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: PDCD10

Gene summary for PDCD10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDCD10

Gene ID

11235

Gene nameprogrammed cell death 10
Gene AliasCCM3
Cytomap3q26.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9BUL8


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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
11235PDCD10CA_HPV_2HumanCervixCC5.33e-125.17e-010.0391
11235PDCD10CCI_2HumanCervixCC1.03e-068.51e-010.5249
11235PDCD10CCII_1HumanCervixCC3.09e-02-3.18e-010.3249
11235PDCD10TumorHumanCervixCC2.28e-093.62e-010.1241
11235PDCD10sample3HumanCervixCC2.28e-154.11e-010.1387
11235PDCD10L1HumanCervixCC7.76e-032.29e-010.0802
11235PDCD10T3HumanCervixCC8.20e-164.43e-010.1389
11235PDCD10LZE2THumanEsophagusESCC4.59e-081.12e+000.082
11235PDCD10LZE4THumanEsophagusESCC6.61e-241.02e+000.0811
11235PDCD10LZE5THumanEsophagusESCC8.67e-068.32e-010.0514
11235PDCD10LZE7THumanEsophagusESCC1.87e-108.76e-010.0667
11235PDCD10LZE8THumanEsophagusESCC4.97e-136.12e-010.067
11235PDCD10LZE20THumanEsophagusESCC3.38e-124.49e-010.0662
11235PDCD10LZE22THumanEsophagusESCC4.13e-025.93e-010.068
11235PDCD10LZE24THumanEsophagusESCC3.11e-351.24e+000.0596
11235PDCD10LZE21THumanEsophagusESCC5.29e-109.09e-010.0655
11235PDCD10LZE6THumanEsophagusESCC1.37e-159.87e-010.0845
11235PDCD10P1T-EHumanEsophagusESCC1.78e-149.90e-010.0875
11235PDCD10P2T-EHumanEsophagusESCC1.05e-661.34e+000.1177
11235PDCD10P4T-EHumanEsophagusESCC2.62e-661.83e+000.1323
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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
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
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:009719310CervixCCintrinsic apoptotic signaling pathway85/2311288/187234.56e-156.46e-1285
GO:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:009013210CervixCCepithelium migration90/2311360/187232.45e-116.11e-0990
GO:00016679CervixCCameboidal-type cell migration110/2311475/187232.66e-116.36e-09110
GO:001063110CervixCCepithelial cell migration89/2311357/187233.72e-118.54e-0989
GO:009013010CervixCCtissue migration90/2311365/187235.42e-111.05e-0890
GO:000697910CervixCCresponse to oxidative stress102/2311446/187232.99e-104.36e-08102
GO:00506737CervixCCepithelial cell proliferation98/2311437/187232.01e-092.15e-0798
GO:001063210CervixCCregulation of epithelial cell migration72/2311292/187234.52e-094.43e-0772
GO:003367410CervixCCpositive regulation of kinase activity101/2311467/187238.66e-097.22e-07101
GO:005122210CervixCCpositive regulation of protein transport72/2311303/187232.36e-081.70e-0672
GO:00458608CervixCCpositive regulation of protein kinase activity85/2311386/187235.61e-083.29e-0685
GO:190495110CervixCCpositive regulation of establishment of protein localization73/2311319/187239.69e-085.25e-0673
GO:00443193CervixCCwound healing, spreading of cells17/231134/187239.86e-085.25e-0617
GO:00905053CervixCCepiboly involved in wound healing17/231134/187239.86e-085.25e-0617
GO:000030210CervixCCresponse to reactive oxygen species56/2311222/187231.00e-075.25e-0656
GO:006219710CervixCCcellular response to chemical stress76/2311337/187231.01e-075.25e-0676
GO:00506787CervixCCregulation of epithelial cell proliferation83/2311381/187231.31e-076.42e-0683
GO:00905043CervixCCepiboly17/231135/187231.70e-077.93e-0617
GO:004254210CervixCCresponse to hydrogen peroxide40/2311146/187236.79e-072.46e-0540
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0452020CervixCCAdherens junction33/126793/84656.99e-077.31e-064.32e-0633
hsa04520110CervixCCAdherens junction33/126793/84656.99e-077.31e-064.32e-0633
hsa0452030EsophagusESCCAdherens junction69/420593/84651.08e-066.83e-063.50e-0669
hsa04520114EsophagusESCCAdherens junction69/420593/84651.08e-066.83e-063.50e-0669
hsa0452022LiverCirrhoticAdherens junction52/253093/84651.36e-071.97e-061.21e-0652
hsa0452032LiverCirrhoticAdherens junction52/253093/84651.36e-071.97e-061.21e-0652
hsa0452042LiverHCCAdherens junction68/402093/84653.99e-074.46e-062.48e-0668
hsa0452052LiverHCCAdherens junction68/402093/84653.99e-074.46e-062.48e-0668
hsa0452029Oral cavityOSCCAdherens junction62/370493/84656.34e-063.12e-051.59e-0562
hsa04520113Oral cavityOSCCAdherens junction62/370493/84656.34e-063.12e-051.59e-0562
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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
PDCD10SNVMissense_Mutationc.487C>Ap.Gln163Lysp.Q163KQ9BUL8protein_codingtolerated(0.15)benign(0)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PDCD10SNVMissense_Mutationc.24N>Ap.Met8Ilep.M8IQ9BUL8protein_codingtolerated(0.08)benign(0.352)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PDCD10SNVMissense_Mutationc.21N>Cp.Glu7Aspp.E7DQ9BUL8protein_codingtolerated_low_confidence(0.61)possibly_damaging(0.836)TCGA-AR-A24U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PDCD10SNVMissense_Mutationnovelc.428N>Gp.Asp143Glyp.D143GQ9BUL8protein_codingtolerated(0.07)benign(0.155)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PDCD10SNVMissense_Mutationc.200T>Cp.Leu67Serp.L67SQ9BUL8protein_codingtolerated(0.06)probably_damaging(0.983)TCGA-AA-3506-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PDCD10SNVMissense_Mutationnovelc.400N>Gp.Ile134Valp.I134VQ9BUL8protein_codingtolerated(0.06)benign(0.119)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PDCD10SNVMissense_Mutationrs756441925c.284N>Ap.Arg95Glnp.R95QQ9BUL8protein_codingdeleterious(0)benign(0.205)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PDCD10SNVMissense_Mutationnovelc.634N>Ap.Ala212Thrp.A212TQ9BUL8protein_codingtolerated_low_confidence(0.1)possibly_damaging(0.869)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PDCD10SNVMissense_Mutationnovelc.195N>Cp.Lys65Asnp.K65NQ9BUL8protein_codingdeleterious(0.04)benign(0.322)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PDCD10SNVMissense_Mutationrs758197697c.313G>Ap.Glu105Lysp.E105KQ9BUL8protein_codingtolerated(1)benign(0.01)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
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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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