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: PDE7A

Gene summary for PDE7A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDE7A

Gene ID

5150

Gene namephosphodiesterase 7A
Gene AliasHCP1
Cytomap8q13.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q13946


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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
5150PDE7ACA_HPV_1HumanCervixCC4.05e-02-1.84e-020.0264
5150PDE7ACCI_2HumanCervixCC2.05e-028.58e-010.5249
5150PDE7ACCI_3HumanCervixCC2.37e-067.05e-010.516
5150PDE7ALZE5THumanEsophagusESCC6.86e-041.99e-010.0514
5150PDE7ALZE8THumanEsophagusESCC1.41e-031.26e-010.067
5150PDE7ALZE20THumanEsophagusESCC3.69e-021.01e-010.0662
5150PDE7ALZE24THumanEsophagusESCC1.35e-079.70e-020.0596
5150PDE7ALZE6THumanEsophagusESCC1.64e-021.51e-010.0845
5150PDE7AP1T-EHumanEsophagusESCC4.98e-031.51e-010.0875
5150PDE7AP2T-EHumanEsophagusESCC1.78e-315.13e-010.1177
5150PDE7AP4T-EHumanEsophagusESCC9.35e-141.89e-010.1323
5150PDE7AP5T-EHumanEsophagusESCC6.28e-084.43e-020.1327
5150PDE7AP8T-EHumanEsophagusESCC1.82e-081.18e-010.0889
5150PDE7AP9T-EHumanEsophagusESCC8.64e-034.14e-020.1131
5150PDE7AP10T-EHumanEsophagusESCC2.46e-203.25e-010.116
5150PDE7AP11T-EHumanEsophagusESCC3.08e-104.13e-010.1426
5150PDE7AP12T-EHumanEsophagusESCC5.51e-163.05e-010.1122
5150PDE7AP15T-EHumanEsophagusESCC1.67e-031.34e-010.1149
5150PDE7AP16T-EHumanEsophagusESCC4.27e-254.54e-010.1153
5150PDE7AP20T-EHumanEsophagusESCC6.57e-088.74e-020.1124
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:0009150111EsophagusESCCpurine ribonucleotide metabolic process213/8552368/187231.40e-061.69e-05213
GO:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
GO:19011362EsophagusESCCcarbohydrate derivative catabolic process99/8552172/187231.11e-035.54e-0399
GO:004427021LiverHCCcellular nitrogen compound catabolic process303/7958451/187239.76e-273.64e-24303
GO:004670021LiverHCCheterocycle catabolic process299/7958445/187232.07e-267.29e-24299
GO:190136121LiverHCCorganic cyclic compound catabolic process325/7958495/187236.52e-262.18e-23325
GO:001943921LiverHCCaromatic compound catabolic process309/7958467/187231.56e-254.94e-23309
GO:003465521LiverHCCnucleobase-containing compound catabolic process273/7958407/187234.84e-241.23e-21273
GO:000911722LiverHCCnucleotide metabolic process300/7958489/187231.61e-171.71e-15300
GO:000675322LiverHCCnucleoside phosphate metabolic process304/7958497/187231.78e-171.85e-15304
GO:001969322LiverHCCribose phosphate metabolic process248/7958396/187233.15e-162.70e-14248
GO:000925922LiverHCCribonucleotide metabolic process240/7958385/187232.07e-151.51e-13240
GO:000915022LiverHCCpurine ribonucleotide metabolic process226/7958368/187231.36e-137.69e-12226
GO:007252122LiverHCCpurine-containing compound metabolic process250/7958416/187232.26e-131.24e-11250
GO:000616322LiverHCCpurine nucleotide metabolic process236/7958396/187233.59e-121.62e-10236
GO:1901136LiverHCCcarbohydrate derivative catabolic process98/7958172/187238.71e-057.62e-0498
GO:00464342LiverHCCorganophosphate catabolic process89/7958155/187231.24e-041.03e-0389
GO:19012921LiverHCCnucleoside phosphate catabolic process49/795883/187231.73e-039.02e-0349
GO:00091661LiverHCCnucleotide catabolic process43/795873/187233.43e-031.55e-0243
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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
PDE7ASNVMissense_Mutationnovelc.84C>Ap.Ser28Argp.S28RQ13946protein_codingdeleterious(0.01)benign(0)TCGA-BH-A0BT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PDE7ASNVMissense_Mutationnovelc.628C>Ap.Pro210Thrp.P210TQ13946protein_codingdeleterious(0)probably_damaging(0.999)TCGA-S3-AA17-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
PDE7ASNVMissense_Mutationrs372221056c.974N>Ap.Arg325Hisp.R325HQ13946protein_codingdeleterious(0)probably_damaging(0.913)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PDE7ASNVMissense_Mutationc.324N>Gp.Ile108Metp.I108MQ13946protein_codingtolerated(0.07)benign(0.028)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
PDE7ASNVMissense_Mutationnovelc.1074N>Cp.Leu358Phep.L358FQ13946protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A8YQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
PDE7ASNVMissense_Mutationc.1396N>Ap.Ala466Thrp.A466TQ13946protein_codingtolerated(0.48)benign(0)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PDE7ASNVMissense_Mutationc.556N>Cp.Tyr186Hisp.Y186HQ13946protein_codingtolerated(1)benign(0)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PDE7ASNVMissense_Mutationrs774612786c.208N>Tp.Arg70Cysp.R70CQ13946protein_codingdeleterious(0.01)possibly_damaging(0.88)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PDE7ASNVMissense_Mutationc.935N>Tp.Thr312Ilep.T312IQ13946protein_codingtolerated(0.13)benign(0.021)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PDE7ASNVMissense_Mutationc.103N>Gp.Leu35Valp.L35VQ13946protein_codingtolerated(0.06)possibly_damaging(0.899)TCGA-G4-6299-01Colorectumcolon adenocarcinomaMale>=65III/IVAncillaryleucovorinSD
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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
5150PDE7AENZYME, DRUGGABLE GENOMEDYPHYLLINEDYPHYLLINE
5150PDE7AENZYME, DRUGGABLE GENOMEISOBUTYLMETHYLXANTHINEISOBUTYLMETHYLXANTHINE24239625
5150PDE7AENZYME, DRUGGABLE GENOMEDYPHYLLINEDYPHYLLINE
5150PDE7AENZYME, DRUGGABLE GENOMEinhibitorCHEMBL1200875FLAVOXATE HYDROCHLORIDE
5150PDE7AENZYME, DRUGGABLE GENOMEinhibitorCHEMBL628PENTOXIFYLLINE
5150PDE7AENZYME, DRUGGABLE GENOMEinhibitor178101846
5150PDE7AENZYME, DRUGGABLE GENOMEinhibitorCHEMBL932DIPYRIDAMOLE
5150PDE7AENZYME, DRUGGABLE GENOMEinhibitor315661236CRISABOROLE
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