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: PDCD5

Gene summary for PDCD5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDCD5

Gene ID

9141

Gene nameprogrammed cell death 5
Gene AliasTFAR19
Cytomap19q13.11
Gene Typeprotein-coding
GO ID

GO:0001836

UniProtAcc

O14737


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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
9141PDCD5CA_HPV_1HumanCervixCC1.89e-03-2.03e-010.0264
9141PDCD5CA_HPV_3HumanCervixCC1.95e-032.28e-010.0414
9141PDCD5CCI_1HumanCervixCC4.63e-04-4.84e-010.528
9141PDCD5CCI_2HumanCervixCC1.24e-02-4.58e-010.5249
9141PDCD5CCI_3HumanCervixCC2.78e-10-5.49e-010.516
9141PDCD5CCII_1HumanCervixCC3.28e-15-5.53e-010.3249
9141PDCD5sample3HumanCervixCC6.65e-03-6.67e-020.1387
9141PDCD5L1HumanCervixCC4.89e-07-1.37e-020.0802
9141PDCD5T3HumanCervixCC4.27e-03-9.57e-020.1389
9141PDCD5HTA11_1391_2000001011HumanColorectumAD5.65e-031.95e-01-0.059
9141PDCD5HTA11_866_3004761011HumanColorectumAD1.50e-021.78e-010.096
9141PDCD5HTA11_6818_2000001021HumanColorectumAD1.02e-022.33e-010.0588
9141PDCD5HTA11_99999971662_82457HumanColorectumMSS7.23e-073.24e-010.3859
9141PDCD5HTA11_99999974143_84620HumanColorectumMSS4.87e-041.89e-010.3005
9141PDCD5AEH-subject1HumanEndometriumAEH3.29e-09-3.15e-01-0.3059
9141PDCD5AEH-subject2HumanEndometriumAEH8.86e-16-4.13e-01-0.2525
9141PDCD5AEH-subject3HumanEndometriumAEH3.14e-10-2.84e-01-0.2576
9141PDCD5AEH-subject4HumanEndometriumAEH1.91e-08-3.62e-01-0.2657
9141PDCD5AEH-subject5HumanEndometriumAEH2.49e-03-2.69e-01-0.2953
9141PDCD5EEC-subject1HumanEndometriumEEC2.64e-17-4.04e-01-0.2682
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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:005254710CervixCCregulation of peptidase activity112/2311461/187236.70e-133.08e-10112
GO:004586210CervixCCpositive regulation of proteolysis95/2311372/187231.84e-126.86e-1095
GO:005254810CervixCCregulation of endopeptidase activity103/2311432/187231.89e-115.14e-09103
GO:00725949CervixCCestablishment of protein localization to organelle99/2311422/187231.23e-102.11e-0899
GO:190382910CervixCCpositive regulation of cellular protein localization72/2311276/187233.20e-104.46e-0872
GO:001095210CervixCCpositive regulation of peptidase activity54/2311197/187238.06e-096.99e-0754
GO:200011610CervixCCregulation of cysteine-type endopeptidase activity61/2311235/187238.69e-097.22e-0761
GO:005122210CervixCCpositive regulation of protein transport72/2311303/187232.36e-081.70e-0672
GO:004328110CervixCCregulation of cysteine-type endopeptidase activity involved in apoptotic process55/2311209/187232.77e-081.95e-0655
GO:190495110CervixCCpositive regulation of establishment of protein localization73/2311319/187239.69e-085.25e-0673
GO:001095010CervixCCpositive regulation of endopeptidase activity48/2311179/187231.12e-075.71e-0648
GO:00068399CervixCCmitochondrial transport60/2311254/187234.21e-071.67e-0560
GO:000660510CervixCCprotein targeting68/2311314/187232.17e-066.55e-0568
GO:00903167CervixCCpositive regulation of intracellular protein transport41/2311160/187233.24e-068.80e-0541
GO:00323868CervixCCregulation of intracellular transport71/2311337/187233.70e-069.74e-0571
GO:20010569CervixCCpositive regulation of cysteine-type endopeptidase activity38/2311148/187236.94e-061.65e-0438
GO:00331579CervixCCregulation of intracellular protein transport52/2311229/187238.16e-061.88e-0452
GO:00170388CervixCCprotein import48/2311206/187238.62e-061.98e-0448
GO:00432809CervixCCpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process34/2311129/187231.13e-052.45e-0434
GO:00705859CervixCCprotein localization to mitochondrion33/2311125/187231.46e-052.90e-0433
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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
PDCD5SNVMissense_Mutationc.122A>Gp.Asn41Serp.N41SO14737protein_codingdeleterious(0.02)benign(0.174)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PDCD5SNVMissense_Mutationc.169A>Gp.Ser57Glyp.S57GO14737protein_codingtolerated(0.07)benign(0.134)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
PDCD5SNVMissense_Mutationc.213N>Tp.Glu71Aspp.E71DO14737protein_codingdeleterious(0)probably_damaging(0.985)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PDCD5SNVMissense_Mutationrs376281754c.70N>Tp.Pro24Serp.P24SO14737protein_codingtolerated(0.31)benign(0.003)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PDCD5SNVMissense_Mutationc.247C>Ap.Leu83Ilep.L83IO14737protein_codingtolerated(0.93)benign(0.009)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PDCD5SNVMissense_Mutationrs201933073c.158N>Ap.Arg53Glnp.R53QO14737protein_codingdeleterious(0.02)possibly_damaging(0.761)TCGA-55-A4DF-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownPD
PDCD5SNVMissense_Mutationc.253N>Ap.Glu85Lysp.E85KO14737protein_codingdeleterious(0.02)benign(0.124)TCGA-78-7150-01Lunglung adenocarcinomaMale<65I/IIChemotherapycarboplatinPD
PDCD5SNVMissense_Mutationnovelc.331N>Cp.Phe111Leup.F111LO14737protein_codingdeleterious(0.03)probably_damaging(0.981)TCGA-MP-A4T4-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PDCD5SNVMissense_Mutationc.265G>Cp.Glu89Glnp.E89QO14737protein_codingdeleterious(0)possibly_damaging(0.862)TCGA-EJ-8470-01Prostateprostate adenocarcinomaMale<657UnknownUnknownSD
PDCD5SNVMissense_Mutationc.258N>Tp.Lys86Asnp.K86NO14737protein_codingdeleterious(0)benign(0.015)TCGA-HU-A4H3-01Stomachstomach adenocarcinomaFemale<65III/IVChemotherapyts-1PD
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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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