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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
10081PDCD7P65T-EHumanEsophagusESCC7.54e-132.76e-010.0978
10081PDCD7P74T-EHumanEsophagusESCC6.80e-091.76e-010.1479
10081PDCD7P75T-EHumanEsophagusESCC4.47e-051.48e-010.1125
10081PDCD7P76T-EHumanEsophagusESCC4.18e-062.40e-010.1207
10081PDCD7P79T-EHumanEsophagusESCC7.02e-081.42e-010.1154
10081PDCD7P80T-EHumanEsophagusESCC3.40e-114.71e-010.155
10081PDCD7P83T-EHumanEsophagusESCC2.05e-133.54e-010.1738
10081PDCD7P89T-EHumanEsophagusESCC5.17e-042.01e-010.1752
10081PDCD7P107T-EHumanEsophagusESCC1.79e-133.18e-010.171
10081PDCD7P126T-EHumanEsophagusESCC1.62e-026.11e-010.1125
10081PDCD7P127T-EHumanEsophagusESCC5.30e-133.09e-010.0826
10081PDCD7P128T-EHumanEsophagusESCC1.55e-237.94e-010.1241
10081PDCD7P130T-EHumanEsophagusESCC3.19e-741.51e+000.1676
10081PDCD7HCC1_MengHumanLiverHCC8.25e-739.05e-020.0246
10081PDCD7HCC2_MengHumanLiverHCC5.33e-231.69e-010.0107
10081PDCD7cirrhotic2HumanLiverCirrhotic1.78e-051.37e-010.0201
10081PDCD7HCC2HumanLiverHCC2.27e-102.78e+000.5341
10081PDCD7Pt13.bHumanLiverHCC1.53e-181.93e-010.0251
10081PDCD7S014HumanLiverHCC2.45e-063.61e-010.2254
10081PDCD7S015HumanLiverHCC4.42e-033.60e-010.2375
Page: 1 2 3 4 5 6 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

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
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 2 3 4 5 

Top

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
Page: 1