Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: GOT1

Gene summary for GOT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GOT1

Gene ID

2805

Gene nameglutamic-oxaloacetic transaminase 1
Gene AliasAST1
Cytomap10q24.2
Gene Typeprotein-coding
GO ID

GO:0003254

UniProtAcc

A0A140VK69


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
2805GOT1HTA11_347_2000001011HumanColorectumAD2.21e-043.78e-01-0.1954
2805GOT1A002-C-010HumanColorectumFAP2.16e-02-1.51e-010.242
2805GOT1A001-C-207HumanColorectumFAP9.81e-04-2.77e-010.1278
2805GOT1A015-C-203HumanColorectumFAP6.79e-12-2.63e-01-0.1294
2805GOT1A015-C-204HumanColorectumFAP5.57e-08-3.35e-01-0.0228
2805GOT1A002-C-201HumanColorectumFAP3.26e-08-3.04e-010.0324
2805GOT1A002-C-203HumanColorectumFAP1.63e-09-3.02e-010.2786
2805GOT1A001-C-119HumanColorectumFAP1.79e-07-3.60e-01-0.1557
2805GOT1A001-C-108HumanColorectumFAP7.33e-08-2.90e-01-0.0272
2805GOT1A002-C-205HumanColorectumFAP2.31e-14-3.80e-01-0.1236
2805GOT1A001-C-104HumanColorectumFAP2.21e-02-2.97e-010.0184
2805GOT1A015-C-005HumanColorectumFAP3.36e-02-1.87e-01-0.0336
2805GOT1A015-C-006HumanColorectumFAP2.23e-07-3.03e-01-0.0994
2805GOT1A015-C-106HumanColorectumFAP7.52e-07-2.79e-01-0.0511
2805GOT1A002-C-114HumanColorectumFAP5.86e-10-3.21e-01-0.1561
2805GOT1A015-C-104HumanColorectumFAP4.58e-13-3.08e-01-0.1899
2805GOT1A001-C-014HumanColorectumFAP2.37e-08-3.33e-010.0135
2805GOT1A002-C-016HumanColorectumFAP2.56e-08-2.99e-010.0521
2805GOT1A015-C-002HumanColorectumFAP2.99e-05-2.80e-01-0.0763
2805GOT1A001-C-203HumanColorectumFAP3.66e-07-2.94e-01-0.0481
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0032868ColorectumADresponse to insulin91/3918264/187232.02e-078.48e-0691
GO:1901653ColorectumADcellular response to peptide114/3918359/187238.32e-072.88e-05114
GO:0009743ColorectumADresponse to carbohydrate86/3918253/187238.43e-072.90e-0586
GO:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0032869ColorectumADcellular response to insulin stimulus72/3918203/187231.10e-063.68e-0572
GO:0071375ColorectumADcellular response to peptide hormone stimulus95/3918290/187231.50e-064.66e-0595
GO:0043434ColorectumADresponse to peptide hormone126/3918414/187232.70e-067.86e-05126
GO:0048545ColorectumADresponse to steroid hormone104/3918339/187231.33e-052.90e-04104
GO:0006066ColorectumADalcohol metabolic process106/3918353/187233.02e-055.57e-04106
GO:0044262ColorectumADcellular carbohydrate metabolic process87/3918283/187236.00e-051.01e-0387
GO:0071496ColorectumADcellular response to external stimulus94/3918320/187231.98e-042.64e-0394
GO:0051881ColorectumADregulation of mitochondrial membrane potential29/391874/187232.54e-043.20e-0329
GO:0046686ColorectumADresponse to cadmium ion27/391868/187233.19e-043.80e-0327
GO:0016054ColorectumADorganic acid catabolic process73/3918240/187233.20e-043.81e-0373
GO:0010038ColorectumADresponse to metal ion106/3918373/187233.22e-043.83e-03106
GO:0043648ColorectumADdicarboxylic acid metabolic process34/391896/187237.22e-047.28e-0334
GO:0046395ColorectumADcarboxylic acid catabolic process70/3918236/187239.06e-048.71e-0370
GO:0007178ColorectumADtransmembrane receptor protein serine/threonine kinase signaling pathway99/3918355/187239.92e-049.28e-0399
GO:0006520ColorectumADcellular amino acid metabolic process81/3918284/187231.37e-031.19e-0281
GO:0071559ColorectumADresponse to transforming growth factor beta74/3918256/187231.45e-031.23e-0274
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa01200ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa00330ColorectumADArginine and proline metabolism23/209250/84658.27e-045.90e-033.76e-0323
hsa01230ColorectumADBiosynthesis of amino acids28/209275/84659.99e-033.89e-022.48e-0228
hsa012001ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa003301ColorectumADArginine and proline metabolism23/209250/84658.27e-045.90e-033.76e-0323
hsa012301ColorectumADBiosynthesis of amino acids28/209275/84659.99e-033.89e-022.48e-0228
hsa012006ColorectumFAPCarbon metabolism38/1404115/84651.04e-051.44e-048.76e-0538
hsa003306ColorectumFAPArginine and proline metabolism16/140450/84655.33e-032.10e-021.27e-0216
hsa012007ColorectumFAPCarbon metabolism38/1404115/84651.04e-051.44e-048.76e-0538
hsa003307ColorectumFAPArginine and proline metabolism16/140450/84655.33e-032.10e-021.27e-0216
hsa012008ColorectumCRCCarbon metabolism28/1091115/84655.43e-045.48e-033.72e-0328
hsa012009ColorectumCRCCarbon metabolism28/1091115/84655.43e-045.48e-033.72e-0328
hsa0120016EsophagusHGINCarbon metabolism31/1383115/84652.51e-032.10e-021.67e-0231
hsa012306EsophagusHGINBiosynthesis of amino acids21/138375/84657.38e-034.63e-023.68e-0221
hsa0120017EsophagusHGINCarbon metabolism31/1383115/84652.51e-032.10e-021.67e-0231
hsa0123013EsophagusHGINBiosynthesis of amino acids21/138375/84657.38e-034.63e-023.68e-0221
hsa0120023EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0123023EsophagusESCCBiosynthesis of amino acids49/420575/84654.35e-031.12e-025.74e-0349
hsa0120033EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0123033EsophagusESCCBiosynthesis of amino acids49/420575/84654.35e-031.12e-025.74e-0349
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
GOT1SNVMissense_Mutationnovelc.955G>Ap.Glu319Lysp.E319KP17174protein_codingdeleterious(0.01)benign(0.333)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GOT1SNVMissense_Mutationnovelc.508G>Ap.Asp170Asnp.D170NP17174protein_codingtolerated(0.17)benign(0.089)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GOT1SNVMissense_Mutationrs776949680c.1002N>Ap.Met334Ilep.M334IP17174protein_codingdeleterious(0)possibly_damaging(0.688)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
GOT1SNVMissense_Mutationc.1172N>Ap.Ser391Asnp.S391NP17174protein_codingdeleterious(0)benign(0.3)TCGA-A6-5659-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GOT1SNVMissense_Mutationc.253N>Gp.Ser85Alap.S85AP17174protein_codingtolerated(1)benign(0.003)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
GOT1SNVMissense_Mutationc.535N>Ap.Glu179Lysp.E179KP17174protein_codingtolerated(0.69)benign(0.007)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
GOT1SNVMissense_Mutationc.687N>Ap.Phe229Leup.F229LP17174protein_codingdeleterious(0.03)benign(0.321)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
GOT1SNVMissense_Mutationrs769200718c.914N>Ap.Arg305Glnp.R305QP17174protein_codingdeleterious(0.01)possibly_damaging(0.74)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
GOT1SNVMissense_Mutationnovelc.125N>Ap.Arg42Hisp.R42HP17174protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
GOT1SNVMissense_Mutationrs772704095c.688G>Ap.Ala230Thrp.A230TP17174protein_codingdeleterious(0)possibly_damaging(0.649)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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