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: PDS5B

Gene summary for PDS5B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDS5B

Gene ID

23047

Gene namePDS5 cohesin associated factor B
Gene AliasAPRIN
Cytomap13q13.1
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q9NTI5


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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
23047PDS5BCCI_1HumanCervixCC1.23e-036.84e-010.528
23047PDS5BCCI_2HumanCervixCC4.64e-099.19e-010.5249
23047PDS5BCCI_3HumanCervixCC5.95e-168.94e-010.516
23047PDS5BHTA11_3410_2000001011HumanColorectumAD1.46e-18-5.59e-010.0155
23047PDS5BHTA11_866_3004761011HumanColorectumAD4.43e-11-4.94e-010.096
23047PDS5BHTA11_9408_2000001011HumanColorectumAD8.62e-04-6.77e-010.0451
23047PDS5BHTA11_8622_2000001021HumanColorectumSER1.06e-03-5.82e-010.0528
23047PDS5BHTA11_10711_2000001011HumanColorectumAD1.51e-04-4.47e-010.0338
23047PDS5BHTA11_7696_3000711011HumanColorectumAD5.16e-04-3.58e-010.0674
23047PDS5BHTA11_99999974143_84620HumanColorectumMSS2.59e-04-3.69e-010.3005
23047PDS5BF007HumanColorectumFAP1.45e-03-8.02e-020.1176
23047PDS5BA001-C-207HumanColorectumFAP7.21e-06-1.07e-010.1278
23047PDS5BA015-C-203HumanColorectumFAP9.61e-25-2.94e-01-0.1294
23047PDS5BA015-C-204HumanColorectumFAP1.64e-07-2.29e-01-0.0228
23047PDS5BA014-C-040HumanColorectumFAP6.95e-06-1.72e-01-0.1184
23047PDS5BA002-C-201HumanColorectumFAP3.74e-14-2.59e-010.0324
23047PDS5BA002-C-203HumanColorectumFAP2.38e-05-9.49e-020.2786
23047PDS5BA001-C-119HumanColorectumFAP1.96e-07-3.28e-01-0.1557
23047PDS5BA001-C-108HumanColorectumFAP9.40e-16-2.40e-01-0.0272
23047PDS5BA002-C-205HumanColorectumFAP1.21e-25-4.11e-01-0.1236
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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
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
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:00070646CervixCCmitotic sister chromatid cohesion12/231128/187235.47e-058.06e-0412
GO:01400143CervixCCmitotic nuclear division50/2311287/187237.27e-033.91e-0250
GO:00070625CervixCCsister chromatid cohesion15/231162/187237.30e-033.92e-0215
GO:00482851CervixCCorganelle fission78/2311488/187239.70e-034.79e-0278
GO:0007064ColorectumADmitotic sister chromatid cohesion13/391828/187232.22e-031.75e-0213
GO:0007062ColorectumADsister chromatid cohesion23/391862/187232.51e-031.92e-0223
GO:0140014ColorectumADmitotic nuclear division78/3918287/187236.48e-034.05e-0278
GO:00070621ColorectumMSSsister chromatid cohesion20/346762/187236.63e-034.38e-0220
GO:01400141ColorectumMSSmitotic nuclear division70/3467287/187237.48e-034.72e-0270
GO:00070641ColorectumMSSmitotic sister chromatid cohesion11/346728/187238.30e-035.00e-0211
GO:00070642ColorectumFAPmitotic sister chromatid cohesion11/262228/187238.55e-048.79e-0311
GO:00070622ColorectumFAPsister chromatid cohesion18/262262/187231.60e-031.42e-0218
GO:00070623ColorectumCRCsister chromatid cohesion16/207862/187239.40e-041.15e-0216
GO:00070643ColorectumCRCmitotic sister chromatid cohesion9/207828/187232.43e-032.30e-029
GO:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041106CervixCCCell cycle36/1267157/84654.94e-031.67e-029.86e-0336
hsa0411013CervixCCCell cycle36/1267157/84654.94e-031.67e-029.86e-0336
hsa04110ColorectumFAPCell cycle37/1404157/84651.44e-024.77e-022.90e-0237
hsa041101ColorectumFAPCell cycle37/1404157/84651.44e-024.77e-022.90e-0237
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
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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
PDS5BSNVMissense_Mutationrs764483823c.1010N>Tp.Ala337Valp.A337VQ9NTI5protein_codingtolerated(0.08)possibly_damaging(0.599)TCGA-A2-A1G4-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyadriamycinSD
PDS5BSNVMissense_Mutationc.1669G>Ap.Glu557Lysp.E557KQ9NTI5protein_codingtolerated(0.31)benign(0.059)TCGA-A8-A076-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
PDS5BSNVMissense_Mutationc.605N>Tp.Asn202Ilep.N202IQ9NTI5protein_codingdeleterious(0)probably_damaging(0.939)TCGA-A8-A08X-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinPD
PDS5BSNVMissense_Mutationnovelc.1336N>Ap.Gln446Lysp.Q446KQ9NTI5protein_codingtolerated(0.17)probably_damaging(0.996)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PDS5BSNVMissense_Mutationnovelc.853N>Tp.Asp285Tyrp.D285YQ9NTI5protein_codingdeleterious(0)probably_damaging(0.971)TCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
PDS5BSNVMissense_Mutationnovelc.1810N>Ap.Leu604Ilep.L604IQ9NTI5protein_codingdeleterious(0)possibly_damaging(0.839)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PDS5BSNVMissense_Mutationc.970N>Ap.Asp324Asnp.D324NQ9NTI5protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
PDS5BSNVMissense_Mutationc.1883C>Tp.Ser628Leup.S628LQ9NTI5protein_codingtolerated(0.07)benign(0.167)TCGA-BH-A208-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PDS5BSNVMissense_Mutationnovelc.1219G>Ap.Glu407Lysp.E407KQ9NTI5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PDS5BSNVMissense_Mutationc.1940N>Ap.Arg647Lysp.R647KQ9NTI5protein_codingtolerated(0.22)possibly_damaging(0.501)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
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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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