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: INTS14

Gene summary for INTS14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

INTS14

Gene ID

81556

Gene nameintegrator complex subunit 14
Gene AliasC15orf44
Cytomap15q22.31
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q96SY0


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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
81556INTS14S014HumanLiverHCC2.69e-093.75e-010.2254
81556INTS14S015HumanLiverHCC1.07e-135.37e-010.2375
81556INTS14S016HumanLiverHCC1.11e-154.50e-010.2243
81556INTS14S027HumanLiverHCC8.40e-095.52e-010.2446
81556INTS14S028HumanLiverHCC2.21e-267.23e-010.2503
81556INTS14S029HumanLiverHCC1.01e-176.44e-010.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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: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
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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
INTS14SNVMissense_Mutationc.1332N>Cp.Gln444Hisp.Q444HQ96SY0protein_codingtolerated(0.83)benign(0)TCGA-A2-A0D4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
INTS14SNVMissense_Mutationc.676G>Ap.Asp226Asnp.D226NQ96SY0protein_codingtolerated(0.19)benign(0.325)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
INTS14SNVMissense_Mutationc.1091N>Cp.Arg364Thrp.R364TQ96SY0protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
INTS14SNVMissense_Mutationc.830G>Ap.Gly277Glup.G277EQ96SY0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AQ-A0Y5-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanSD
INTS14insertionFrame_Shift_Insnovelc.1091_1092insTAACTCAp.Arg364SerfsTer10p.R364Sfs*10Q96SY0protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
INTS14SNVMissense_Mutationnovelc.73G>Tp.Asp25Tyrp.D25YQ96SY0protein_codingtolerated(1)probably_damaging(0.997)TCGA-AA-3854-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
INTS14SNVMissense_Mutationnovelc.359N>Gp.Asp120Glyp.D120GQ96SY0protein_codingdeleterious(0.02)benign(0.037)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
INTS14SNVMissense_Mutationnovelc.1128N>Ap.Phe376Leup.F376LQ96SY0protein_codingtolerated(0.08)benign(0.019)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
INTS14SNVMissense_Mutationnovelc.346G>Cp.Glu116Glnp.E116QQ96SY0protein_codingtolerated(1)benign(0.005)TCGA-A5-A1OH-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycarboplatinCR
INTS14SNVMissense_Mutationnovelc.1361N>Ap.Ser454Tyrp.S454YQ96SY0protein_codingdeleterious(0)possibly_damaging(0.447)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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