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: PPDPF

Gene summary for PPDPF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PPDPF

Gene ID

79144

Gene namepancreatic progenitor cell differentiation and proliferation factor
Gene AliasC20orf149
Cytomap20q13.33
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q9H3Y8


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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
79144PPDPFGSM4909277HumanBreastPrecancer3.82e-02-7.28e-010.0177
79144PPDPFGSM4909280HumanBreastPrecancer2.62e-02-5.01e-010.0305
79144PPDPFGSM4909285HumanBreastIDC1.57e-33-4.25e-010.21
79144PPDPFGSM4909286HumanBreastIDC1.83e-031.87e-010.1081
79144PPDPFGSM4909288HumanBreastIDC7.45e-08-6.67e-010.0988
79144PPDPFGSM4909291HumanBreastIDC7.48e-496.19e-010.1753
79144PPDPFGSM4909294HumanBreastIDC5.62e-079.96e-020.2022
79144PPDPFGSM4909295HumanBreastIDC1.50e-052.75e-010.0898
79144PPDPFGSM4909296HumanBreastIDC3.81e-097.14e-020.1524
79144PPDPFGSM4909297HumanBreastIDC1.14e-373.09e-010.1517
79144PPDPFGSM4909298HumanBreastIDC5.54e-515.04e-010.1551
79144PPDPFGSM4909301HumanBreastIDC1.12e-193.48e-010.1577
79144PPDPFGSM4909302HumanBreastIDC5.01e-152.11e-010.1545
79144PPDPFGSM4909304HumanBreastIDC4.96e-745.61e-010.1636
79144PPDPFGSM4909306HumanBreastIDC1.24e-022.19e-010.1564
79144PPDPFGSM4909309HumanBreastIDC1.70e-101.39e-010.0483
79144PPDPFGSM4909311HumanBreastIDC5.29e-582.79e-010.1534
79144PPDPFGSM4909312HumanBreastIDC6.14e-786.06e-010.1552
79144PPDPFGSM4909313HumanBreastIDC9.67e-324.56e-010.0391
79144PPDPFGSM4909315HumanBreastIDC2.05e-545.66e-010.21
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
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.

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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
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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
PPDPFSNVMissense_Mutationc.131N>Tp.Pro44Leup.P44LQ9H3Y8protein_codingdeleterious(0.02)possibly_damaging(0.456)TCGA-E9-A22E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphaneSD
PPDPFSNVMissense_Mutationnovelc.174N>Ap.Phe58Leup.F58LQ9H3Y8protein_codingdeleterious(0.04)benign(0.007)TCGA-EO-A3AV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinCR
PPDPFSNVMissense_Mutationnovelc.80N>Gp.Asn27Serp.N27SQ9H3Y8protein_codingtolerated(0.3)benign(0.028)TCGA-DD-AAE3-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownSD
PPDPFSNVMissense_Mutationc.257N>Ap.Ser86Asnp.S86NQ9H3Y8protein_codingtolerated(0.18)benign(0.003)TCGA-MI-A75H-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownPD
PPDPFSNVMissense_Mutationc.164N>Tp.Trp55Leup.W55LQ9H3Y8protein_codingdeleterious(0)possibly_damaging(0.856)TCGA-64-5815-01Lunglung adenocarcinomaMale>=65I/IIChemotherapygemcitabineCR
PPDPFSNVMissense_Mutationrs759954043c.233N>Gp.Ser78Trpp.S78WQ9H3Y8protein_codingdeleterious(0.02)possibly_damaging(0.753)TCGA-NJ-A4YP-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
PPDPFSNVMissense_Mutationc.136N>Gp.Leu46Valp.L46VQ9H3Y8protein_codingtolerated(0.07)benign(0.292)TCGA-18-3406-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
PPDPFSNVMissense_Mutationnovelc.197N>Tp.Pro66Leup.P66LQ9H3Y8protein_codingtolerated(0.08)probably_damaging(1)TCGA-CR-5248-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIChemotherapyoxaliplatinPD
PPDPFSNVMissense_Mutationnovelc.211N>Ap.Val71Metp.V71MQ9H3Y8protein_codingdeleterious(0.03)possibly_damaging(0.543)TCGA-MT-A67F-01Oral cavityhead & neck squamous cell carcinomaFemale<65I/IIUnknownUnknownSD
PPDPFSNVMissense_Mutationnovelc.250N>Cp.Ser84Prop.S84PQ9H3Y8protein_codingtolerated(0.18)benign(0.022)TCGA-HU-A4GT-01Stomachstomach adenocarcinomaFemale>=65I/IIChemotherapycopolangSD
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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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