [NM_001173437] | NM_001173437 | 1.34E-01 |
| Gadd45b | 1.68 | Rattus norvegicus growth arrest and DNA-damage-inducible, beta (Gadd45b), mRNA [NM_001008321] | NM_001008321 | 5.32E-03 |
| Atf4 | 1.67 | Rattus norvegicus activating transcription factor 4 (tax-responsive enhancer element B67) (Atf4), mRNA [NM_024403] | NM_024403 | 5.78E-04 |
| Atg7 | 1.67 | Rattus norvegicus ATG7 autophagy related 7 homolog (S. cerevisiae) (Atg7), mRNA [NM_001012097] | NM_001012097 | 2.43E-04 |
| Col4a3bp | 1.66 | Rattus norvegicus collagen, type IV, alpha 3 (Goodpasture antigen) binding protein (Col4a3bp), mRNA [NM_001108935] | NM_001108935 | 4.56E-03 |
| Aifm2 | 1.65 | Rattus norvegicus apoptosis-inducing factor, mitochondrion-associated 2 (Aifm2), nuclear gene encoding mitochondrial protein, mRNA [NM_001139483] | NM_001139483 | 7.20E-04 |
| Casp9 | 1.59 | Rattus norvegicus caspase 9, apoptosis-related cysteine peptidase (Casp9), mRNA [NM_031632] | NM_031632 | 7.05E-04 |
| Casp2 | 1.59 | Rattus norvegicus caspase 2 (Casp2), mRNA [NM_022522] | NM_022522 | 1.19E-03 |
| Ddit3 | 1.59 | Rattus norvegicus DNA-damage inducible transcript 3 (Ddit3), transcript variant 2, mRNA [NM_024134] | NM_024134 | 3.23E-04 |
| Ciapin1 | 1.53 | Rattus norvegicus cytokine induced apoptosis inhibitor 1 (Ciapin1), mRNA [NM_001007689] | NM_001007689 | 4.81E-03 |
| Dap3 | 1.50 | Rattus norvegicus death associated protein 3 (Dap3), nuclear gene encoding mitochondrial protein, mRNA [NM_001011950] | NM_001011950 | 1.59E-03 |
| RGD1311605 | 1.49 | Rattus norvegicus similar to apoptosis related protein APR-3; p18 protein (RGD1311605), mRNA [NM_001127526] | NM_001127526 | 5.54E-05 |
| Bag4 | 1.48 | Rattus norvegicus BCL2-associated athanogene 4 (Bag4), mRNA [NM_001025130] | NM_001025130 | 2.22E-04 |
| Thap1 | 1.48 | Rattus norvegicus THAP domain containing, apoptosis associated protein 1 (Thap1), mRNA [NM_001008340] | NM_001008340 | 1.29E-02 |
| Atg10 | 1.47 | Rattus norvegicus autophagy-related 10 (S. cerevisiae) (Atg10), mRNA [NM_001109505] | NM_001109505 | 1.12E-03 |
| Traf7 | 1.46 | Rattus norvegicus Tnf receptor-associated factor 7 (Traf7), mRNA [NM_001127548] | NM_001127548 | 1.17E-03 |
| Lamp1 | 1.45 | Rattus norvegicus lysosomal-associated membrane protein 1 (Lamp1), mRNA [NM_012857] | NM_012857 | 1.07E-04 |
| Xiap | 1.41 | Rattus norvegicus X-linked inhibitor of apoptosis (Xiap), mRNA [NM_022231] | NM_022231 | 4.20E-03 |
| Tsc2 | 1.41 | Rattus norvegicus tuberous sclerosis 2 (Tsc2), mRNA [NM_012680] | NM_012680 | 1.16E-04 |
| Casp8 | 1.40 | Rattus norvegicus caspase 8 (Casp8), mRNA [NM_022277] | NM_022277 | 2.86E-03 |
| Map1lc3b | 1.35 | Rattus norvegicus microtubule-associated protein 1 light chain 3 beta (Map1lc3b), mRNA [NM_022867] | NM_022867 | 2.41E-05 |
| Ctsd | 1.33 | Rattus norvegicus cathepsin D (Ctsd), mRNA [NM_134334] | NM_134334 | 1.21E-02 |
| Tsc1 | 1.27 | Rattus norvegicus tuberous sclerosis 1 (Tsc1), mRNA [NM_021854] | NM_021854 | 1.48E-01 |
| Hspb1 | 1.27 | Rattus norvegicus heat shock protein 1 (Hspb1), mRNA [NM_031970] | NM_031970 | 1.03E-01 |
| Atg5 | 1.20 | Rattus norvegicus ATG5 autophagy related 5 homolog (S. cerevisiae) (Atg5), mRNA [NM_001014250] | NM_001014250 | 6.54E-02 |
| Perp | 1.20 | Rattus norvegicus PERP, TP53 apoptosis effector (Perp), mRNA [NM_001106265] | NM_001106265 | 7.11E-03 |
| Bad | 1.16 | Rattus norvegicus BCL2-associated agonist of cell death (Bad), mRNA [NM_022698] | NM_022698 | 5.37E-02 |
| Bcl2 | 1.15 | Rattus norvegicus B-cell CLL/lymphoma 2 (Bcl2), nuclear gene encoding mitochondrial protein, mRNA [NM_016993] | NM_016993 | 1.36E-01 |
| Fam129a | 1.11 | Rattus norvegicus family with sequence similarity 129, member A (Fam129a), mRNA [NM_022242] | NM_022242 | 4.70E-01 |
| Scamp5 | 1.07 | Rattus norvegicus secretory carrier membrane protein 5 (Scamp5), mRNA [NM_031726] | NM_031726 | 5.13E-02 |
| Atg12 | 1.06 | Rattus norvegicus ATG12 autophagy related 12 homolog (S. cerevisiae) (Atg12), mRNA [NM_001038495] | NM_001038495 | 3.33E-01 |
| Tm9sf1 | 1.05 | Rattus norvegicus transmembrane 9 superfamily member 1 (Tm9sf1), mRNA [NM_001012155] | NM_001012155 | 1.41E-01 |
| Irgm | 1.02 | Rattus norvegicus immunity-related GTPase family, M (Irgm), mRNA [NM_001012007] | NM_001012007 | 7.92E-01 |
| Becn1 | 1.02 | Rattus norvegicus beclin 1, autophagy related (Becn1), transcript variant 1, mRNA [NM_053739] | NM_053739 | 5.07E-01 |
| Map1lc3a | 0.93 | Rattus norvegicus microtubule-associated protein 1 light chain 3 alpha (Map1lc3a), mRNA [NM_199500] | NM_199500 | 2.83E-01 |
| Eif2ak2 | 0.89 | Rattus norvegicus eukaryotic translation initiation factor 2-alpha kinase 2 (Eif2ak2), mRNA [NM_019335] | NM_019335 | 1.22E-01 |
| Mmp9 | 0.86 | Rattus norvegicus matrix metallopeptidase 9 (Mmp9), mRNA [NM_031055] | NM_031055 | 3.78E-01 |
| RGD1359310 | 0.84 | Rattus norvegicus similar to RIKEN cDNA 9430023L20 (RGD1359310), mRNA [NM_001007659] | NM_001007659 | 3.28E-02 |
| Eif2b1 | 0.80 | Rattus norvegicus eukaryotic translation initiation factor 2B, subunit 1 alpha (Eif2b1), mRNA [NM_172029] | NM_172029 | 4.65E-02 |
| Triap1 | 0.80 | Rattus norvegicus TP53 regulated inhibitor of apoptosis 1 (Triap1), mRNA [NM_001126099] | NM_001126099 | 2.47E-03 |
| Aifm1 | 0.80 | Rattus norvegicus apoptosis-inducing factor, mitochondrion-associated 1 (Aifm1), nuclear gene encoding mitochondrial protein, mRNA [NM_031356] | NM_031356 | 4.26E-04 |
| Eif2ak1 | 0.79 | Rattus norvegicus eukaryotic translation initiation factor 2 alpha kinase 1 (Eif2ak1), mRNA [NM_013223] | NM_013223 | 1.21E-02 |
| Arsb | 0.79 | Rattus norvegicus arylsulfatase B (Arsb), mRNA [NM_033443] | NM_033443 | 6.28E-02 |
| Eif4ebp2 | 0.75 | Rattus norvegicus eukaryotic translation initiation factor 4E binding protein 2 (Eif4ebp2), mRNA [NM_001033069] | NM_001033069 | 2.34E-02 |
| Herpud1 | 0.75 | Rattus norvegicus homocysteine-inducible, endoplasmic reticulum stress-inducible, ubiquitin-like domain member 1 (Herpud1), mRNA [NM_053523] | NM_053523 | 2.46E-02 |
| Ccar1 | 0.68 | Rattus norvegicus cell division cycle and apoptosis regulator 1 (Ccar1), mRNA [NM_001108535] | NM_001108535 | 1.31E-03 |
| Nol3 | 0.63 | Rattus norvegicus nucleolar protein 3 (apoptosis repressor with CARD domain) (Nol3), mRNA [NM_053516] | NM_053516 | 3.99E-03 |
| Fas | 0.59 | Rattus norvegicus Fas (TNF receptor superfamily, member 6) (Fas), mRNA [NM_139194] | NM_139194 | 1.57E-04 |
| Api5 | 0.57 | Rattus norvegicus apoptosis inhibitor 5 (Api5), mRNA [NM_001127379] | NM_001127379 | 7.82E-04 |
| Bcl2l2 | 0.57 | Rattus norvegicus Bcl2-like 2 (Bcl2l2), mRNA [NM_021850] | NM_021850 | 4.53E-04 |
| Aven | 0.56 | Rattus norvegicus apoptosis, caspase activation inhibitor (Aven), mRNA [NM_001107757] | NM_001107757 | 2.83E-04 |
| Eif2ak4 | 0.54 | eukaryotic translation initiation factor 2 alpha kinase 4 [Source:RefSeq peptide;Acc:NP_001099214] [ENSRNOT00000009222] | FQ228781 | 8.38E-05 |
| Atp2a1 | 0.52 | Rattus norvegicus ATPase, Ca++ transporting, cardiac muscle, fast twitch 1 (Atp2a1), mRNA [NM_058213] | NM_058213 | 3.81E-03 |
| Eif2a | 0.52 | Rattus norvegicus eukaryotic translation initiation factor 2A (Eif2a), mRNA [NM_001109339] | NM_001109339 | 3.06E-04 |
| Bid | 0.51 | Rattus norvegicus BH3 interacting domain death agonist (Bid), mRNA [NM_022684] | NM_022684 | 2.04E-03 |
| Bcl2l10 | 0.49 | Rattus norvegicus BCL2-like 10 (apoptosis facilitator) (Bcl2l10), mRNA [NM_053733] | NM_053733 | 3.13E-03 |
| Mtor | 0.44 | Rattus norvegicus mechanistic target of rapamycin (serine/threonine kinase) (Mtor), mRNA [NM_019906] | NM_019906 | 6.92E-04 |
| Bcl2l14 | 0.43 | Rattus norvegicus Bcl2-like 14 (apoptosis facilitator) (Bcl2l14), mRNA [NM_001024338] | NM_001024338 | 2.24E-03 |
| Eif2ak3 | 0.37 | Rattus norvegicus eukaryotic translation initiation factor 2 alpha kinase 3 (Eif2ak3), mRNA [NM_031599] | NM_031599 | 9.00E-04 |
| Bfar | 0.27 | Rattus norvegicus bifunctional apoptosis regulator (Bfar), mRNA [NM_001013125] | NM_001013125 | 8.95E-05 |
Fig 4(A) The heat map shows differentially expressed genes in the control and 3-day stress groups. Three samples were included in each group and the gene expression profiles are shown in rows. Red and green in the heat map represent up-regulation and down-regulation relative to the control, respectively. (B) Gene interaction network map of ER stress-related molecules including mTOR, Tnf, Casp12, Bcl2ls, Slc2a4 and others using MAS 3.0 based on the database.
Fig 5GO term enrichment graph, construction and dynamic visualization of the gene relation network.
(A) Cellular Components; 68 differentially expressed genes were related to 39 chart records in cellular components, mainly enriched in the GO related to the cell membranes, such as the organelle membrane, organelle envelope, membrane-enclosed lumen, ER, cytoplasmic vesicle, and autophagic vacuole (B) Biological Processes; 15 genes were related to autophagy, 24 to the cellular response to stress, and 11 to the response to endoplasmic reticulum stress (C) Molecular Function. There were also 22 chart records in molecular function, mainly enriched in the GO related to protein binding and calcium ion binding.
GO analysis of the differentially expressed genes.
| Category | Term | Count | % | PValue | Fold Enrichment |
|---|---|---|---|---|---|
| Biological processes | GO:0042981~regulation of apoptosis | 41 | 48.31 | 1.33E-30 | 9.04 |
| GO:0043067~regulation of programmed cell death | 41 | 48.31 | 2.27E-30 | 8.92 | |
| GO:0010941~regulation of cell death | 41 | 48.31 | 2.72E-30 | 8.88 | |
| GO:0033554~cellular response to stress | 23 | 26.97 | 1.21E-14 | 7.83 | |
| GO:0043065~positive regulation of apoptosis | 19 | 23.60 | 6.52E-14 | 9.05 | |
| GO:0043068~positive regulation of programmed cell death | 19 | 23.60 | 7.31E-14 | 9.00 | |
| GO:0010942~positive regulation of cell death | 19 | 23.60 | 8.66E-14 | 8.92 | |
| GO:0043066~negative regulation of apoptosis | 19 | 22.47 | 8.92E-13 | 8.54 | |
| GO:0043069~negative regulation of programmed cell death | 19 | 22.47 | 1.16E-12 | 8.42 | |
| GO:0060548~negative regulation of cell death | 19 | 22.47 | 1.22E-12 | 8.39 | |
| GO:0009719~response to endogenous stimulus | 17 | 19.10 | 1.67E-06 | 4.22 | |
| GO:0006916~anti-apoptosis | 16 | 17.98 | 5.34E-14 | 15.70 | |
| GO:0006914~autophagy | 15 | 16.85 | 1.76E-24 | 82.07 | |
| GO:0006917~induction of apoptosis | 12 | 13.48 | 8.22E-08 | 8.89 | |
| GO:0012502~induction of programmed cell death | 12 | 13.48 | 8.22E-08 | 8.89 | |
| GO:0034976~response to endoplasmic reticulum stress | 11 | 12.36 | 1.72E-14 | 46.02 | |
| GO:0051789~response to protein stimulus | 10 | 11.24 | 1.76E-08 | 14.97 | |
| GO:0042127~regulation of cell proliferation | 10 | 11.24 | 0.040708 | 2.14 | |
| GO:0001666~response to hypoxia | 6 | 7.87 | 0.002103 | 5.21 | |
| GO:0006979~response to oxidative stress | 5 | 6.74 | 0.008857 | 4.66 | |
| GO:0007584~response to nutrient | 6 | 6.74 | 0.014243 | 4.14 | |
| Cellular components | GO:0031090~organelle membrane | 19 | 21.35 | 1.13E-05 | 3.20 |
| GO:0031967~organelle envelope | 13 | 14.61 | 1.20E-04 | 3.77 | |
| GO:0031975~envelope | 13 | 14.61 | 1.29E-04 | 3.74 | |
| GO:0031974~membrane-enclosed lumen | 11 | 14.61 | 0.08433 | 1.64 | |
| GO:0005773~vacuole | 11 | 12.36 | 3.33E-07 | 8.85 | |
| GO:0005783~endoplasmic reticulum | 11 | 12.36 | 0.020355 | 2.26 | |
| GO:0031410~cytoplasmic vesicle | 10 | 11.24 | 0.010937 | 2.66 | |
| GO:0031968~organelle outer membrane | 9 | 10.11 | 1.36E-07 | 14.70 | |
| GO:0019867~outer membrane | 9 | 10.11 | 1.86E-07 | 14.12 | |
| GO:0005792~microsome | 7 | 7.87 | 0.005635 | 4.23 | |
| GO:0005764~lysosome | 6 | 6.74 | 0.003291 | 5.87 | |
| GO:0005776~autophagic vacuole | 5 | 5.62 | 9.36E-07 | 60.95 | |
| GO:0044432~endoplasmic reticulum part | 5 | 5.62 | 0.079853 | 3.02 | |
| GO:0000421~autophagic vacuole membrane | 4 | 4.49 | 4.53E-06 | 105.65 | |
| Molecular function | GO:0042802~identical protein binding | 14 | 15.73 | 2.30E-06 | 5.00 |
| GO:0070011~peptidase activity, acting on L-amino acid peptides | 13 | 14.61 | 4.29E-06 | 5.20 | |
| GO:0004175~endopeptidase activity | 12 | 13.48 | 1.10E-06 | 6.68 | |
| GO:0005509~calcium ion binding | 7 | 7.87 | 0.092853 | 2.19 |
Fig 6The network graph of proteins and GO, and the gene pathway network graph
(A) GO protein network graph of the biological processes using MAS 3.0. (B) Gene pathway network graph of the biological processes based on KEGG using MAS 3.0.
Fig 72D view of the functional annotation clustering using DAVID software
(A) Cluster of anti-apoptosis-related GO (B) Cluster of autophagy-related GO; (C) Cluster of ER stress-related GO (D) Cluster of autophagic vacuole-related GO.
KEGG pathway analysis of the differentially expressed genes.
| Category | Term | Count | % | PValue | Fold Enrichment |
|---|---|---|---|---|---|
| KEGG_PATHWAY | rno04210:Apoptosis | 12 | 15.73 | 3.20E-14 | 20.46 |
| rno05200:Pathways in cancer | 13 | 14.61 | 3.66E-06 | 5.09 | |
| rno05010:Alzheimer's disease | 12 | 13.48 | 2.18E-07 | 7.57 | |
| rno04115:p53 signaling pathway | 9 | 10.11 | 3.10E-08 | 16.94 | |
| rno04010:MAPK signaling pathway | 9 | 10.11 | 9.41E-04 | 4.20 | |
| rno05014:Amyotrophic lateral sclerosis (ALS) | 8 | 8.99 | 2.86E-07 | 16.84 | |
| rno05215:Prostate cancer | 6 | 6.74 | 6.40E-04 | 8.28 | |
| rno04140:Regulation of autophagy | 5 | 5.62 | 5.96E-05 | 22.18 | |
| rno04142:Lysosome | 5 | 5.62 | 0.012989 | 5.31 | |
| rno04150:mTOR signaling pathway | 3 | 3.37 | 0.064802 | 7.03 |