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: CPSF4

Gene summary for CPSF4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CPSF4

Gene ID

10898

Gene namecleavage and polyadenylation specific factor 4
Gene AliasCPSF30
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

O95639


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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
10898CPSF4LZE7THumanEsophagusESCC2.32e-031.11e-010.0667
10898CPSF4LZE22THumanEsophagusESCC1.68e-021.45e-010.068
10898CPSF4LZE24THumanEsophagusESCC1.91e-065.87e-020.0596
10898CPSF4P1T-EHumanEsophagusESCC1.72e-052.48e-010.0875
10898CPSF4P2T-EHumanEsophagusESCC1.09e-345.49e-010.1177
10898CPSF4P4T-EHumanEsophagusESCC5.20e-152.98e-010.1323
10898CPSF4P5T-EHumanEsophagusESCC2.85e-082.40e-010.1327
10898CPSF4P8T-EHumanEsophagusESCC4.55e-043.55e-020.0889
10898CPSF4P9T-EHumanEsophagusESCC1.59e-081.61e-010.1131
10898CPSF4P10T-EHumanEsophagusESCC1.54e-152.23e-010.116
10898CPSF4P11T-EHumanEsophagusESCC7.83e-052.47e-010.1426
10898CPSF4P12T-EHumanEsophagusESCC1.38e-194.30e-010.1122
10898CPSF4P15T-EHumanEsophagusESCC1.98e-234.69e-010.1149
10898CPSF4P16T-EHumanEsophagusESCC6.71e-163.24e-010.1153
10898CPSF4P17T-EHumanEsophagusESCC6.68e-093.25e-010.1278
10898CPSF4P19T-EHumanEsophagusESCC1.92e-042.97e-010.1662
10898CPSF4P20T-EHumanEsophagusESCC3.99e-305.56e-010.1124
10898CPSF4P21T-EHumanEsophagusESCC1.23e-112.02e-010.1617
10898CPSF4P22T-EHumanEsophagusESCC1.24e-081.70e-010.1236
10898CPSF4P23T-EHumanEsophagusESCC2.03e-224.84e-010.108
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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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:00063793EsophagusESCCmRNA cleavage17/855222/187232.60e-031.11e-0217
GO:00987872EsophagusESCCmRNA cleavage involved in mRNA processing11/855214/187231.30e-024.27e-0211
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
hsa0516425EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa0301524EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0516435EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa0301534EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0301521LiverHCCmRNA surveillance pathway66/402097/84653.16e-051.88e-041.04e-0466
hsa0516421LiverHCCInfluenza A101/4020171/84651.41e-035.07e-032.82e-03101
hsa0301531LiverHCCmRNA surveillance pathway66/402097/84653.16e-051.88e-041.04e-0466
hsa0516431LiverHCCInfluenza A101/4020171/84651.41e-035.07e-032.82e-03101
hsa030158Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa0516418Oral cavityOSCCInfluenza A116/3704171/84651.23e-101.78e-099.08e-10116
hsa0301513Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa0516419Oral cavityOSCCInfluenza A116/3704171/84651.23e-101.78e-099.08e-10116
hsa0516424Oral cavityLPInfluenza A80/2418171/84652.56e-073.41e-062.20e-0680
hsa0301523Oral cavityLPmRNA surveillance pathway50/241897/84651.39e-061.50e-059.66e-0650
hsa0516434Oral cavityLPInfluenza A80/2418171/84652.56e-073.41e-062.20e-0680
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
CPSF4PERIColorectumADJRGL2,TRIM65,KCTD20, etc.4.27e-02The 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.
CPSF4INCAFPancreasHealthyPROX1,FAM117B,GEN1, etc.1.81e-02The 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.
∗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
CPSF4SNVMissense_Mutationc.296N>Cp.Tyr99Serp.Y99SO95639protein_codingdeleterious(0)probably_damaging(0.944)TCGA-A2-A04U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CPSF4SNVMissense_Mutationc.763N>Ap.Ala255Thrp.A255TO95639protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-A7-A0CD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CPSF4SNVMissense_Mutationrs200506342c.503N>Ap.Arg168Glnp.R168QO95639protein_codingtolerated(0.11)possibly_damaging(0.541)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CPSF4SNVMissense_Mutationrs201226770c.148G>Ap.Gly50Serp.G50SO95639protein_codingtolerated(0.71)benign(0.003)TCGA-PL-A8LV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CPSF4SNVMissense_Mutationc.49A>Gp.Ile17Valp.I17VO95639protein_codingtolerated(0.62)benign(0)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CPSF4SNVMissense_Mutationrs766880581c.40N>Ap.Asp14Asnp.D14NO95639protein_codingtolerated(0.06)benign(0.077)TCGA-IR-A3LB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CPSF4SNVMissense_Mutationnovelc.358N>Cp.Lys120Glnp.K120QO95639protein_codingdeleterious(0.01)probably_damaging(0.957)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CPSF4SNVMissense_Mutationc.296A>Gp.Tyr99Cysp.Y99CO95639protein_codingdeleterious(0)benign(0.366)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CPSF4SNVMissense_Mutationnovelc.270N>Tp.Met90Ilep.M90IO95639protein_codingtolerated(0.08)benign(0.022)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CPSF4SNVMissense_Mutationc.217N>Tp.Arg73Cysp.R73CO95639protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6306-01Colorectumcolon adenocarcinomaMale>=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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