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: PDE4DIP

Gene summary for PDE4DIP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDE4DIP

Gene ID

9659

Gene namephosphodiesterase 4D interacting protein
Gene AliasCMYA2
Cytomap1q21.2
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q5VU43


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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
9659PDE4DIPLZE4THumanEsophagusESCC1.39e-021.40e-010.0811
9659PDE4DIPLZE7THumanEsophagusESCC3.45e-052.75e-010.0667
9659PDE4DIPLZE24THumanEsophagusESCC5.21e-123.25e-010.0596
9659PDE4DIPLZE6THumanEsophagusESCC7.39e-032.08e-010.0845
9659PDE4DIPP2T-EHumanEsophagusESCC1.04e-163.31e-010.1177
9659PDE4DIPP4T-EHumanEsophagusESCC6.24e-132.97e-010.1323
9659PDE4DIPP5T-EHumanEsophagusESCC1.75e-071.92e-010.1327
9659PDE4DIPP8T-EHumanEsophagusESCC1.99e-161.81e-010.0889
9659PDE4DIPP9T-EHumanEsophagusESCC9.61e-133.19e-010.1131
9659PDE4DIPP10T-EHumanEsophagusESCC6.35e-416.94e-010.116
9659PDE4DIPP11T-EHumanEsophagusESCC9.72e-177.65e-010.1426
9659PDE4DIPP12T-EHumanEsophagusESCC1.53e-132.19e-010.1122
9659PDE4DIPP15T-EHumanEsophagusESCC6.54e-102.99e-010.1149
9659PDE4DIPP16T-EHumanEsophagusESCC4.58e-112.49e-010.1153
9659PDE4DIPP17T-EHumanEsophagusESCC2.44e-063.86e-010.1278
9659PDE4DIPP19T-EHumanEsophagusESCC3.41e-087.93e-010.1662
9659PDE4DIPP20T-EHumanEsophagusESCC1.05e-052.31e-010.1124
9659PDE4DIPP21T-EHumanEsophagusESCC2.42e-152.34e-010.1617
9659PDE4DIPP22T-EHumanEsophagusESCC1.07e-202.75e-010.1236
9659PDE4DIPP23T-EHumanEsophagusESCC8.93e-155.01e-010.108
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00070308EsophagusESCCGolgi organization101/8552157/187231.78e-062.10e-05101
GO:0007030LiverNAFLDGolgi organization36/1882157/187231.76e-067.68e-0536
GO:1903358LiverNAFLDregulation of Golgi organization7/188217/187238.03e-049.95e-037
GO:00070301LiverCirrhoticGolgi organization68/4634157/187232.57e-076.41e-0668
GO:19033581LiverCirrhoticregulation of Golgi organization10/463417/187232.85e-031.64e-0210
GO:00070302LiverHCCGolgi organization99/7958157/187231.54e-072.85e-0699
GO:19033582LiverHCCregulation of Golgi organization13/795817/187234.77e-032.02e-0213
GO:000703013ProstateTumorGolgi organization40/3246157/187236.33e-032.90e-0240
GO:000703010ThyroidPTCGolgi organization79/5968157/187231.11e-061.64e-0579
GO:000703015ThyroidATCGolgi organization79/6293157/187231.07e-051.05e-0479
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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
PDE4DIPSNVMissense_Mutationnovelc.485N>Gp.Asp162Glyp.D162Gprotein_codingtolerated(0.09)benign(0.007)TCGA-A2-A3XS-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
PDE4DIPSNVMissense_Mutationc.5623N>Tp.Arg1875Trpp.R1875Wprotein_codingdeleterious(0.01)benign(0.179)TCGA-A8-A06U-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PDE4DIPSNVMissense_Mutationc.181G>Cp.Glu61Glnp.E61Qprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PDE4DIPSNVMissense_Mutationc.790G>Ap.Glu264Lysp.E264Kprotein_codingdeleterious(0)possibly_damaging(0.559)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PDE4DIPSNVMissense_Mutationc.4862C>Gp.Ser1621Cysp.S1621Cprotein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PDE4DIPSNVMissense_Mutationc.1108N>Ap.Ala370Thrp.A370Tprotein_codingtolerated(0.1)benign(0.112)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PDE4DIPSNVMissense_Mutationnovelc.240C>Ap.Asn80Lysp.N80Kprotein_codingdeleterious(0.01)benign(0.127)TCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
PDE4DIPSNVMissense_Mutationc.4465N>Tp.Arg1489Trpp.R1489Wprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
PDE4DIPSNVMissense_Mutationnovelc.4979N>Tp.Ser1660Leup.S1660Lprotein_codingtolerated(0.14)benign(0.045)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PDE4DIPSNVMissense_Mutationc.4166N>Tp.Ser1389Leup.S1389Lprotein_codingdeleterious(0)possibly_damaging(0.658)TCGA-BH-A0HB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
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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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