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: INTS1

Gene summary for INTS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

INTS1

Gene ID

26173

Gene nameintegrator complex subunit 1
Gene AliasINT1
Cytomap7p22.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q8N201


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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
26173INTS1LZE4THumanEsophagusESCC1.14e-047.87e-020.0811
26173INTS1LZE7THumanEsophagusESCC1.51e-032.42e-010.0667
26173INTS1LZE8THumanEsophagusESCC1.70e-049.09e-020.067
26173INTS1LZE20THumanEsophagusESCC1.70e-028.87e-020.0662
26173INTS1LZE22THumanEsophagusESCC2.26e-022.10e-010.068
26173INTS1LZE24THumanEsophagusESCC7.58e-112.37e-010.0596
26173INTS1P1T-EHumanEsophagusESCC7.72e-174.53e-010.0875
26173INTS1P2T-EHumanEsophagusESCC1.15e-153.31e-010.1177
26173INTS1P4T-EHumanEsophagusESCC8.16e-101.35e-010.1323
26173INTS1P5T-EHumanEsophagusESCC1.28e-049.13e-020.1327
26173INTS1P8T-EHumanEsophagusESCC3.92e-152.29e-010.0889
26173INTS1P9T-EHumanEsophagusESCC2.03e-142.36e-010.1131
26173INTS1P10T-EHumanEsophagusESCC6.37e-152.79e-010.116
26173INTS1P11T-EHumanEsophagusESCC6.94e-052.38e-010.1426
26173INTS1P12T-EHumanEsophagusESCC4.10e-152.21e-010.1122
26173INTS1P15T-EHumanEsophagusESCC8.78e-101.83e-010.1149
26173INTS1P16T-EHumanEsophagusESCC4.07e-182.26e-010.1153
26173INTS1P17T-EHumanEsophagusESCC6.06e-155.43e-010.1278
26173INTS1P20T-EHumanEsophagusESCC3.38e-081.36e-010.1124
26173INTS1P21T-EHumanEsophagusESCC2.35e-152.46e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:003447010EsophagusHGINncRNA processing97/2587395/187235.92e-093.90e-0797
GO:00346606EsophagusHGINncRNA metabolic process104/2587485/187232.26e-068.23e-05104
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:00905013EsophagusESCCRNA phosphodiester bond hydrolysis110/8552152/187231.95e-116.81e-10110
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:00311233EsophagusESCCRNA 3'-end processing76/8552116/187231.25e-051.15e-0476
GO:00905023EsophagusESCCRNA phosphodiester bond hydrolysis, endonucleolytic55/855282/187237.34e-055.51e-0455
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:00905011LiverHCCRNA phosphodiester bond hydrolysis101/7958152/187231.99e-095.63e-08101
GO:00311231LiverHCCRNA 3'-end processing81/7958116/187232.27e-096.32e-0881
GO:0090305LiverHCCnucleic acid phosphodiester bond hydrolysis152/7958261/187231.90e-073.46e-06152
GO:0090502LiverHCCRNA phosphodiester bond hydrolysis, endonucleolytic52/795882/187231.06e-049.08e-0452
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:00344708ProstateBPHncRNA processing84/3107395/187238.44e-033.64e-0284
GO:003447013ProstateTumorncRNA processing94/3246395/187236.02e-044.31e-0394
GO:003447017SkincSCCncRNA processing215/4864395/187236.83e-344.28e-31215
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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
INTS1SNVMissense_Mutationrs774102668c.1726N>Tp.Arg576Cysp.R576CQ8N201protein_codingdeleterious(0)probably_damaging(0.925)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
INTS1SNVMissense_Mutationnovelc.169N>Tp.Arg57Cysp.R57CQ8N201protein_codingdeleterious(0)probably_damaging(0.991)TCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
INTS1SNVMissense_Mutationc.1545N>Ap.Phe515Leup.F515LQ8N201protein_codingtolerated(0.19)benign(0.015)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
INTS1SNVMissense_Mutationc.442N>Gp.Gln148Glup.Q148EQ8N201protein_codingtolerated(0.17)possibly_damaging(0.503)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
INTS1SNVMissense_Mutationc.2951T>Cp.Val984Alap.V984AQ8N201protein_codingtolerated(0.4)benign(0.076)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
INTS1SNVMissense_Mutationnovelc.572N>Gp.Asp191Glyp.D191GQ8N201protein_codingdeleterious(0)probably_damaging(0.982)TCGA-E2-A15M-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
INTS1SNVMissense_Mutationnovelc.3694N>Cp.Val1232Leup.V1232LQ8N201protein_codingdeleterious(0.02)possibly_damaging(0.845)TCGA-LL-A441-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
INTS1SNVMissense_Mutationnovelc.2734G>Ap.Glu912Lysp.E912KQ8N201protein_codingdeleterious(0)probably_damaging(0.995)TCGA-LL-A5YL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
INTS1insertionFrame_Shift_Insnovelc.2090_2091insCCTGGACAp.Arg698LeufsTer7p.R698Lfs*7Q8N201protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
INTS1insertionIn_Frame_Insnovelc.177_178insCTCTGTGTAp.Arg59_Asp60insLeuCysValp.R59_D60insLCVQ8N201protein_codingTCGA-AN-A03X-01Breastbreast invasive 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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