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: CSTF2

Gene summary for CSTF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CSTF2

Gene ID

1478

Gene namecleavage stimulation factor subunit 2
Gene AliasCstF-64
CytomapXq22.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B3V096


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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
1478CSTF2LZE4THumanEsophagusESCC1.35e-071.89e-010.0811
1478CSTF2LZE7THumanEsophagusESCC1.80e-073.76e-010.0667
1478CSTF2LZE8THumanEsophagusESCC5.77e-041.88e-010.067
1478CSTF2LZE20THumanEsophagusESCC8.99e-083.95e-010.0662
1478CSTF2LZE24THumanEsophagusESCC1.87e-113.31e-010.0596
1478CSTF2LZE6THumanEsophagusESCC4.54e-032.12e-010.0845
1478CSTF2P1T-EHumanEsophagusESCC7.19e-105.02e-010.0875
1478CSTF2P2T-EHumanEsophagusESCC1.69e-274.55e-010.1177
1478CSTF2P4T-EHumanEsophagusESCC3.00e-144.03e-010.1323
1478CSTF2P5T-EHumanEsophagusESCC2.33e-153.05e-010.1327
1478CSTF2P8T-EHumanEsophagusESCC1.36e-273.79e-010.0889
1478CSTF2P9T-EHumanEsophagusESCC1.09e-113.21e-010.1131
1478CSTF2P10T-EHumanEsophagusESCC6.00e-162.25e-010.116
1478CSTF2P11T-EHumanEsophagusESCC4.46e-052.57e-010.1426
1478CSTF2P12T-EHumanEsophagusESCC1.65e-122.02e-010.1122
1478CSTF2P15T-EHumanEsophagusESCC9.77e-112.71e-010.1149
1478CSTF2P16T-EHumanEsophagusESCC2.26e-202.07e-010.1153
1478CSTF2P17T-EHumanEsophagusESCC4.11e-083.06e-010.1278
1478CSTF2P19T-EHumanEsophagusESCC1.28e-023.22e-010.1662
1478CSTF2P20T-EHumanEsophagusESCC3.91e-062.03e-010.1124
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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
∗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:00905013EsophagusESCCRNA phosphodiester bond hydrolysis110/8552152/187231.95e-116.81e-10110
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:003112412EsophagusESCCmRNA 3'-end processing47/855262/187231.29e-061.58e-0547
GO:00311233EsophagusESCCRNA 3'-end processing76/8552116/187231.25e-051.15e-0476
GO:00063783EsophagusESCCmRNA polyadenylation33/855244/187237.30e-055.49e-0433
GO:199009017EsophagusESCCcellular response to nerve growth factor stimulus38/855253/187231.10e-047.69e-0438
GO:00436313EsophagusESCCRNA polyadenylation33/855245/187231.54e-041.02e-0333
GO:199008916EsophagusESCCresponse to nerve growth factor39/855256/187232.44e-041.51e-0339
GO:00063793EsophagusESCCmRNA cleavage17/855222/187232.60e-031.11e-0217
GO:00987872EsophagusESCCmRNA cleavage involved in mRNA processing11/855214/187231.30e-024.27e-0211
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:0006378LiverHCCmRNA polyadenylation35/795844/187235.70e-079.03e-0635
GO:0043631LiverHCCRNA polyadenylation35/795845/187231.51e-062.15e-0535
GO:199009021LiverHCCcellular response to nerve growth factor stimulus36/795853/187231.62e-041.29e-0336
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0301524EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0301534EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
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
hsa0301523Oral cavityLPmRNA surveillance pathway50/241897/84651.39e-061.50e-059.66e-0650
hsa0301533Oral cavityLPmRNA surveillance pathway50/241897/84651.39e-061.50e-059.66e-0650
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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
CSTF2SNVMissense_Mutationnovelc.1244G>Tp.Arg415Metp.R415Mprotein_codingdeleterious(0)probably_damaging(0.962)TCGA-HN-A2NL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
CSTF2insertionIn_Frame_Insnovelc.1548_1549insTTTCTCAGATTTp.Gln516_Gly517insPheLeuArgPhep.Q516_G517insFLRFprotein_codingTCGA-A8-A08Z-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CSTF2SNVMissense_Mutationnovelc.119N>Tp.Gly40Valp.G40Vprotein_codingdeleterious(0)probably_damaging(1)TCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
CSTF2SNVMissense_Mutationnovelc.1448N>Ap.Arg483Lysp.R483Kprotein_codingdeleterious(0.01)probably_damaging(0.977)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CSTF2SNVMissense_Mutationrs139392902c.1535C>Tp.Ala512Valp.A512Vprotein_codingdeleterious(0.03)benign(0.006)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CSTF2SNVMissense_Mutationc.1157N>Tp.Gly386Valp.G386Vprotein_codingdeleterious(0)probably_damaging(1)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CSTF2SNVMissense_Mutationnovelc.40T>Cp.Ser14Prop.S14Pprotein_codingdeleterious(0)probably_damaging(0.949)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CSTF2SNVMissense_Mutationnovelc.1691T>Cp.Val564Alap.V564Aprotein_codingtolerated(0.07)probably_damaging(0.996)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CSTF2SNVMissense_Mutationc.1406C>Tp.Ala469Valp.A469Vprotein_codingtolerated_low_confidence(0.48)benign(0.178)TCGA-CK-5913-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CSTF2SNVMissense_Mutationrs767318301c.1373G>Ap.Arg458Hisp.R458Hprotein_codingtolerated_low_confidence(0.09)probably_damaging(0.996)TCGA-F4-6570-01Colorectumcolon 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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