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: INTS6

Gene summary for INTS6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

INTS6

Gene ID

26512

Gene nameintegrator complex subunit 6
Gene AliasDBI-1
Cytomap13q14.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9UL03


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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
26512INTS6HTA11_3410_2000001011HumanColorectumAD2.97e-09-4.65e-010.0155
26512INTS6HTA11_866_3004761011HumanColorectumAD7.87e-05-4.45e-010.096
26512INTS6HTA11_7696_3000711011HumanColorectumAD1.45e-08-4.53e-010.0674
26512INTS6HTA11_99999974143_84620HumanColorectumMSS4.71e-09-4.48e-010.3005
26512INTS6A001-C-207HumanColorectumFAP3.14e-02-3.42e-010.1278
26512INTS6A015-C-203HumanColorectumFAP3.22e-19-4.77e-01-0.1294
26512INTS6A015-C-204HumanColorectumFAP6.46e-05-4.28e-01-0.0228
26512INTS6A002-C-201HumanColorectumFAP4.93e-09-4.07e-010.0324
26512INTS6A002-C-203HumanColorectumFAP8.35e-05-2.81e-010.2786
26512INTS6A001-C-119HumanColorectumFAP4.18e-06-4.59e-01-0.1557
26512INTS6A001-C-108HumanColorectumFAP5.67e-14-4.11e-01-0.0272
26512INTS6A002-C-205HumanColorectumFAP4.28e-16-5.14e-01-0.1236
26512INTS6A001-C-104HumanColorectumFAP9.47e-04-3.50e-010.0184
26512INTS6A015-C-006HumanColorectumFAP1.79e-07-4.05e-01-0.0994
26512INTS6A015-C-106HumanColorectumFAP1.98e-07-3.91e-01-0.0511
26512INTS6A002-C-114HumanColorectumFAP4.11e-10-3.62e-01-0.1561
26512INTS6A015-C-104HumanColorectumFAP2.52e-19-4.41e-01-0.1899
26512INTS6A001-C-014HumanColorectumFAP1.93e-10-3.84e-010.0135
26512INTS6A002-C-016HumanColorectumFAP3.37e-10-3.77e-010.0521
26512INTS6A015-C-002HumanColorectumFAP2.82e-07-4.32e-01-0.0763
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00344707EndometriumAEHncRNA processing62/2100395/187233.93e-032.65e-0262
GO:003447012EndometriumEECncRNA processing63/2168395/187235.20e-033.26e-0263
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:00311233EsophagusESCCRNA 3'-end processing76/8552116/187231.25e-051.15e-0476
GO:00344704LiverNAFLDncRNA processing57/1882395/187233.34e-032.93e-0257
GO:00344701LiverCirrhoticncRNA processing158/4634395/187231.09e-116.96e-10158
GO:00346603LiverCirrhoticncRNA metabolic process173/4634485/187233.64e-081.21e-06173
GO:0031123LiverCirrhoticRNA 3'-end processing42/4634116/187233.85e-032.10e-0242
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:00311231LiverHCCRNA 3'-end processing81/7958116/187232.27e-096.32e-0881
GO:00344703LiverCystncRNA processing25/496395/187235.78e-053.01e-0325
GO:00346602LiverCystncRNA metabolic process28/496485/187231.05e-044.67e-0328
GO:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:00311232Oral cavityOSCCRNA 3'-end processing75/7305116/187231.93e-083.79e-0775
GO:003447014Oral cavityLPncRNA processing184/4623395/187231.20e-213.12e-19184
GO:003466011Oral cavityLPncRNA metabolic process205/4623485/187236.46e-181.09e-15205
GO:003112311Oral cavityLPRNA 3'-end processing48/4623116/187235.51e-057.58e-0448
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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
INTS6SNVMissense_Mutationnovelc.1481N>Tp.Ser494Leup.S494LQ9UL03protein_codingdeleterious(0.01)probably_damaging(0.947)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
INTS6SNVMissense_Mutationc.164N>Cp.Phe55Serp.F55SQ9UL03protein_codingdeleterious(0.05)benign(0.007)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
INTS6SNVMissense_Mutationc.2059N>Gp.Thr687Alap.T687AQ9UL03protein_codingtolerated(0.53)benign(0)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
INTS6SNVMissense_Mutationc.1237N>Cp.Glu413Glnp.E413QQ9UL03protein_codingtolerated(0.27)possibly_damaging(0.809)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
INTS6SNVMissense_Mutationnovelc.1153N>Gp.Asn385Aspp.N385DQ9UL03protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
INTS6SNVMissense_Mutationc.520N>Tp.Arg174Trpp.R174WQ9UL03protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
INTS6SNVMissense_Mutationc.1904T>Gp.Val635Glyp.V635GQ9UL03protein_codingdeleterious(0.01)possibly_damaging(0.843)TCGA-AO-A1KR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
INTS6SNVMissense_Mutationc.902N>Ap.Arg301Hisp.R301HQ9UL03protein_codingdeleterious(0.01)benign(0.433)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
INTS6SNVMissense_Mutationc.1653T>Ap.Asn551Lysp.N551KQ9UL03protein_codingtolerated(0.57)benign(0.206)TCGA-E2-A1IO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
INTS6SNVMissense_Mutationc.1903N>Cp.Val635Leup.V635LQ9UL03protein_codingtolerated(0.11)benign(0.056)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
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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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