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: PCLAF

Gene summary for PCLAF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCLAF

Gene ID

9768

Gene namePCNA clamp associated factor
Gene AliasKIAA0101
Cytomap15q22.31
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q15004


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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
9768PCLAFGSM4909281HumanBreastIDC7.06e-103.84e-010.21
9768PCLAFGSM4909282HumanBreastIDC2.21e-791.42e+00-0.0288
9768PCLAFGSM4909285HumanBreastIDC1.84e-164.23e-010.21
9768PCLAFGSM4909287HumanBreastIDC4.94e-022.36e-010.2057
9768PCLAFGSM4909290HumanBreastIDC4.51e-053.61e-010.2096
9768PCLAFGSM4909291HumanBreastIDC2.91e-105.74e-010.1753
9768PCLAFGSM4909296HumanBreastIDC3.72e-083.89e-010.1524
9768PCLAFGSM4909304HumanBreastIDC1.97e-042.29e-010.1636
9768PCLAFGSM4909307HumanBreastIDC9.61e-053.47e-010.1569
9768PCLAFGSM4909308HumanBreastIDC1.90e-165.91e-010.158
9768PCLAFM1HumanBreastIDC3.23e-021.59e-010.1577
9768PCLAFM2HumanBreastIDC1.40e-025.09e-010.21
9768PCLAFNCCBC5HumanBreastDCIS1.22e-023.49e-010.2046
9768PCLAFAEH-subject3HumanEndometriumAEH3.29e-021.24e-01-0.2576
9768PCLAFAEH-subject5HumanEndometriumAEH1.75e-041.43e-01-0.2953
9768PCLAFEEC-subject1HumanEndometriumEEC1.82e-051.67e-01-0.2682
9768PCLAFEEC-subject5HumanEndometriumEEC4.06e-072.67e-01-0.249
9768PCLAFGSM5276935HumanEndometriumEEC8.15e-112.28e-01-0.123
9768PCLAFGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC7.55e-083.96e-01-0.1869
9768PCLAFGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.85e-053.46e-01-0.1875
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:000931412BreastIDCresponse to radiation62/1434456/187236.91e-062.10e-0462
GO:00718976BreastIDCDNA biosynthetic process26/1434180/187231.28e-031.35e-0226
GO:000931422BreastDCISresponse to radiation62/1390456/187232.56e-068.87e-0562
GO:007189712BreastDCISDNA biosynthetic process24/1390180/187233.74e-033.01e-0224
GO:00094111BreastDCISresponse to UV20/1390149/187237.13e-034.85e-0220
GO:00718977EndometriumAEHDNA biosynthetic process37/2100180/187231.87e-042.39e-0337
GO:000931410EndometriumAEHresponse to radiation70/2100456/187233.99e-032.68e-0270
GO:007189713EndometriumEECDNA biosynthetic process39/2168180/187237.68e-051.11e-0339
GO:000931413EndometriumEECresponse to radiation71/2168456/187235.69e-033.42e-0271
GO:000941113EsophagusESCCresponse to UV115/8552149/187233.29e-151.93e-13115
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:007189716EsophagusESCCDNA biosynthetic process127/8552180/187231.04e-113.85e-10127
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:00070982EsophagusESCCcentrosome cycle85/8552130/187234.41e-064.69e-0585
GO:00310233EsophagusESCCmicrotubule organizing center organization92/8552143/187235.04e-065.31e-0592
GO:00063012EsophagusESCCpostreplication repair26/855231/187231.32e-051.21e-0426
GO:000941611EsophagusESCCresponse to light stimulus183/8552320/187232.03e-051.76e-04183
GO:0019985EsophagusESCCtranslesion synthesis17/855221/187231.03e-035.19e-0317
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:0009411LiverHCCresponse to UV85/7958149/187232.34e-041.77e-0385
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
PCLAFSNVMissense_Mutationc.227C>Gp.Ser76Cysp.S76CQ15004protein_codingtolerated(0.06)possibly_damaging(0.639)TCGA-FU-A3WB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PCLAFSNVMissense_Mutationc.293N>Tp.Ala98Valp.A98VQ15004protein_codingtolerated(0.26)benign(0)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
PCLAFinsertionFrame_Shift_Insnovelc.189_190insAp.Gly64ArgfsTer7p.G64Rfs*7Q15004protein_codingTCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PCLAFSNVMissense_Mutationnovelc.56N>Tp.Ala19Valp.A19VQ15004protein_codingtolerated(0.06)benign(0.05)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PCLAFSNVMissense_Mutationnovelc.319N>Cp.Asn107Hisp.N107HQ15004protein_codingdeleterious(0)benign(0.124)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PCLAFSNVMissense_Mutationc.287G>Tp.Arg96Ilep.R96IQ15004protein_codingdeleterious(0)possibly_damaging(0.549)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PCLAFSNVMissense_Mutationrs779642598c.204N>Ap.Phe68Leup.F68LQ15004protein_codingdeleterious(0)probably_damaging(0.994)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PCLAFSNVMissense_Mutationnovelc.312T>Gp.Asp104Glup.D104EQ15004protein_codingtolerated(0.2)benign(0.419)TCGA-PG-A917-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PCLAFSNVMissense_Mutationc.148N>Tp.Gly50Trpp.G50WQ15004protein_codingdeleterious(0)probably_damaging(1)TCGA-62-A46O-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PCLAFSNVMissense_Mutationc.167N>Cp.Arg56Prop.R56PQ15004protein_codingdeleterious(0)possibly_damaging(0.875)TCGA-18-3421-01Lunglung squamous cell carcinomaMale>=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
9768PCLAFTUMOR SUPPRESSORIndol-3-carbinol
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