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: ASS1

Gene summary for ASS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ASS1

Gene ID

445

Gene nameargininosuccinate synthase 1
Gene AliasASS
Cytomap9q34.11
Gene Typeprotein-coding
GO ID

GO:0000050

UniProtAcc

P00966


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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
445ASS1HTA11_3410_2000001011HumanColorectumAD2.75e-064.09e-010.0155
445ASS1HTA11_2487_2000001011HumanColorectumSER3.83e-261.56e+00-0.1808
445ASS1HTA11_1938_2000001011HumanColorectumAD4.81e-121.02e+00-0.0811
445ASS1HTA11_78_2000001011HumanColorectumAD5.84e-097.92e-01-0.1088
445ASS1HTA11_347_2000001011HumanColorectumAD1.68e-238.04e-01-0.1954
445ASS1HTA11_411_2000001011HumanColorectumSER2.22e-102.03e+00-0.2602
445ASS1HTA11_2112_2000001011HumanColorectumSER1.41e-161.85e+00-0.2196
445ASS1HTA11_3361_2000001011HumanColorectumAD8.59e-117.77e-01-0.1207
445ASS1HTA11_83_2000001011HumanColorectumSER3.58e-057.37e-01-0.1526
445ASS1HTA11_696_2000001011HumanColorectumAD1.15e-451.30e+00-0.1464
445ASS1HTA11_866_2000001011HumanColorectumAD4.61e-147.44e-01-0.1001
445ASS1HTA11_1391_2000001011HumanColorectumAD2.11e-421.76e+00-0.059
445ASS1HTA11_2992_2000001011HumanColorectumSER5.68e-111.04e+00-0.1706
445ASS1HTA11_5212_2000001011HumanColorectumAD1.94e-101.00e+00-0.2061
445ASS1HTA11_546_2000001011HumanColorectumAD1.07e-046.59e-01-0.0842
445ASS1HTA11_866_3004761011HumanColorectumAD5.92e-033.72e-010.096
445ASS1HTA11_10711_2000001011HumanColorectumAD6.55e-086.67e-010.0338
445ASS1HTA11_7696_3000711011HumanColorectumAD1.45e-157.57e-010.0674
445ASS1HTA11_6818_2000001011HumanColorectumAD2.07e-066.38e-010.0112
445ASS1HTA11_99999970781_79442HumanColorectumMSS1.25e-064.58e-010.294
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:004343426SkincSCCresponse to peptide hormone150/4864414/187232.11e-063.43e-05150
GO:1901654112SkincSCCresponse to ketone79/4864194/187234.82e-067.06e-0579
GO:004851123SkincSCCrhythmic process110/4864298/187231.83e-052.19e-04110
GO:001003829SkincSCCresponse to metal ion132/4864373/187233.11e-053.42e-04132
GO:00065758SkincSCCcellular modified amino acid metabolic process73/4864188/187237.11e-056.85e-0473
GO:003166728SkincSCCresponse to nutrient levels160/4864474/187238.44e-058.02e-04160
GO:007137518SkincSCCcellular response to peptide hormone stimulus104/4864290/187231.15e-041.06e-03104
GO:003434115SkincSCCresponse to interferon-gamma57/4864141/187231.20e-041.11e-0357
GO:1901653110SkincSCCcellular response to peptide124/4864359/187231.75e-041.49e-03124
GO:007123021SkincSCCcellular response to amino acid stimulus32/486471/187233.84e-043.01e-0332
GO:00723504SkincSCCtricarboxylic acid metabolic process10/486414/187234.77e-043.60e-0310
GO:000110123SkincSCCresponse to acid chemical53/4864135/187234.79e-043.61e-0353
GO:0051384110SkincSCCresponse to glucocorticoid57/4864148/187235.30e-043.97e-0357
GO:0031960110SkincSCCresponse to corticosteroid63/4864167/187235.35e-043.97e-0363
GO:005159125SkincSCCresponse to cAMP39/486493/187235.73e-044.18e-0339
GO:007134613SkincSCCcellular response to interferon-gamma47/4864118/187236.71e-044.79e-0347
GO:0009410110SkincSCCresponse to xenobiotic stimulus151/4864462/187236.76e-044.82e-03151
GO:004320014SkincSCCresponse to amino acid46/4864116/187238.50e-045.86e-0346
GO:19016076SkincSCCalpha-amino acid biosynthetic process30/486468/187238.91e-046.10e-0330
GO:003461226SkincSCCresponse to tumor necrosis factor88/4864253/187231.11e-037.31e-0388
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05418ColorectumADFluid shear stress and atherosclerosis54/2092139/84651.41e-041.16e-037.37e-0454
hsa01230ColorectumADBiosynthesis of amino acids28/209275/84659.99e-033.89e-022.48e-0228
hsa054181ColorectumADFluid shear stress and atherosclerosis54/2092139/84651.41e-041.16e-037.37e-0454
hsa012301ColorectumADBiosynthesis of amino acids28/209275/84659.99e-033.89e-022.48e-0228
hsa054182ColorectumSERFluid shear stress and atherosclerosis40/1580139/84652.28e-031.75e-021.27e-0240
hsa012302ColorectumSERBiosynthesis of amino acids23/158075/84658.11e-034.14e-023.01e-0223
hsa054183ColorectumSERFluid shear stress and atherosclerosis40/1580139/84652.28e-031.75e-021.27e-0240
hsa012303ColorectumSERBiosynthesis of amino acids23/158075/84658.11e-034.14e-023.01e-0223
hsa054184ColorectumMSSFluid shear stress and atherosclerosis51/1875139/84656.06e-055.80e-043.55e-0451
hsa054185ColorectumMSSFluid shear stress and atherosclerosis51/1875139/84656.06e-055.80e-043.55e-0451
hsa05418211EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa0123023EsophagusESCCBiosynthesis of amino acids49/420575/84654.35e-031.12e-025.74e-0349
hsa05418310EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa0123033EsophagusESCCBiosynthesis of amino acids49/420575/84654.35e-031.12e-025.74e-0349
hsa0541814LiverNAFLDFluid shear stress and atherosclerosis30/1043139/84651.37e-031.71e-021.38e-0230
hsa0541815LiverNAFLDFluid shear stress and atherosclerosis30/1043139/84651.37e-031.71e-021.38e-0230
hsa0541822LiverCirrhoticFluid shear stress and atherosclerosis62/2530139/84651.53e-041.06e-036.54e-0462
hsa012304LiverCirrhoticBiosynthesis of amino acids35/253075/84651.54e-037.83e-034.83e-0335
hsa0541832LiverCirrhoticFluid shear stress and atherosclerosis62/2530139/84651.53e-041.06e-036.54e-0462
hsa0123011LiverCirrhoticBiosynthesis of amino acids35/253075/84651.54e-037.83e-034.83e-0335
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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
ASS1SNVMissense_Mutationc.836G>Cp.Arg279Prop.R279PP00966protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
ASS1insertionNonsense_Mutationnovelc.938_939insACGGTGAGGCCTGAGGAACTCCCGAGGGATTTGAp.Gly314ArgfsTer2p.G314Rfs*2P00966protein_codingTCGA-BH-A0HX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadrimycinSD
ASS1SNVMissense_Mutationrs771937610c.1088N>Ap.Arg363Glnp.R363QP00966protein_codingdeleterious(0.04)benign(0.164)TCGA-FU-A23K-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
ASS1SNVMissense_Mutationrs183276875c.919N>Tp.Arg307Cysp.R307CP00966protein_codingtolerated(0.06)possibly_damaging(0.85)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ASS1SNVMissense_Mutationc.440N>Cp.Met147Thrp.M147TP00966protein_codingtolerated(0.31)benign(0.015)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
ASS1SNVMissense_Mutationc.856N>Ap.Ala286Thrp.A286TP00966protein_codingdeleterious(0)probably_damaging(0.949)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
ASS1SNVMissense_Mutationnovelc.637N>Gp.Pro213Alap.P213AP00966protein_codingdeleterious(0.02)possibly_damaging(0.801)TCGA-AG-3881-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ASS1SNVMissense_Mutationc.717N>Tp.Lys239Asnp.K239NP00966protein_codingtolerated(0.32)benign(0.009)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ASS1SNVMissense_Mutationnovelc.627N>Tp.Lys209Asnp.K209NP00966protein_codingtolerated(0.08)possibly_damaging(0.734)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ASS1SNVMissense_Mutationnovelc.896N>Tp.Ala299Valp.A299VP00966protein_codingtolerated(0.19)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
445ASS1ENZYME, DRUG RESISTANCECHLOROQUINECHLOROQUINE27735949
445ASS1ENZYME, DRUG RESISTANCEPLATINUM COMPOUND19533750
445ASS1ENZYME, DRUG RESISTANCESodium Phenylbutyrate
445ASS1ENZYME, DRUG RESISTANCEsodium phenylbutyrate
445ASS1ENZYME, DRUG RESISTANCEsodium benzoate / sodium phenylacetate
445ASS1ENZYME, DRUG RESISTANCEPEGARGIMINASEPEGARGIMINASE27735949
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