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: PCF11

Gene summary for PCF11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCF11

Gene ID

51585

Gene namePCF11 cleavage and polyadenylation factor subunit
Gene AliasPCF11
Cytomap11q14.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

O94913


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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
51585PCF11LZE2THumanEsophagusESCC5.05e-044.76e-010.082
51585PCF11LZE4THumanEsophagusESCC2.12e-031.45e-010.0811
51585PCF11LZE5THumanEsophagusESCC7.49e-051.79e-010.0514
51585PCF11LZE8THumanEsophagusESCC1.07e-101.82e-010.067
51585PCF11LZE20THumanEsophagusESCC4.60e-071.57e-010.0662
51585PCF11LZE22THumanEsophagusESCC1.27e-041.54e-010.068
51585PCF11LZE24THumanEsophagusESCC1.33e-132.78e-010.0596
51585PCF11P1T-EHumanEsophagusESCC3.26e-033.81e-010.0875
51585PCF11P2T-EHumanEsophagusESCC2.14e-157.43e-020.1177
51585PCF11P4T-EHumanEsophagusESCC2.99e-131.93e-010.1323
51585PCF11P5T-EHumanEsophagusESCC1.82e-131.53e-010.1327
51585PCF11P8T-EHumanEsophagusESCC3.35e-101.27e-010.0889
51585PCF11P9T-EHumanEsophagusESCC2.37e-102.18e-010.1131
51585PCF11P10T-EHumanEsophagusESCC1.26e-184.94e-010.116
51585PCF11P11T-EHumanEsophagusESCC4.38e-123.01e-010.1426
51585PCF11P12T-EHumanEsophagusESCC6.08e-306.81e-010.1122
51585PCF11P15T-EHumanEsophagusESCC1.93e-142.06e-010.1149
51585PCF11P16T-EHumanEsophagusESCC7.61e-182.30e-010.1153
51585PCF11P20T-EHumanEsophagusESCC1.41e-096.34e-020.1124
51585PCF11P21T-EHumanEsophagusESCC6.10e-203.17e-010.1617
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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
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
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
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:00063783EsophagusESCCmRNA polyadenylation33/855244/187237.30e-055.49e-0433
GO:00436313EsophagusESCCRNA polyadenylation33/855245/187231.54e-041.02e-0333
GO:00063793EsophagusESCCmRNA cleavage17/855222/187232.60e-031.11e-0217
GO:00063532EsophagusESCCDNA-templated transcription, termination15/855221/187231.54e-024.96e-0215
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:00063782Oral cavityOSCCmRNA polyadenylation34/730544/187232.63e-074.10e-0634
GO:00903052Oral cavityOSCCnucleic acid phosphodiester bond hydrolysis142/7305261/187232.90e-074.43e-06142
GO:00436312Oral cavityOSCCRNA polyadenylation34/730545/187236.73e-079.53e-0634
GO:00063792Oral cavityOSCCmRNA cleavage18/730522/187235.05e-054.23e-0418
GO:0006353ProstateBPHDNA-templated transcription, termination9/310721/187234.10e-032.03e-029
GO:00063781ProstateBPHmRNA polyadenylation14/310744/187239.52e-034.03e-0214
GO:00436311ProstateBPHRNA polyadenylation14/310745/187231.18e-024.76e-0214
GO:00063531ProstateTumorDNA-templated transcription, termination9/324621/187235.54e-032.61e-029
GO:00311234SkincSCCRNA 3'-end processing58/4864116/187232.47e-086.89e-0758
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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
hsa030158Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa0301513Oral cavityOSCCmRNA surveillance pathway75/370497/84651.30e-112.01e-101.02e-1075
hsa030155ProstateBPHmRNA surveillance pathway32/171897/84652.20e-038.63e-035.34e-0332
hsa0301512ProstateBPHmRNA surveillance pathway32/171897/84652.20e-038.63e-035.34e-0332
hsa0301522ProstateTumormRNA surveillance pathway33/179197/84652.18e-038.60e-035.33e-0333
hsa0301532ProstateTumormRNA surveillance pathway33/179197/84652.18e-038.60e-035.33e-0333
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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
PCF11SNVMissense_Mutationc.712N>Tp.Leu238Phep.L238FO94913protein_codingtolerated(0.36)probably_damaging(0.994)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PCF11SNVMissense_Mutationc.3118N>Cp.Asp1040Hisp.D1040HO94913protein_codingdeleterious(0)benign(0.224)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PCF11SNVMissense_Mutationc.1382C>Gp.Thr461Argp.T461RO94913protein_codingtolerated(0.13)benign(0.069)TCGA-A8-A076-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
PCF11SNVMissense_Mutationc.1571C>Tp.Ser524Phep.S524FO94913protein_codingtolerated(0.18)benign(0.212)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PCF11SNVMissense_Mutationc.712C>Gp.Leu238Valp.L238VO94913protein_codingtolerated(0.2)probably_damaging(0.978)TCGA-AC-A2B8-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapychemoPD
PCF11SNVMissense_Mutationc.4539N>Tp.Glu1513Aspp.E1513DO94913protein_codingdeleterious(0.02)probably_damaging(0.956)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PCF11SNVMissense_Mutationnovelc.2291G>Ap.Gly764Aspp.G764DO94913protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PCF11SNVMissense_Mutationc.1756G>Ap.Glu586Lysp.E586KO94913protein_codingtolerated(0.13)benign(0.129)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PCF11SNVMissense_Mutationc.1571C>Gp.Ser524Cysp.S524CO94913protein_codingtolerated(0.13)possibly_damaging(0.527)TCGA-VS-A950-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
PCF11insertionFrame_Shift_Insnovelc.4613_4614insTTp.Ile1539SerfsTer2p.I1539Sfs*2O94913protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
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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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