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: PDCD7

Gene summary for PDCD7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDCD7

Gene ID

10081

Gene nameprogrammed cell death 7
Gene Alias59K
Cytomap15q22.31
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q6IEG3


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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
10081PDCD7LZE7THumanEsophagusESCC2.30e-021.60e-010.0667
10081PDCD7LZE24THumanEsophagusESCC5.27e-112.27e-010.0596
10081PDCD7P1T-EHumanEsophagusESCC2.51e-136.91e-010.0875
10081PDCD7P2T-EHumanEsophagusESCC7.43e-701.25e+000.1177
10081PDCD7P4T-EHumanEsophagusESCC4.99e-328.11e-010.1323
10081PDCD7P5T-EHumanEsophagusESCC2.94e-153.98e-010.1327
10081PDCD7P8T-EHumanEsophagusESCC2.99e-163.53e-010.0889
10081PDCD7P9T-EHumanEsophagusESCC2.10e-113.97e-010.1131
10081PDCD7P10T-EHumanEsophagusESCC2.43e-296.44e-010.116
10081PDCD7P11T-EHumanEsophagusESCC9.51e-075.81e-010.1426
10081PDCD7P12T-EHumanEsophagusESCC3.12e-194.35e-010.1122
10081PDCD7P15T-EHumanEsophagusESCC2.83e-113.14e-010.1149
10081PDCD7P16T-EHumanEsophagusESCC2.14e-315.83e-010.1153
10081PDCD7P19T-EHumanEsophagusESCC2.06e-084.19e-010.1662
10081PDCD7P20T-EHumanEsophagusESCC3.14e-133.92e-010.1124
10081PDCD7P21T-EHumanEsophagusESCC3.09e-122.41e-010.1617
10081PDCD7P22T-EHumanEsophagusESCC4.80e-295.93e-010.1236
10081PDCD7P23T-EHumanEsophagusESCC4.32e-317.44e-010.108
10081PDCD7P24T-EHumanEsophagusESCC2.36e-093.18e-010.1287
10081PDCD7P26T-EHumanEsophagusESCC1.62e-163.84e-010.1276
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0048545111EsophagusESCCresponse to steroid hormone204/8552339/187234.47e-088.11e-07204
GO:003196020EsophagusESCCresponse to corticosteroid95/8552167/187232.27e-039.99e-0395
GO:005138420EsophagusESCCresponse to glucocorticoid85/8552148/187232.60e-031.11e-0285
GO:000838012LiverCirrhoticRNA splicing229/4634434/187239.13e-372.86e-33229
GO:004854512LiverCirrhoticresponse to steroid hormone146/4634339/187237.87e-146.76e-12146
GO:005138411LiverCirrhoticresponse to glucocorticoid65/4634148/187232.53e-076.41e-0665
GO:003196011LiverCirrhoticresponse to corticosteroid70/4634167/187237.73e-071.62e-0570
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:004854522LiverHCCresponse to steroid hormone206/7958339/187236.81e-122.92e-10206
GO:005138421LiverHCCresponse to glucocorticoid90/7958148/187235.18e-066.47e-0590
GO:003196021LiverHCCresponse to corticosteroid98/7958167/187231.73e-051.87e-0498
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:004854520Oral cavityOSCCresponse to steroid hormone186/7305339/187231.86e-094.42e-08186
GO:003196018Oral cavityOSCCresponse to corticosteroid86/7305167/187236.79e-043.79e-0386
GO:005138418Oral cavityOSCCresponse to glucocorticoid76/7305148/187231.49e-037.15e-0376
GO:000838027SkinAKRNA splicing111/1910434/187231.85e-205.49e-17111
GO:004854528SkinAKresponse to steroid hormone73/1910339/187234.51e-105.24e-0873
GO:003196025SkinAKresponse to corticosteroid37/1910167/187234.28e-061.05e-0437
GO:005138425SkinAKresponse to glucocorticoid33/1910148/187231.20e-052.46e-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
PDCD7SNVMissense_Mutationc.1021C>Tp.Pro341Serp.P341SQ8N8D1protein_codingtolerated(0.18)probably_damaging(0.935)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PDCD7SNVMissense_Mutationc.953N>Ap.Ile318Asnp.I318NQ8N8D1protein_codingdeleterious(0)possibly_damaging(0.598)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
PDCD7insertionFrame_Shift_Insnovelc.894_895insTTCATATTATTATTCTTTTTATTATCAAp.Asp299PhefsTer15p.D299Ffs*15Q8N8D1protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
PDCD7SNVMissense_Mutationrs779528128c.1366N>Ap.Asp456Asnp.D456NQ8N8D1protein_codingdeleterious(0.02)benign(0.071)TCGA-DG-A2KH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PDCD7SNVMissense_Mutationnovelc.1199N>Cp.Ile400Thrp.I400TQ8N8D1protein_codingtolerated(0.18)benign(0.028)TCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
PDCD7SNVMissense_Mutationnovelc.1339N>Ap.Asp447Asnp.D447NQ8N8D1protein_codingdeleterious(0.03)possibly_damaging(0.691)TCGA-VS-A9UC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PDCD7SNVMissense_Mutationnovelc.769G>Ap.Glu257Lysp.E257KQ8N8D1protein_codingtolerated(0.72)benign(0.018)TCGA-VS-A9V5-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
PDCD7insertionFrame_Shift_Insnovelc.1200_1201insGAGCCTATGAp.Leu401GlufsTer9p.L401Efs*9Q8N8D1protein_codingTCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
PDCD7SNVMissense_Mutationrs774717943c.1213N>Tp.Arg405Cysp.R405CQ8N8D1protein_codingdeleterious(0)possibly_damaging(0.502)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PDCD7SNVMissense_Mutationc.1426N>Ap.Asp476Asnp.D476NQ8N8D1protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-AZ-4682-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapycamptosarPD
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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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