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: PABPC1

Gene summary for PABPC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PABPC1

Gene ID

26986

Gene namepoly(A) binding protein cytoplasmic 1
Gene AliasPAB1
Cytomap8q22.3
Gene Typeprotein-coding
GO ID

GO:0000184

UniProtAcc

A0A024R9C1


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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
26986PABPC1GSM4909281HumanBreastIDC4.94e-394.02e-010.21
26986PABPC1GSM4909286HumanBreastIDC2.58e-444.36e-010.1081
26986PABPC1GSM4909287HumanBreastIDC4.18e-063.94e-020.2057
26986PABPC1GSM4909288HumanBreastIDC1.09e-03-2.69e-010.0988
26986PABPC1GSM4909290HumanBreastIDC3.53e-031.90e-010.2096
26986PABPC1GSM4909291HumanBreastIDC1.22e-133.46e-010.1753
26986PABPC1GSM4909293HumanBreastIDC6.64e-03-1.15e-010.1581
26986PABPC1GSM4909294HumanBreastIDC1.30e-14-3.35e-010.2022
26986PABPC1GSM4909296HumanBreastIDC1.23e-05-1.23e-010.1524
26986PABPC1GSM4909297HumanBreastIDC2.55e-29-3.26e-010.1517
26986PABPC1GSM4909301HumanBreastIDC2.64e-25-6.07e-010.1577
26986PABPC1GSM4909302HumanBreastIDC8.56e-22-5.49e-010.1545
26986PABPC1GSM4909304HumanBreastIDC1.16e-04-1.86e-010.1636
26986PABPC1GSM4909307HumanBreastIDC1.54e-19-4.95e-010.1569
26986PABPC1GSM4909308HumanBreastIDC2.11e-11-2.09e-010.158
26986PABPC1GSM4909309HumanBreastIDC3.50e-17-5.02e-010.0483
26986PABPC1GSM4909311HumanBreastIDC1.15e-541.12e-010.1534
26986PABPC1GSM4909312HumanBreastIDC2.17e-293.48e-010.1552
26986PABPC1GSM4909315HumanBreastIDC2.08e-38-7.79e-010.21
26986PABPC1GSM4909316HumanBreastIDC5.34e-13-6.98e-010.21
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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
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:003425023BreastDCISpositive regulation of cellular amide metabolic process34/1390162/187232.60e-081.73e-0634
GO:005079222BreastDCISregulation of viral process34/1390164/187233.58e-082.30e-0634
GO:190390022BreastDCISregulation of viral life cycle28/1390148/187233.79e-061.16e-0428
GO:004852421BreastDCISpositive regulation of viral process16/139065/187231.56e-053.79e-0416
GO:004506923BreastDCISregulation of viral genome replication18/139085/187234.23e-058.98e-0418
GO:000989624BreastDCISpositive regulation of catabolic process61/1390492/187235.32e-051.09e-0361
GO:003133124BreastDCISpositive regulation of cellular catabolic process54/1390427/187238.34e-051.58e-0354
GO:190331123BreastDCISregulation of mRNA metabolic process40/1390288/187239.26e-051.71e-0340
GO:003133024BreastDCISnegative regulation of cellular catabolic process37/1390262/187231.18e-042.07e-0337
GO:006021322BreastDCISpositive regulation of nuclear-transcribed mRNA poly(A) tail shortening6/139013/187231.80e-042.96e-036
GO:000640123BreastDCISRNA catabolic process38/1390278/187231.91e-043.08e-0338
GO:000640223BreastDCISmRNA catabolic process33/1390232/187232.35e-043.70e-0333
GO:006021121BreastDCISregulation of nuclear-transcribed mRNA poly(A) tail shortening6/139015/187234.62e-046.12e-036
GO:190015321BreastDCISpositive regulation of nuclear-transcribed mRNA catabolic process, deadenylation-dependent decay6/139015/187234.62e-046.12e-036
GO:000989524BreastDCISnegative regulation of catabolic process40/1390320/187238.29e-049.46e-0340
GO:190331224BreastDCISnegative regulation of mRNA metabolic process16/139092/187231.13e-031.22e-0216
GO:004507012BreastDCISpositive regulation of viral genome replication8/139030/187231.21e-031.28e-028
GO:190015122BreastDCISregulation of nuclear-transcribed mRNA catabolic process, deadenylation-dependent decay6/139018/187231.41e-031.45e-026
GO:000095622BreastDCISnuclear-transcribed mRNA catabolic process18/1390112/187231.48e-031.50e-0218
GO:003465522BreastDCISnucleobase-containing compound catabolic process47/1390407/187231.69e-031.68e-0247
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030186BreastPrecancerRNA degradation14/68479/84653.97e-032.37e-021.81e-0214
hsa0301811BreastPrecancerRNA degradation14/68479/84653.97e-032.37e-021.81e-0214
hsa0301821BreastIDCRNA degradation16/86779/84655.65e-033.13e-022.34e-0216
hsa0301831BreastIDCRNA degradation16/86779/84655.65e-033.13e-022.34e-0216
hsa030184BreastDCISRNA degradation16/84679/84654.45e-032.46e-021.82e-0216
hsa030185BreastDCISRNA degradation16/84679/84654.45e-032.46e-021.82e-0216
hsa03015ColorectumADmRNA surveillance pathway35/209297/84657.95e-033.13e-022.00e-0235
hsa030151ColorectumADmRNA surveillance pathway35/209297/84657.95e-033.13e-022.00e-0235
hsa030152ColorectumFAPmRNA surveillance pathway26/140497/84657.11e-032.64e-021.60e-0226
hsa030153ColorectumFAPmRNA surveillance pathway26/140497/84657.11e-032.64e-021.60e-0226
hsa030187EndometriumEECRNA degradation20/123779/84658.36e-033.88e-022.89e-0220
hsa0301812EndometriumEECRNA degradation20/123779/84658.36e-033.88e-022.89e-0220
hsa0301810EsophagusHGINRNA degradation27/138379/84657.73e-059.00e-047.15e-0427
hsa0301815EsophagusHGINRNA degradation27/138379/84657.73e-059.00e-047.15e-0427
hsa0301824EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa0301524EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa0301834EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa0301534EsophagusESCCmRNA surveillance pathway72/420597/84656.12e-074.10e-062.10e-0672
hsa03018LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
hsa030154LiverCirrhoticmRNA surveillance pathway46/253097/84651.92e-041.30e-038.03e-0446
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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
PABPC1SNVMissense_Mutationc.1409N>Tp.Ser470Phep.S470FP11940protein_codingtolerated(0.09)benign(0.042)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PABPC1SNVMissense_Mutationc.1635N>Cp.Leu545Phep.L545FP11940protein_codingdeleterious(0)probably_damaging(0.98)TCGA-AN-A0AR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PABPC1deletionFrame_Shift_Delnovelc.296delGp.Gly99AlafsTer60p.G99Afs*60P11940protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PABPC1SNVMissense_Mutationc.833N>Ap.Arg278Hisp.R278HP11940protein_codingtolerated(0.09)benign(0.063)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PABPC1SNVMissense_Mutationrs750623722c.1522N>Ap.Val508Ilep.V508IP11940protein_codingtolerated(0.44)benign(0)TCGA-C5-A1BE-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
PABPC1SNVMissense_Mutationnovelc.1457N>Tp.Ser486Leup.S486LP11940protein_codingtolerated(0.11)benign(0)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
PABPC1SNVMissense_Mutationnovelc.1457C>Tp.Ser486Leup.S486LP11940protein_codingtolerated(0.11)benign(0)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
PABPC1SNVMissense_Mutationc.833G>Ap.Arg278Hisp.R278HP11940protein_codingtolerated(0.09)benign(0.063)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PABPC1SNVMissense_Mutationnovelc.823N>Ap.Glu275Lysp.E275KP11940protein_codingdeleterious(0.01)possibly_damaging(0.889)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PABPC1SNVMissense_Mutationnovelc.944N>Tp.Ser315Phep.S315FP11940protein_codingdeleterious(0)probably_damaging(0.957)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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
26986PABPC1NAGNF-PF-4618CHEMBL585964
26986PABPC1NASJ000027778CHEMBL592588
26986PABPC1NADITOLYLGUANIDINEDITOLYLGUANIDINE
26986PABPC1NASJ000040829CHEMBL589711
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