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: INTS4

Gene summary for INTS4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

INTS4

Gene ID

92105

Gene nameintegrator complex subunit 4
Gene AliasINT4
Cytomap11q14.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q96HW7


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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
92105INTS4LZE8THumanEsophagusESCC7.15e-041.66e-010.067
92105INTS4LZE24THumanEsophagusESCC2.92e-041.50e-010.0596
92105INTS4P1T-EHumanEsophagusESCC1.69e-021.50e-010.0875
92105INTS4P2T-EHumanEsophagusESCC1.04e-121.15e-010.1177
92105INTS4P4T-EHumanEsophagusESCC1.97e-041.49e-010.1323
92105INTS4P5T-EHumanEsophagusESCC1.08e-091.08e-010.1327
92105INTS4P8T-EHumanEsophagusESCC2.70e-098.96e-020.0889
92105INTS4P10T-EHumanEsophagusESCC3.56e-131.10e-010.116
92105INTS4P11T-EHumanEsophagusESCC1.81e-073.01e-010.1426
92105INTS4P12T-EHumanEsophagusESCC2.03e-152.66e-010.1122
92105INTS4P15T-EHumanEsophagusESCC1.66e-122.76e-010.1149
92105INTS4P16T-EHumanEsophagusESCC1.05e-102.46e-010.1153
92105INTS4P17T-EHumanEsophagusESCC1.48e-062.19e-010.1278
92105INTS4P19T-EHumanEsophagusESCC3.75e-022.80e-010.1662
92105INTS4P21T-EHumanEsophagusESCC2.01e-101.70e-010.1617
92105INTS4P22T-EHumanEsophagusESCC1.71e-094.18e-020.1236
92105INTS4P23T-EHumanEsophagusESCC1.29e-051.65e-010.108
92105INTS4P24T-EHumanEsophagusESCC8.95e-147.81e-020.1287
92105INTS4P26T-EHumanEsophagusESCC1.42e-109.26e-020.1276
92105INTS4P27T-EHumanEsophagusESCC1.56e-091.12e-010.1055
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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
∗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:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
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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
INTS4SNVMissense_Mutationnovelc.2299N>Ap.Ala767Thrp.A767TQ96HW7protein_codingtolerated(0.52)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
INTS4SNVMissense_Mutationnovelc.559N>Tp.Asp187Tyrp.D187YQ96HW7protein_codingdeleterious(0.03)possibly_damaging(0.659)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
INTS4SNVMissense_Mutationc.296N>Cp.Leu99Serp.L99SQ96HW7protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
INTS4SNVMissense_Mutationc.1369G>Cp.Glu457Glnp.E457QQ96HW7protein_codingtolerated(0.11)probably_damaging(0.992)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
INTS4SNVMissense_Mutationnovelc.667N>Ap.His223Asnp.H223NQ96HW7protein_codingdeleterious(0.01)benign(0.303)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
INTS4SNVMissense_Mutationnovelc.52C>Gp.Gln18Glup.Q18EQ96HW7protein_codingdeleterious(0)possibly_damaging(0.9)TCGA-XX-A89A-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
INTS4insertionFrame_Shift_Insnovelc.135dupAp.Ala46SerfsTer40p.A46Sfs*40Q96HW7protein_codingTCGA-BH-A0E9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
INTS4deletionFrame_Shift_Delnovelc.342delCp.Ile115SerfsTer13p.I115Sfs*13Q96HW7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
INTS4SNVMissense_Mutationc.2081N>Tp.Ser694Leup.S694LQ96HW7protein_codingtolerated(0.23)benign(0)TCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
INTS4SNVMissense_Mutationnovelc.2849A>Cp.Lys950Thrp.K950TQ96HW7protein_codingdeleterious(0.01)possibly_damaging(0.815)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<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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