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: PCBP2

Gene summary for PCBP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCBP2

Gene ID

5094

Gene namepoly(rC) binding protein 2
Gene AliasHNRNPE2
Cytomap12q13.13
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q15366


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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
5094PCBP2CA_HPV_1HumanCervixCC3.13e-11-5.53e-020.0264
5094PCBP2CCI_1HumanCervixCC4.91e-02-4.02e-010.528
5094PCBP2CCI_3HumanCervixCC2.16e-04-5.07e-010.516
5094PCBP2CCII_1HumanCervixCC2.18e-07-5.20e-010.3249
5094PCBP2L1HumanCervixCC4.92e-02-2.73e-010.0802
5094PCBP2HTA11_3410_2000001011HumanColorectumAD4.31e-03-1.91e-010.0155
5094PCBP2HTA11_347_2000001011HumanColorectumAD2.76e-064.27e-01-0.1954
5094PCBP2HTA11_866_3004761011HumanColorectumAD2.96e-033.79e-010.096
5094PCBP2HTA11_6801_2000001011HumanColorectumSER4.16e-089.57e-010.0171
5094PCBP2HTA11_7696_3000711011HumanColorectumAD6.96e-034.44e-010.0674
5094PCBP2HTA11_99999965062_69753HumanColorectumMSI-H2.04e-111.53e+000.3487
5094PCBP2HTA11_99999965104_69814HumanColorectumMSS2.75e-159.27e-010.281
5094PCBP2HTA11_99999971662_82457HumanColorectumMSS2.59e-056.63e-010.3859
5094PCBP2A002-C-010HumanColorectumFAP7.37e-06-1.45e-010.242
5094PCBP2A015-C-203HumanColorectumFAP1.45e-26-3.02e-01-0.1294
5094PCBP2A015-C-204HumanColorectumFAP3.82e-04-1.73e-01-0.0228
5094PCBP2A014-C-040HumanColorectumFAP5.56e-03-1.80e-01-0.1184
5094PCBP2A002-C-201HumanColorectumFAP1.56e-10-1.94e-010.0324
5094PCBP2A001-C-119HumanColorectumFAP3.42e-03-2.94e-01-0.1557
5094PCBP2A001-C-108HumanColorectumFAP7.48e-17-3.43e-01-0.0272
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
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:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:001905810CervixCCviral life cycle87/2311317/187232.20e-131.20e-1087
GO:001049810CervixCCproteasomal protein catabolic process111/2311490/187238.98e-111.58e-08111
GO:004316110CervixCCproteasome-mediated ubiquitin-dependent protein catabolic process91/2311412/187231.65e-081.25e-0691
GO:00026837CervixCCnegative regulation of immune system process94/2311434/187232.63e-081.87e-0694
GO:001907910CervixCCviral genome replication35/2311131/187236.11e-061.49e-0435
GO:00028315CervixCCregulation of response to biotic stimulus67/2311327/187231.79e-053.36e-0467
GO:00096158CervixCCresponse to virus73/2311367/187232.22e-053.95e-0473
GO:00028322CervixCCnegative regulation of response to biotic stimulus27/2311108/187232.27e-042.55e-0327
GO:00507773CervixCCnegative regulation of immune response41/2311194/187233.63e-043.76e-0341
GO:00321022CervixCCnegative regulation of response to external stimulus75/2311420/187235.96e-045.61e-0375
GO:0031348CervixCCnegative regulation of defense response48/2311258/187232.30e-031.65e-0248
GO:00190807CervixCCviral gene expression21/231194/187234.68e-032.82e-0221
GO:00190817CervixCCviral translation6/231116/187239.35e-034.66e-026
GO:00516072CervixCCdefense response to virus46/2311265/187231.04e-024.97e-0246
GO:01405462CervixCCdefense response to symbiont46/2311265/187231.04e-024.97e-0246
GO:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0019058ColorectumADviral life cycle119/3918317/187236.18e-128.23e-10119
GO:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421614CervixCCFerroptosis14/126741/84651.75e-037.21e-034.26e-0314
hsa0421615CervixCCFerroptosis14/126741/84651.75e-037.21e-034.26e-0314
hsa04216ColorectumADFerroptosis21/209241/84652.23e-041.78e-031.13e-0321
hsa042161ColorectumADFerroptosis21/209241/84652.23e-041.78e-031.13e-0321
hsa042162ColorectumMSSFerroptosis18/187541/84651.53e-038.53e-035.23e-0318
hsa042163ColorectumMSSFerroptosis18/187541/84651.53e-038.53e-035.23e-0318
hsa042164ColorectumFAPFerroptosis18/140441/84653.49e-053.65e-042.22e-0418
hsa042165ColorectumFAPFerroptosis18/140441/84653.49e-053.65e-042.22e-0418
hsa042166ColorectumCRCFerroptosis13/109141/84651.36e-031.08e-027.33e-0313
hsa042167ColorectumCRCFerroptosis13/109141/84651.36e-031.08e-027.33e-0313
hsa0421616EndometriumAEHFerroptosis15/119741/84652.83e-042.30e-031.68e-0315
hsa0421617EndometriumAEHFerroptosis15/119741/84652.83e-042.30e-031.68e-0315
hsa0421625EndometriumEECFerroptosis16/123741/84651.09e-041.08e-038.08e-0416
hsa0421635EndometriumEECFerroptosis16/123741/84651.09e-041.08e-038.08e-0416
hsa0421628EsophagusHGINFerroptosis15/138341/84651.35e-031.26e-021.00e-0215
hsa04216111EsophagusHGINFerroptosis15/138341/84651.35e-031.26e-021.00e-0215
hsa0421629EsophagusESCCFerroptosis33/420541/84654.58e-051.99e-041.02e-0433
hsa0421638EsophagusESCCFerroptosis33/420541/84654.58e-051.99e-041.02e-0433
hsa042168LiverNAFLDFerroptosis12/104341/84652.98e-032.96e-022.39e-0212
hsa0421611LiverNAFLDFerroptosis12/104341/84652.98e-032.96e-022.39e-0212
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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
PCBP2SNVMissense_Mutationc.255N>Gp.Ser85Argp.S85RQ15366protein_codingtolerated(0.11)benign(0.009)TCGA-A7-A13D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PCBP2SNVMissense_Mutationnovelc.284N>Cp.Arg95Thrp.R95TQ15366protein_codingtolerated(0.08)benign(0.01)TCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PCBP2SNVMissense_Mutationc.58A>Gp.Met20Valp.M20VQ15366protein_codingdeleterious(0)possibly_damaging(0.812)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PCBP2SNVMissense_Mutationc.388C>Gp.Gln130Glup.Q130EQ15366protein_codingdeleterious(0.02)benign(0.092)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PCBP2insertionFrame_Shift_Insnovelc.482_483insTp.Gln161HisfsTer61p.Q161Hfs*61Q15366protein_codingTCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
PCBP2insertionFrame_Shift_Insnovelc.347_348insAGACTp.Gly117AspfsTer64p.G117Dfs*64Q15366protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
PCBP2insertionNonsense_Mutationnovelc.349_350insACTAGGAAGCTCCACTGAp.Gly117delinsAspTerGluAlaProLeuArgp.G117delinsD*EAPLRQ15366protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
PCBP2insertionFrame_Shift_Insrs776329515c.517_518insCp.Lys176GlufsTer46p.K176Efs*46Q15366protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
PCBP2insertionFrame_Shift_Insrs776329515c.517_518insCp.Lys176GlufsTer46p.K176Efs*46Q15366protein_codingTCGA-D8-A1XM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PCBP2SNVMissense_Mutationc.524C>Tp.Pro175Leup.P175LQ15366protein_codingdeleterious(0.02)benign(0.036)TCGA-C5-A7CK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
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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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