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: CSTF2T

Gene summary for CSTF2T

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CSTF2T

Gene ID

23283

Gene namecleavage stimulation factor subunit 2 tau variant
Gene AliasCstF-64T
Cytomap10q21.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9H0L4


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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
23283CSTF2THCC1_MengHumanLiverHCC8.19e-13-1.93e-020.0246
23283CSTF2THCC2_MengHumanLiverHCC2.05e-114.30e-020.0107
23283CSTF2Tcirrhotic2HumanLiverCirrhotic1.39e-029.54e-020.0201
23283CSTF2TS014HumanLiverHCC2.86e-237.96e-010.2254
23283CSTF2TS015HumanLiverHCC2.79e-168.21e-010.2375
23283CSTF2TS016HumanLiverHCC9.01e-288.87e-010.2243
23283CSTF2TS028HumanLiverHCC3.82e-042.92e-010.2503
23283CSTF2TS029HumanLiverHCC1.23e-022.08e-010.2581
23283CSTF2TC04HumanOral cavityOSCC3.08e-033.20e-010.2633
23283CSTF2TC21HumanOral cavityOSCC3.63e-093.94e-010.2678
23283CSTF2TC30HumanOral cavityOSCC2.56e-116.76e-010.3055
23283CSTF2TC38HumanOral cavityOSCC2.90e-035.85e-010.172
23283CSTF2TC46HumanOral cavityOSCC3.15e-062.75e-010.1673
23283CSTF2TC08HumanOral cavityOSCC8.75e-162.83e-010.1919
23283CSTF2TSYSMH1HumanOral cavityOSCC1.15e-037.18e-020.1127
23283CSTF2TSYSMH2HumanOral cavityOSCC5.41e-091.54e-010.2326
23283CSTF2TSYSMH3HumanOral cavityOSCC1.37e-102.01e-010.2442
23283CSTF2TSYSMH6HumanOral cavityOSCC6.39e-056.53e-020.1275
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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
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
∗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:0090501LiverCirrhoticRNA phosphodiester bond hydrolysis54/4634152/187231.89e-031.19e-0254
GO:0031123LiverCirrhoticRNA 3'-end processing42/4634116/187233.85e-032.10e-0242
GO:0031124LiverCirrhoticmRNA 3'-end processing25/463462/187234.90e-032.56e-0225
GO:00311241LiverHCCmRNA 3'-end processing50/795862/187238.44e-102.60e-0850
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:0006379LiverHCCmRNA cleavage17/795822/187239.84e-045.70e-0317
GO:0098789LiverHCCpre-mRNA cleavage required for polyadenylation11/795813/187232.38e-031.16e-0211
GO:0098787LiverHCCmRNA cleavage involved in mRNA processing11/795814/187236.81e-032.73e-0211
GO:00311242Oral cavityOSCCmRNA 3'-end processing49/730562/187231.40e-104.14e-0949
GO:00905012Oral cavityOSCCRNA phosphodiester bond hydrolysis95/7305152/187233.65e-098.22e-0895
GO:00311232Oral cavityOSCCRNA 3'-end processing75/7305116/187231.93e-083.79e-0775
GO:00903052Oral cavityOSCCnucleic acid phosphodiester bond hydrolysis142/7305261/187232.90e-074.43e-06142
GO:00063792Oral cavityOSCCmRNA cleavage18/730522/187235.05e-054.23e-0418
GO:00987871Oral cavityOSCCmRNA cleavage involved in mRNA processing12/730514/187234.62e-042.76e-0312
GO:00987892Oral cavityOSCCpre-mRNA cleavage required for polyadenylation11/730513/187231.02e-035.29e-0311
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030154LiverCirrhoticmRNA surveillance pathway46/253097/84651.92e-041.30e-038.03e-0446
hsa0301511LiverCirrhoticmRNA surveillance pathway46/253097/84651.92e-041.30e-038.03e-0446
hsa0301521LiverHCCmRNA surveillance pathway66/402097/84653.16e-051.88e-041.04e-0466
hsa0301531LiverHCCmRNA surveillance pathway66/402097/84653.16e-051.88e-041.04e-0466
hsa030158Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa0301513Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
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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
CSTF2TSNVMissense_Mutationnovelc.1006N>Tp.Asp336Tyrp.D336YQ9H0L4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CSTF2TSNVMissense_Mutationrs750598423c.947N>Ap.Arg316Hisp.R316HQ9H0L4protein_codingtolerated(0.25)benign(0.021)TCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
CSTF2TSNVMissense_Mutationc.876N>Ap.Met292Ilep.M292IQ9H0L4protein_codingtolerated(0.37)benign(0.018)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CSTF2TSNVMissense_Mutationc.1417G>Ap.Gly473Serp.G473SQ9H0L4protein_codingtolerated_low_confidence(0.33)benign(0)TCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CSTF2TSNVMissense_Mutationnovelc.774C>Gp.Ile258Metp.I258MQ9H0L4protein_codingtolerated(1)benign(0.031)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
CSTF2TinsertionNonsense_Mutationnovelc.1605_1606insAAACAGAAAGAAAGAAAAAGAACAAAAAATAAGATTAGGTTCTAGGAGGAGGGATGCAGGGGGCAGGCATACAAGGAp.Val536LysfsTer15p.V536Kfs*15Q9H0L4protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
CSTF2TSNVMissense_Mutationnovelc.263G>Ap.Arg88Glnp.R88QQ9H0L4protein_codingdeleterious(0.02)probably_damaging(0.993)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CSTF2TSNVMissense_Mutationc.38G>Cp.Arg13Prop.R13PQ9H0L4protein_codingdeleterious(0)probably_damaging(0.951)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CSTF2TSNVMissense_Mutationnovelc.1532N>Tp.Thr511Ilep.T511IQ9H0L4protein_codingtolerated_low_confidence(0.33)benign(0)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CSTF2TSNVMissense_Mutationrs772485778c.896N>Ap.Pro299Hisp.P299HQ9H0L4protein_codingdeleterious(0)probably_damaging(0.962)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=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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