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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
57117INTS12P22T-EHumanEsophagusESCC8.22e-202.14e-010.1236
57117INTS12P23T-EHumanEsophagusESCC1.44e-163.52e-010.108
57117INTS12P24T-EHumanEsophagusESCC3.98e-163.18e-010.1287
57117INTS12P26T-EHumanEsophagusESCC5.76e-385.85e-010.1276
57117INTS12P27T-EHumanEsophagusESCC1.22e-112.70e-010.1055
57117INTS12P28T-EHumanEsophagusESCC6.67e-121.99e-010.1149
57117INTS12P30T-EHumanEsophagusESCC1.33e-114.07e-010.137
57117INTS12P31T-EHumanEsophagusESCC1.06e-213.14e-010.1251
57117INTS12P32T-EHumanEsophagusESCC4.06e-285.49e-010.1666
57117INTS12P36T-EHumanEsophagusESCC1.64e-214.93e-010.1187
57117INTS12P37T-EHumanEsophagusESCC3.47e-183.35e-010.1371
57117INTS12P38T-EHumanEsophagusESCC4.18e-113.42e-010.127
57117INTS12P39T-EHumanEsophagusESCC2.68e-091.80e-010.0894
57117INTS12P40T-EHumanEsophagusESCC1.09e-072.09e-010.109
57117INTS12P42T-EHumanEsophagusESCC5.25e-112.39e-010.1175
57117INTS12P44T-EHumanEsophagusESCC1.37e-051.31e-010.1096
57117INTS12P47T-EHumanEsophagusESCC6.37e-141.23e-010.1067
57117INTS12P48T-EHumanEsophagusESCC1.10e-131.91e-010.0959
57117INTS12P49T-EHumanEsophagusESCC3.36e-149.77e-010.1768
57117INTS12P52T-EHumanEsophagusESCC1.09e-296.13e-010.1555
Page: 1 2 3 4 5 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

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
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 2 3 4 

Top

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
Page: 1