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: PDE4A

Gene summary for PDE4A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDE4A

Gene ID

5141

Gene namephosphodiesterase 4A
Gene AliasDPDE2
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

P27815


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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
5141PDE4AHTA11_3410_2000001011HumanColorectumAD1.16e-022.19e-010.0155
5141PDE4AHTA11_347_2000001011HumanColorectumAD3.33e-063.25e-01-0.1954
5141PDE4AHTA11_696_2000001011HumanColorectumAD3.22e-033.61e-01-0.1464
5141PDE4AHTA11_866_2000001011HumanColorectumAD2.73e-155.55e-01-0.1001
5141PDE4AHTA11_1391_2000001011HumanColorectumAD8.65e-033.31e-01-0.059
5141PDE4AHTA11_546_2000001011HumanColorectumAD2.72e-034.59e-01-0.0842
5141PDE4AHTA11_10623_2000001011HumanColorectumAD4.08e-025.33e-01-0.0177
5141PDE4AHTA11_10711_2000001011HumanColorectumAD6.21e-106.90e-010.0338
5141PDE4AHTA11_7696_3000711011HumanColorectumAD2.18e-237.78e-010.0674
5141PDE4Amale-WTAHumanThyroidPTC3.40e-024.84e-020.1037
5141PDE4APTC01HumanThyroidPTC1.52e-022.96e-020.1899
5141PDE4APTC04HumanThyroidPTC5.96e-081.51e-010.1927
5141PDE4APTC05HumanThyroidPTC1.92e-031.68e-010.2065
5141PDE4APTC06HumanThyroidPTC1.05e-031.20e-010.2057
5141PDE4APTC07HumanThyroidPTC1.07e-132.09e-010.2044
5141PDE4AATC13HumanThyroidATC7.41e-254.27e-010.34
5141PDE4AATC2HumanThyroidATC1.08e-076.21e-010.34
5141PDE4AATC5HumanThyroidATC1.46e-274.73e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:0009150ColorectumADpurine ribonucleotide metabolic process142/3918368/187234.29e-151.17e-12142
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:0009259ColorectumADribonucleotide metabolic process144/3918385/187235.25e-141.13e-11144
GO:0019693ColorectumADribose phosphate metabolic process145/3918396/187233.01e-135.71e-11145
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
GO:0046700ColorectumADheterocycle catabolic process145/3918445/187234.37e-092.84e-07145
GO:0034655ColorectumADnucleobase-containing compound catabolic process133/3918407/187231.56e-089.12e-07133
GO:0019439ColorectumADaromatic compound catabolic process146/3918467/187237.48e-083.84e-06146
GO:1901361ColorectumADorganic cyclic compound catabolic process153/3918495/187238.23e-084.18e-06153
GO:0009410ColorectumADresponse to xenobiotic stimulus128/3918462/187232.69e-043.31e-03128
GO:0006195ColorectumADpurine nucleotide catabolic process18/391846/187233.67e-032.60e-0218
GO:0072523ColorectumADpurine-containing compound catabolic process19/391852/187236.92e-034.26e-0219
GO:0034655112ThyroidPTCnucleobase-containing compound catabolic process211/5968407/187232.72e-172.52e-15211
GO:0046700111ThyroidPTCheterocycle catabolic process221/5968445/187232.43e-151.72e-13221
GO:0044270111ThyroidPTCcellular nitrogen compound catabolic process223/5968451/187233.34e-152.31e-13223
GO:0019439111ThyroidPTCaromatic compound catabolic process225/5968467/187238.51e-144.71e-12225
GO:1901361111ThyroidPTCorganic cyclic compound catabolic process231/5968495/187232.55e-121.12e-10231
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04928ColorectumADParathyroid hormone synthesis, secretion and action38/2092106/84656.60e-032.77e-021.76e-0238
hsa049281ColorectumADParathyroid hormone synthesis, secretion and action38/2092106/84656.60e-032.77e-021.76e-0238
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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
PDE4ASNVMissense_Mutationc.1614N>Gp.Ile538Metp.I538MP27815protein_codingdeleterious(0)probably_damaging(1)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
PDE4ASNVMissense_Mutationrs199842964c.415N>Cp.Thr139Prop.T139PP27815protein_codingtolerated_low_confidence(0.2)benign(0)TCGA-A1-A0SH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
PDE4ASNVMissense_Mutationrs199842964c.415N>Cp.Thr139Prop.T139PP27815protein_codingtolerated_low_confidence(0.2)benign(0)TCGA-A2-A0T2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaPD
PDE4ASNVMissense_Mutationrs199842964c.415N>Cp.Thr139Prop.T139PP27815protein_codingtolerated_low_confidence(0.2)benign(0)TCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
PDE4ASNVMissense_Mutationrs199842964c.415A>Cp.Thr139Prop.T139PP27815protein_codingtolerated_low_confidence(0.2)benign(0)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PDE4ASNVMissense_Mutationc.1230N>Gp.Ile410Metp.I410MP27815protein_codingdeleterious(0)possibly_damaging(0.848)TCGA-E2-A1B6-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificAdriamycinSD
PDE4AinsertionFrame_Shift_Insnovelc.1789_1790insTTACp.Lys597IlefsTer23p.K597Ifs*23P27815protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
PDE4AinsertionNonsense_Mutationnovelc.1791_1792insGCATGTGCCACCGTGCCTGGCTAATTTTTTTGTATp.Pro598AlafsTer8p.P598Afs*8P27815protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
PDE4ASNVMissense_Mutationc.1495N>Ap.Glu499Lysp.E499KP27815protein_codingdeleterious(0.04)possibly_damaging(0.457)TCGA-C5-A1BK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PDE4ASNVMissense_Mutationc.463N>Ap.Asp155Asnp.D155NP27815protein_codingdeleterious_low_confidence(0.04)benign(0.273)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
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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
5141PDE4ADRUGGABLE GENOME, ENZYMEENPROFYLLINEENPROFYLLINE
5141PDE4ADRUGGABLE GENOME, ENZYMEAVE-811224343458
5141PDE4ADRUGGABLE GENOME, ENZYMEinhibitorCHEMBL1370561AMINOPHYLLINE
5141PDE4ADRUGGABLE GENOME, ENZYMEEnprofyllineENPROFYLLINE
5141PDE4ADRUGGABLE GENOME, ENZYMEAN-2898
5141PDE4ADRUGGABLE GENOME, ENZYMEMM36 topical ointment
5141PDE4ADRUGGABLE GENOME, ENZYMERONOMILAST
5141PDE4ADRUGGABLE GENOME, ENZYMEOX914
5141PDE4ADRUGGABLE GENOME, ENZYMETHEOPHYLLINETHEOPHYLLINE
5141PDE4ADRUGGABLE GENOME, ENZYMEDYPHYLLINEDYPHYLLINE
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