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: PDE7B

Gene summary for PDE7B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDE7B

Gene ID

27115

Gene namephosphodiesterase 7B
Gene AliasbA472E5.1
Cytomap6q23.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9NP56


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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
27115PDE7BNAFLD1HumanLiverNAFLD5.34e-121.22e+00-0.04
27115PDE7BS43HumanLiverCirrhotic9.71e-03-1.41e-01-0.0187
27115PDE7BHCC1_MengHumanLiverHCC1.12e-05-2.05e-010.0246
27115PDE7BHCC2_MengHumanLiverHCC4.13e-04-1.98e-010.0107
27115PDE7BHCC2HumanLiverHCC7.32e-068.75e-010.5341
27115PDE7BPt13.aHumanLiverHCC2.64e-03-1.88e-010.021
27115PDE7BPt14.dHumanLiverHCC1.30e-03-1.90e-010.0143
27115PDE7BHTA12-26-1HumanPancreasPDAC9.79e-178.21e-010.3728
27115PDE7BHTA12-29-1HumanPancreasPDAC1.40e-317.14e-010.3722
27115PDE7BHTA12-30-1HumanPancreasPDAC1.14e-029.19e-010.3671
27115PDE7BPTC07HumanThyroidPTC1.45e-074.32e-020.2044
27115PDE7BATC12HumanThyroidATC8.48e-153.11e-010.34
27115PDE7BATC13HumanThyroidATC1.61e-396.45e-010.34
27115PDE7BATC4HumanThyroidATC1.23e-163.48e-010.34
27115PDE7BATC5HumanThyroidATC8.04e-386.86e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00194396LiverNAFLDaromatic compound catabolic process102/1882467/187232.29e-141.91e-11102
GO:19013616LiverNAFLDorganic cyclic compound catabolic process105/1882495/187237.04e-145.15e-11105
GO:00442707LiverNAFLDcellular nitrogen compound catabolic process93/1882451/187231.04e-114.34e-0993
GO:00467006LiverNAFLDheterocycle catabolic process92/1882445/187231.16e-114.52e-0992
GO:00346556LiverNAFLDnucleobase-containing compound catabolic process80/1882407/187233.07e-094.61e-0780
GO:00092596LiverNAFLDribonucleotide metabolic process72/1882385/187231.51e-071.09e-0572
GO:00196936LiverNAFLDribose phosphate metabolic process73/1882396/187232.23e-071.53e-0573
GO:00091177LiverNAFLDnucleotide metabolic process85/1882489/187233.31e-072.18e-0585
GO:00067537LiverNAFLDnucleoside phosphate metabolic process85/1882497/187236.69e-073.83e-0585
GO:00725217LiverNAFLDpurine-containing compound metabolic process74/1882416/187237.73e-074.27e-0574
GO:00091507LiverNAFLDpurine ribonucleotide metabolic process67/1882368/187231.10e-065.44e-0567
GO:00061637LiverNAFLDpurine nucleotide metabolic process70/1882396/187231.93e-068.23e-0570
GO:0046434LiverNAFLDorganophosphate catabolic process27/1882155/187233.21e-032.86e-0227
GO:190136111LiverCirrhoticorganic cyclic compound catabolic process213/4634495/187231.58e-193.67e-17213
GO:001943911LiverCirrhoticaromatic compound catabolic process202/4634467/187236.93e-191.28e-16202
GO:004427011LiverCirrhoticcellular nitrogen compound catabolic process195/4634451/187232.99e-184.94e-16195
GO:004670011LiverCirrhoticheterocycle catabolic process192/4634445/187237.17e-181.12e-15192
GO:003465511LiverCirrhoticnucleobase-containing compound catabolic process171/4634407/187239.07e-159.33e-13171
GO:000675312LiverCirrhoticnucleoside phosphate metabolic process190/4634497/187231.10e-116.96e-10190
GO:000911712LiverCirrhoticnucleotide metabolic process187/4634489/187231.55e-119.63e-10187
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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
PDE7BSNVMissense_Mutationc.1229N>Tp.Lys410Metp.K410MQ9NP56protein_codingdeleterious(0.01)probably_damaging(0.96)TCGA-AR-A251-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
PDE7BSNVMissense_Mutationrs377744382c.52G>Ap.Asp18Asnp.D18NQ9NP56protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.517)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PDE7BSNVMissense_Mutationc.601N>Gp.Leu201Valp.L201VQ9NP56protein_codingtolerated(0.21)possibly_damaging(0.497)TCGA-JW-A5VJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
PDE7BSNVMissense_Mutationc.253N>Tp.Leu85Phep.L85FQ9NP56protein_codingtolerated(0.57)benign(0.014)TCGA-AA-3844-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapycapecitabinePD
PDE7BSNVMissense_Mutationnovelc.149N>Gp.Asp50Glyp.D50GQ9NP56protein_codingdeleterious(0.01)possibly_damaging(0.493)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PDE7BSNVMissense_Mutationrs574015160c.31G>Ap.Glu11Lysp.E11KQ9NP56protein_codingtolerated_low_confidence(0.09)benign(0.054)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PDE7BSNVMissense_Mutationc.424C>Tp.His142Tyrp.H142YQ9NP56protein_codingtolerated(0.76)benign(0.015)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
PDE7BSNVMissense_Mutationc.283C>Tp.His95Tyrp.H95YQ9NP56protein_codingtolerated(0.42)benign(0.005)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PDE7BSNVMissense_Mutationrs201422143c.1219N>Ap.Ala407Thrp.A407TQ9NP56protein_codingtolerated(0.55)benign(0.005)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PDE7BSNVMissense_Mutationc.85N>Cp.Asp29Hisp.D29HQ9NP56protein_codingdeleterious_low_confidence(0)probably_damaging(0.928)TCGA-AF-3913-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyxelodaPD
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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
27115PDE7BDRUGGABLE GENOME, ENZYMEDYPHYLLINEDYPHYLLINE
27115PDE7BDRUGGABLE GENOME, ENZYMEinhibitorCHEMBL628PENTOXIFYLLINE
27115PDE7BDRUGGABLE GENOME, ENZYMEDYPHYLLINEDYPHYLLINE
27115PDE7BDRUGGABLE GENOME, ENZYMEinhibitor178101846
27115PDE7BDRUGGABLE GENOME, ENZYMEinhibitorCHEMBL932DIPYRIDAMOLE
27115PDE7BDRUGGABLE GENOME, ENZYMEinhibitor178101953
27115PDE7BDRUGGABLE GENOME, ENZYMEinhibitorCHEMBL1200875FLAVOXATE HYDROCHLORIDE
27115PDE7BDRUGGABLE GENOME, ENZYMEinhibitor178101509DIPYRIDAMOLE
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