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: PDS5A

Gene summary for PDS5A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDS5A

Gene ID

23244

Gene namePDS5 cohesin associated factor A
Gene AliasPIG54
Cytomap4p14
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

G1UI16


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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
23244PDS5ACCI_1HumanCervixCC3.00e-037.22e-010.528
23244PDS5ACCI_2HumanCervixCC5.54e-099.30e-010.5249
23244PDS5ACCI_3HumanCervixCC7.84e-055.57e-010.516
23244PDS5AHTA11_3410_2000001011HumanColorectumAD9.61e-05-3.07e-010.0155
23244PDS5AHTA11_347_2000001011HumanColorectumAD2.16e-095.74e-01-0.1954
23244PDS5AF007HumanColorectumFAP5.91e-04-2.90e-010.1176
23244PDS5AA001-C-207HumanColorectumFAP8.51e-04-2.44e-010.1278
23244PDS5AA015-C-203HumanColorectumFAP8.23e-37-5.10e-01-0.1294
23244PDS5AA015-C-204HumanColorectumFAP2.29e-09-3.96e-01-0.0228
23244PDS5AA014-C-040HumanColorectumFAP5.45e-07-4.90e-01-0.1184
23244PDS5AA002-C-201HumanColorectumFAP9.92e-17-4.08e-010.0324
23244PDS5AA002-C-203HumanColorectumFAP2.04e-05-2.26e-010.2786
23244PDS5AA001-C-119HumanColorectumFAP9.54e-09-3.79e-01-0.1557
23244PDS5AA001-C-108HumanColorectumFAP2.29e-18-3.05e-01-0.0272
23244PDS5AA002-C-205HumanColorectumFAP4.37e-30-5.26e-01-0.1236
23244PDS5AA001-C-104HumanColorectumFAP3.65e-04-2.04e-010.0184
23244PDS5AA015-C-005HumanColorectumFAP1.57e-06-3.72e-01-0.0336
23244PDS5AA015-C-006HumanColorectumFAP2.03e-21-5.80e-01-0.0994
23244PDS5AA015-C-106HumanColorectumFAP2.96e-12-2.78e-01-0.0511
23244PDS5AA002-C-114HumanColorectumFAP5.17e-25-4.87e-01-0.1561
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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
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:000706211Oral cavityEOLPsister chromatid cohesion18/221862/187232.12e-042.12e-0318
GO:00008192Oral cavityEOLPsister chromatid segregation36/2218202/187237.92e-033.76e-0236
GO:000706221Oral cavityNEOLPsister chromatid cohesion14/200562/187235.15e-032.78e-0214
GO:000706421Oral cavityNEOLPmitotic sister chromatid cohesion8/200528/187237.44e-033.73e-028
GO:01400144ProstateBPHmitotic nuclear division67/3107287/187231.87e-031.07e-0267
GO:014001412ProstateTumormitotic nuclear division66/3246287/187238.19e-033.60e-0266
GO:00070594SkinAKchromosome segregation60/1910346/187232.88e-054.98e-0460
GO:00008195SkinAKsister chromatid segregation37/1910202/187233.10e-043.19e-0337
GO:00070628SkinAKsister chromatid cohesion14/191062/187233.32e-032.03e-0214
GO:01400147SkinAKmitotic nuclear division44/1910287/187233.98e-032.34e-0244
GO:00062605SkinAKDNA replication40/1910260/187235.49e-033.03e-0240
GO:00000704SkinAKmitotic sister chromatid segregation28/1910168/187236.30e-033.38e-0228
GO:00988134SkinAKnuclear chromosome segregation42/1910281/187237.50e-033.82e-0242
GO:014001415SkincSCCmitotic nuclear division149/4864287/187233.59e-216.43e-19149
GO:000081912SkincSCCsister chromatid segregation110/4864202/187235.56e-186.58e-16110
GO:000007012SkincSCCmitotic sister chromatid segregation96/4864168/187239.55e-181.05e-1596
GO:000705912SkincSCCchromosome segregation161/4864346/187238.34e-178.57e-15161
GO:00482854SkincSCCorganelle fission197/4864488/187231.51e-128.36e-11197
GO:009881311SkincSCCnuclear chromosome segregation126/4864281/187234.76e-122.53e-10126
GO:00002803SkincSCCnuclear division178/4864439/187231.17e-115.93e-10178
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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
hsa041104LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa0411011LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041105LungIACCell cycle30/1053157/84651.03e-023.83e-022.54e-0230
hsa0411012LungIACCell cycle30/1053157/84651.03e-023.83e-022.54e-0230
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0411022Oral cavityLPCell cycle70/2418157/84651.17e-058.27e-055.33e-0570
hsa0411032Oral cavityLPCell cycle70/2418157/84651.17e-058.27e-055.33e-0570
hsa0411041Oral cavityEOLPCell cycle42/1218157/84653.20e-051.61e-049.52e-0542
hsa0411051Oral cavityEOLPCell cycle42/1218157/84653.20e-051.61e-049.52e-0542
hsa0411061Oral cavityNEOLPCell cycle37/1112157/84652.29e-041.58e-039.95e-0437
hsa0411071Oral cavityNEOLPCell cycle37/1112157/84652.29e-041.58e-039.95e-0437
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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
PDS5ASNVMissense_Mutationrs772049125c.559N>Gp.Met187Valp.M187VQ29RF7protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AN-A0FT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PDS5ASNVMissense_Mutationc.2771N>Cp.Glu924Alap.E924AQ29RF7protein_codingdeleterious(0.04)probably_damaging(0.96)TCGA-AR-A0TP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PDS5ASNVMissense_Mutationc.886G>Ap.Gly296Argp.G296RQ29RF7protein_codingtolerated(0.11)benign(0.295)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PDS5ASNVMissense_Mutationc.2687N>Ap.Ile896Lysp.I896KQ29RF7protein_codingdeleterious(0)probably_damaging(0.962)TCGA-EW-A1PA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PDS5ASNVMissense_Mutationnovelc.308N>Ap.Pro103Glnp.P103QQ29RF7protein_codingdeleterious(0)probably_damaging(1)TCGA-OL-A66P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
PDS5AdeletionFrame_Shift_Delnovelc.3886_3911delNNNNNNNNNNNNNNNNNNNNNNNNNNp.Arg1296GlufsTer9p.R1296Efs*9Q29RF7protein_codingTCGA-A2-A0D4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PDS5AinsertionNonsense_Mutationnovelc.3616_3617insGAGACCAGCCTGGCCAACATGGCGAAACp.Ser1206Terp.S1206*Q29RF7protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PDS5ASNVMissense_Mutationnovelc.965G>Ap.Arg322Hisp.R322HQ29RF7protein_codingtolerated(0.06)possibly_damaging(0.681)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PDS5ASNVMissense_Mutationc.1321G>Cp.Glu441Glnp.E441QQ29RF7protein_codingtolerated(0.21)benign(0.034)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
PDS5ASNVMissense_Mutationc.2567N>Gp.Ser856Cysp.S856CQ29RF7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-LP-A4AX-01Cervixcervical & endocervical cancerFemale<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
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