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: CPSF3

Gene summary for CPSF3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CPSF3

Gene ID

51692

Gene namecleavage and polyadenylation specific factor 3
Gene AliasCPSF-73
Cytomap2p25.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

G5E9W3


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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
51692CPSF3LZE4THumanEsophagusESCC3.92e-103.85e-010.0811
51692CPSF3LZE7THumanEsophagusESCC1.11e-104.63e-010.0667
51692CPSF3LZE24THumanEsophagusESCC1.15e-052.06e-010.0596
51692CPSF3LZE21THumanEsophagusESCC4.81e-021.81e-010.0655
51692CPSF3P1T-EHumanEsophagusESCC9.36e-072.76e-010.0875
51692CPSF3P2T-EHumanEsophagusESCC5.77e-286.12e-010.1177
51692CPSF3P4T-EHumanEsophagusESCC3.25e-194.87e-010.1323
51692CPSF3P5T-EHumanEsophagusESCC1.36e-112.39e-010.1327
51692CPSF3P8T-EHumanEsophagusESCC4.43e-092.13e-010.0889
51692CPSF3P9T-EHumanEsophagusESCC2.68e-071.87e-010.1131
51692CPSF3P10T-EHumanEsophagusESCC3.04e-183.51e-010.116
51692CPSF3P11T-EHumanEsophagusESCC2.74e-051.79e-010.1426
51692CPSF3P12T-EHumanEsophagusESCC2.75e-213.64e-010.1122
51692CPSF3P15T-EHumanEsophagusESCC1.95e-123.23e-010.1149
51692CPSF3P16T-EHumanEsophagusESCC6.28e-102.22e-010.1153
51692CPSF3P17T-EHumanEsophagusESCC1.73e-042.27e-010.1278
51692CPSF3P20T-EHumanEsophagusESCC1.79e-113.18e-010.1124
51692CPSF3P21T-EHumanEsophagusESCC9.93e-214.33e-010.1617
51692CPSF3P22T-EHumanEsophagusESCC1.12e-244.26e-010.1236
51692CPSF3P23T-EHumanEsophagusESCC6.38e-154.54e-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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:00905033EsophagusESCCRNA phosphodiester bond hydrolysis, exonucleolytic35/855242/187235.35e-077.11e-0635
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:00905023EsophagusESCCRNA phosphodiester bond hydrolysis, endonucleolytic55/855282/187237.34e-055.51e-0455
GO:00436313EsophagusESCCRNA polyadenylation33/855245/187231.54e-041.02e-0333
GO:00063793EsophagusESCCmRNA cleavage17/855222/187232.60e-031.11e-0217
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:0090502LiverHCCRNA phosphodiester bond hydrolysis, endonucleolytic52/795882/187231.06e-049.08e-0452
GO:00905031LiverHCCRNA phosphodiester bond hydrolysis, exonucleolytic29/795842/187234.57e-043.04e-0329
GO:0006379LiverHCCmRNA cleavage17/795822/187239.84e-045.70e-0317
GO:0008334LiverHCChistone mRNA metabolic process13/795817/187234.77e-032.02e-0213
GO:00311242Oral cavityOSCCmRNA 3'-end processing49/730562/187231.40e-104.14e-0949
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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
CPSF3SNVMissense_Mutationc.1800N>Tp.Lys600Asnp.K600NQ9UKF6protein_codingtolerated(0.46)benign(0.001)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CPSF3SNVMissense_Mutationnovelc.1903N>Ap.Leu635Ilep.L635IQ9UKF6protein_codingtolerated(0.22)benign(0.007)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CPSF3SNVMissense_Mutationc.1620A>Cp.Leu540Phep.L540FQ9UKF6protein_codingtolerated(0.46)benign(0.013)TCGA-BH-A1EN-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CPSF3SNVMissense_Mutationc.1969N>Cp.Glu657Glnp.E657QQ9UKF6protein_codingtolerated(0.27)benign(0.097)TCGA-BH-A1FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CPSF3SNVMissense_Mutationnovelc.289N>Gp.His97Aspp.H97DQ9UKF6protein_codingdeleterious(0)probably_damaging(0.947)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
CPSF3insertionFrame_Shift_Insnovelc.171_172insCCTCAAGCAGTATCTGTCAp.Leu58ProfsTer9p.L58Pfs*9Q9UKF6protein_codingTCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
CPSF3insertionFrame_Shift_Insnovelc.173_174insACCTCACGCACCTTCATGTTTTCTGp.Ile59ProfsTer10p.I59Pfs*10Q9UKF6protein_codingTCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
CPSF3deletionFrame_Shift_Delc.1654delNp.Asn553IlefsTer4p.N553Ifs*4Q9UKF6protein_codingTCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CPSF3insertionFrame_Shift_Insnovelc.451_452insGp.Phe151CysfsTer18p.F151Cfs*18Q9UKF6protein_codingTCGA-AO-A0J5-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonatezoledronicPD
CPSF3insertionNonsense_Mutationnovelc.452_453insACATTGTAAAAAAGTGTAAGTTTATTGGACp.Phe151delinsLeuHisCysLysLysValTerValTyrTrpThrp.F151delinsLHCKKV*VYWTQ9UKF6protein_codingTCGA-AO-A0J5-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonatezoledronicPD
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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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