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:003287222LiverHCCregulation of stress-activated MAPK cascade102/7958192/187231.86e-039.49e-03102
GO:00483081LiverHCCorganelle inheritance12/795815/187233.56e-031.59e-0212
GO:00483131LiverHCCGolgi inheritance12/795815/187233.56e-031.59e-0212
GO:19033582LiverHCCregulation of Golgi organization13/795817/187234.77e-032.02e-0213
GO:000166721LiverHCCameboidal-type cell migration226/7958475/187231.35e-024.81e-02226
GO:009719320Oral cavityOSCCintrinsic apoptotic signaling pathway202/7305288/187234.64e-271.73e-24202
GO:003238615Oral cavityOSCCregulation of intracellular transport218/7305337/187236.91e-221.41e-19218
GO:000697920Oral cavityOSCCresponse to oxidative stress273/7305446/187238.35e-221.65e-19273
GO:003164720Oral cavityOSCCregulation of protein stability193/7305298/187231.30e-191.95e-17193
GO:005165610Oral cavityOSCCestablishment of organelle localization239/7305390/187232.46e-193.31e-17239
GO:003315718Oral cavityOSCCregulation of intracellular protein transport155/7305229/187231.05e-181.28e-16155
GO:190495119Oral cavityOSCCpositive regulation of establishment of protein localization196/7305319/187232.89e-162.20e-14196
GO:006219720Oral cavityOSCCcellular response to chemical stress204/7305337/187236.89e-165.19e-14204
GO:005122219Oral cavityOSCCpositive regulation of protein transport187/7305303/187237.37e-165.49e-14187
GO:003238818Oral cavityOSCCpositive regulation of intracellular transport134/7305202/187232.82e-151.88e-13134
GO:000030220Oral cavityOSCCresponse to reactive oxygen species143/7305222/187231.32e-147.88e-13143
GO:009031610Oral cavityOSCCpositive regulation of intracellular protein transport110/7305160/187232.10e-141.19e-12110
GO:004254219Oral cavityOSCCresponse to hydrogen peroxide101/7305146/187231.30e-136.66e-12101
GO:003459920Oral cavityOSCCcellular response to oxidative stress173/7305288/187232.90e-131.43e-11173
GO:004206020Oral cavityOSCCwound healing237/7305422/187234.51e-132.18e-11237
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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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