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: INTS12

Gene summary for INTS12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

INTS12

Gene ID

57117

Gene nameintegrator complex subunit 12
Gene AliasINT12
Cytomap4q24
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024RDK4


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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
57117INTS12LZE4THumanEsophagusESCC5.45e-112.75e-010.0811
57117INTS12LZE8THumanEsophagusESCC7.12e-031.47e-010.067
57117INTS12LZE22THumanEsophagusESCC3.92e-031.80e-010.068
57117INTS12LZE24THumanEsophagusESCC3.23e-122.16e-010.0596
57117INTS12LZE6THumanEsophagusESCC4.96e-051.45e-010.0845
57117INTS12P1T-EHumanEsophagusESCC3.02e-042.88e-010.0875
57117INTS12P2T-EHumanEsophagusESCC8.30e-284.54e-010.1177
57117INTS12P4T-EHumanEsophagusESCC3.35e-255.42e-010.1323
57117INTS12P5T-EHumanEsophagusESCC1.19e-091.82e-010.1327
57117INTS12P8T-EHumanEsophagusESCC2.55e-151.92e-010.0889
57117INTS12P9T-EHumanEsophagusESCC4.78e-071.20e-010.1131
57117INTS12P10T-EHumanEsophagusESCC1.87e-182.35e-010.116
57117INTS12P11T-EHumanEsophagusESCC1.24e-143.85e-010.1426
57117INTS12P12T-EHumanEsophagusESCC2.80e-193.37e-010.1122
57117INTS12P15T-EHumanEsophagusESCC1.08e-193.19e-010.1149
57117INTS12P16T-EHumanEsophagusESCC8.65e-163.53e-010.1153
57117INTS12P17T-EHumanEsophagusESCC1.77e-103.30e-010.1278
57117INTS12P19T-EHumanEsophagusESCC5.25e-052.40e-010.1662
57117INTS12P20T-EHumanEsophagusESCC6.45e-203.26e-010.1124
57117INTS12P21T-EHumanEsophagusESCC5.88e-122.90e-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
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
∗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
GO:00311233EsophagusESCCRNA 3'-end processing76/8552116/187231.25e-051.15e-0476
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: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
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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
INTS12SNVMissense_Mutationc.851C>Gp.Ser284Trpp.S284WQ96CB8protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-A2-A0YM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
INTS12SNVMissense_Mutationnovelc.122N>Ap.Arg41Glnp.R41QQ96CB8protein_codingtolerated(0.32)benign(0.401)TCGA-A7-A6VW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
INTS12SNVMissense_Mutationc.507N>Ap.Met169Ilep.M169IQ96CB8protein_codingdeleterious(0.03)benign(0.005)TCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
INTS12SNVMissense_Mutationc.1168C>Tp.Pro390Serp.P390SQ96CB8protein_codingtolerated_low_confidence(0.06)benign(0.236)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
INTS12SNVMissense_Mutationc.328N>Ap.Glu110Lysp.E110KQ96CB8protein_codingtolerated(0.07)benign(0.005)TCGA-E9-A22E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphaneSD
INTS12insertionNonsense_Mutationnovelc.332_333insCTTTTAAATCTGTTATGTTGTAACp.Gly111_Val112insPheTerIleCysTyrValValThrp.G111_V112insF*ICYVVTQ96CB8protein_codingTCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
INTS12insertionFrame_Shift_Insnovelc.191_192insAp.Asn64LysfsTer5p.N64Kfs*5Q96CB8protein_codingTCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
INTS12SNVMissense_Mutationc.804N>Tp.Lys268Asnp.K268NQ96CB8protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
INTS12SNVMissense_Mutationnovelc.1000N>Gp.Thr334Alap.T334AQ96CB8protein_codingdeleterious_low_confidence(0.04)benign(0.058)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
INTS12SNVMissense_Mutationnovelc.1123C>Tp.Arg375Cysp.R375CQ96CB8protein_codingdeleterious_low_confidence(0)possibly_damaging(0.513)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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