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: IST1

Gene summary for IST1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IST1

Gene ID

9798

Gene nameIST1 factor associated with ESCRT-III
Gene AliasCHMP8
Cytomap16q22.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P53990


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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
9798IST1HTA11_1938_2000001011HumanColorectumAD6.80e-033.49e-01-0.0811
9798IST1HTA11_347_2000001011HumanColorectumAD5.74e-074.35e-01-0.1954
9798IST1HTA11_696_2000001011HumanColorectumAD2.47e-032.98e-01-0.1464
9798IST1HTA11_866_3004761011HumanColorectumAD1.04e-054.38e-010.096
9798IST1HTA11_99999970781_79442HumanColorectumMSS2.68e-053.58e-010.294
9798IST1HTA11_99999971662_82457HumanColorectumMSS1.64e-125.98e-010.3859
9798IST1A015-C-203HumanColorectumFAP7.11e-137.58e-02-0.1294
9798IST1A002-C-201HumanColorectumFAP8.59e-03-1.43e-010.0324
9798IST1A001-C-108HumanColorectumFAP7.12e-04-2.75e-02-0.0272
9798IST1A002-C-205HumanColorectumFAP5.38e-06-1.50e-01-0.1236
9798IST1A015-C-006HumanColorectumFAP3.67e-03-8.64e-02-0.0994
9798IST1A015-C-106HumanColorectumFAP1.95e-032.62e-02-0.0511
9798IST1A002-C-114HumanColorectumFAP2.96e-035.11e-02-0.1561
9798IST1A015-C-104HumanColorectumFAP2.53e-101.88e-02-0.1899
9798IST1A002-C-016HumanColorectumFAP3.90e-06-5.66e-020.0521
9798IST1A015-C-002HumanColorectumFAP1.49e-02-1.41e-01-0.0763
9798IST1A001-C-203HumanColorectumFAP2.53e-033.84e-02-0.0481
9798IST1A002-C-116HumanColorectumFAP1.34e-14-7.64e-03-0.0452
9798IST1A014-C-008HumanColorectumFAP1.09e-02-1.65e-01-0.191
9798IST1A018-E-020HumanColorectumFAP1.14e-04-6.30e-02-0.2034
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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
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:001921614Oral cavityEOLPregulation of lipid metabolic process54/2218331/187239.09e-034.15e-0254
GO:0003176Oral cavityEOLPaortic valve development10/221837/187239.12e-034.15e-0210
GO:0016202Oral cavityEOLPregulation of striated muscle tissue development10/221837/187239.12e-034.15e-0210
GO:20007791Oral cavityEOLPregulation of double-strand break repair18/221885/187239.81e-034.43e-0218
GO:005077212Oral cavityEOLPpositive regulation of axonogenesis17/221879/187231.01e-024.55e-0217
GO:19013425Oral cavityEOLPregulation of vasculature development56/2218348/187231.05e-024.71e-0256
GO:004277022Oral cavityEOLPsignal transduction in response to DNA damage31/2218172/187231.11e-024.90e-0231
GO:001071711Oral cavityEOLPregulation of epithelial to mesenchymal transition20/221899/187231.14e-024.99e-0220
GO:006156414Oral cavityEOLPaxon development72/2218467/187231.14e-025.00e-0272
GO:000989633Oral cavityNEOLPpositive regulation of catabolic process111/2005492/187231.19e-144.72e-12111
GO:003133133Oral cavityNEOLPpositive regulation of cellular catabolic process97/2005427/187233.77e-131.07e-1097
GO:000166725Oral cavityNEOLPameboidal-type cell migration96/2005475/187235.16e-104.14e-0896
GO:005109833Oral cavityNEOLPregulation of binding77/2005363/187232.91e-091.76e-0777
GO:005109933Oral cavityNEOLPpositive regulation of binding46/2005173/187233.51e-092.04e-0746
GO:004593633Oral cavityNEOLPnegative regulation of phosphate metabolic process88/2005441/187235.20e-092.87e-0788
GO:003052231Oral cavityNEOLPintracellular receptor signaling pathway61/2005265/187235.22e-092.87e-0761
GO:001056333Oral cavityNEOLPnegative regulation of phosphorus metabolic process88/2005442/187235.82e-093.15e-0788
GO:004232633Oral cavityNEOLPnegative regulation of phosphorylation79/2005385/187238.76e-094.48e-0779
GO:000170132Oral cavityNEOLPin utero embryonic development76/2005367/187231.11e-085.44e-0776
GO:000150331Oral cavityNEOLPossification81/2005408/187232.67e-081.15e-0681
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa041446ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041447ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041448ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa041449ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa0414429EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144113EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa04144112Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa0414428Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
hsa0414436Oral cavityLPEndocytosis121/2418251/84651.89e-113.70e-102.38e-10121
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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
IST1SNVMissense_Mutationc.1018G>Ap.Glu340Lysp.E340KP53990protein_codingtolerated(0.14)benign(0.024)TCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
IST1SNVMissense_Mutationc.943N>Gp.Pro315Alap.P315AP53990protein_codingtolerated(0.06)benign(0.294)TCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
IST1SNVMissense_Mutationc.587T>Ap.Val196Aspp.V196DP53990protein_codingdeleterious(0)probably_damaging(0.936)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
IST1SNVMissense_Mutationnovelc.753N>Ap.Met251Ilep.M251IP53990protein_codingtolerated(0.43)benign(0)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
IST1SNVMissense_Mutationc.365N>Tp.Arg122Leup.R122LP53990protein_codingtolerated(0.07)probably_damaging(0.999)TCGA-CA-5256-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyoxaliplatinCR
IST1SNVMissense_Mutationc.976N>Tp.Pro326Serp.P326SP53990protein_codingtolerated(0.11)benign(0)TCGA-DY-A1DC-01Colorectumrectum adenocarcinomaFemale>=65I/IIChemotherapycapecitabinePR
IST1SNVMissense_Mutationc.974N>Gp.Leu325Argp.L325RP53990protein_codingtolerated(0.48)benign(0.006)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IST1SNVMissense_Mutationc.191N>Ap.Arg64Glnp.R64QP53990protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
IST1SNVMissense_Mutationc.82T>Gp.Leu28Valp.L28VP53990protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IST1SNVMissense_Mutationnovelc.1083N>Cp.Glu361Aspp.E361DP53990protein_codingtolerated(0.94)benign(0.007)TCGA-DD-AACJ-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownPD
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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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