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: ISOC2

Gene summary for ISOC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ISOC2

Gene ID

79763

Gene nameisochorismatase domain containing 2
Gene AliasISOC2
Cytomap19q13.42
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q96AB3


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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
79763ISOC2C57HumanOral cavityOSCC7.05e-118.86e-010.1679
79763ISOC2C06HumanOral cavityOSCC3.90e-152.35e+000.2699
79763ISOC2C07HumanOral cavityOSCC5.79e-071.25e+000.2491
79763ISOC2C08HumanOral cavityOSCC3.83e-358.43e-010.1919
79763ISOC2C09HumanOral cavityOSCC4.73e-341.05e+000.1431
79763ISOC2LN22HumanOral cavityOSCC9.12e-061.27e+000.1733
79763ISOC2LN38HumanOral cavityOSCC3.66e-061.52e+000.168
79763ISOC2LN46HumanOral cavityOSCC2.35e-201.04e+000.1666
79763ISOC2LP15HumanOral cavityLP8.64e-101.37e+000.2174
79763ISOC2LP17HumanOral cavityLP2.79e-071.44e+000.2349
79763ISOC2SYSMH1HumanOral cavityOSCC1.27e-104.29e-010.1127
79763ISOC2SYSMH2HumanOral cavityOSCC6.03e-331.22e+000.2326
79763ISOC2SYSMH3HumanOral cavityOSCC5.89e-481.57e+000.2442
79763ISOC2SYSMH4HumanOral cavityOSCC6.16e-143.16e-010.1226
79763ISOC2SYSMH5HumanOral cavityOSCC4.25e-145.65e-010.0647
79763ISOC2SYSMH6HumanOral cavityOSCC1.64e-167.06e-010.1275
79763ISOC2P4_S8_cSCCHumanSkincSCC1.26e-111.89e-01-0.3095
79763ISOC2P5_S10_cSCCHumanSkincSCC2.41e-046.19e-02-0.299
79763ISOC2P1_cSCCHumanSkincSCC3.83e-451.46e+000.0292
79763ISOC2P2_cSCCHumanSkincSCC3.77e-409.79e-01-0.024
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:003164714BreastIDCregulation of protein stability50/1434298/187231.14e-076.57e-0650
GO:003164724BreastDCISregulation of protein stability51/1390298/187231.63e-081.15e-0651
GO:0031647ColorectumADregulation of protein stability108/3918298/187236.33e-105.08e-08108
GO:00316471ColorectumSERregulation of protein stability86/2897298/187232.56e-092.42e-0786
GO:00316472ColorectumMSSregulation of protein stability103/3467298/187232.52e-113.49e-09103
GO:003164727EsophagusHGINregulation of protein stability96/2587298/187232.21e-165.76e-1496
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:00316486EsophagusESCCprotein destabilization33/855246/187233.06e-041.83e-0333
GO:003164712LiverCirrhoticregulation of protein stability144/4634298/187236.74e-191.28e-16144
GO:00316481LiverCirrhoticprotein destabilization20/463446/187234.15e-032.22e-0220
GO:003164722LiverHCCregulation of protein stability211/7958298/187232.29e-235.01e-21211
GO:00316482LiverHCCprotein destabilization29/795846/187233.95e-031.74e-0229
GO:003164720Oral cavityOSCCregulation of protein stability193/7305298/187231.30e-191.95e-17193
GO:00316485Oral cavityOSCCprotein destabilization29/730546/187238.26e-044.38e-0329
GO:0031647110Oral cavityLPregulation of protein stability132/4623298/187238.16e-147.99e-12132
GO:003164729SkincSCCregulation of protein stability144/4864298/187236.51e-176.80e-15144
GO:0031647113ThyroidPTCregulation of protein stability174/5968298/187232.05e-214.05e-19174
GO:003164734ThyroidATCregulation of protein stability177/6293298/187234.08e-206.46e-18177
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
ISOC2SNVMissense_Mutationc.293N>Tp.Arg98Leup.R98LQ96AB3protein_codingtolerated(0.71)benign(0.006)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ISOC2SNVMissense_Mutationrs561051209c.83G>Ap.Arg28Hisp.R28HQ96AB3protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AA-A024-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ISOC2SNVMissense_Mutationnovelc.622N>Ap.Gly208Argp.G208RQ96AB3protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ISOC2SNVMissense_Mutationrs537689871c.464N>Ap.Arg155Hisp.R155HQ96AB3protein_codingdeleterious(0.02)benign(0.16)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ISOC2SNVMissense_Mutationrs561051209c.83G>Ap.Arg28Hisp.R28HQ96AB3protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
ISOC2SNVMissense_Mutationnovelc.138N>Tp.Lys46Asnp.K46NQ96AB3protein_codingdeleterious(0.04)benign(0.161)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
ISOC2SNVMissense_Mutationnovelc.190N>Tp.Gly64Cysp.G64CQ96AB3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A3FS-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ISOC2SNVMissense_Mutationnovelc.398N>Gp.Asn133Serp.N133SQ96AB3protein_codingtolerated(0.26)benign(0.003)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ISOC2SNVMissense_Mutationc.535N>Tp.Gly179Trpp.G179WQ96AB3protein_codingdeleterious(0.01)probably_damaging(0.915)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
ISOC2SNVMissense_Mutationnovelc.646N>Ap.Gln216Lysp.Q216KQ96AB3protein_codingtolerated_low_confidence(0.16)benign(0.007)TCGA-FI-A2D6-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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