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: ENPP7

Gene summary for ENPP7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ENPP7

Gene ID

339221

Gene nameectonucleotide pyrophosphatase/phosphodiesterase 7
Gene AliasALK-SMase
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q6UWV6


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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
339221ENPP7Pat01-BHumanStomachGC1.32e-164.20e-010.5754
339221ENPP7Pat03-BHumanStomachGC4.97e-021.29e-010.3693
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0007586StomachGCdigestion38/1159137/187231.80e-151.22e-1238
GO:00226006StomachGCdigestive system process30/1159104/187235.40e-132.10e-1030
GO:00508925StomachGCintestinal absorption18/115941/187238.10e-122.20e-0918
GO:0098856StomachGCintestinal lipid absorption10/115921/187231.50e-078.56e-0610
GO:00442424StomachGCcellular lipid catabolic process32/1159214/187233.16e-061.29e-0432
GO:00160425StomachGClipid catabolic process41/1159320/187237.84e-062.80e-0441
GO:00342506StomachGCpositive regulation of cellular amide metabolic process25/1159162/187232.12e-056.44e-0425
GO:0030299StomachGCintestinal cholesterol absorption7/115918/187235.94e-051.35e-037
GO:0055088StomachGClipid homeostasis24/1159167/187239.86e-052.00e-0324
GO:00313316StomachGCpositive regulation of cellular catabolic process46/1159427/187231.79e-043.12e-0346
GO:0044241StomachGClipid digestion7/115921/187231.84e-043.16e-037
GO:0019216StomachGCregulation of lipid metabolic process37/1159331/187233.67e-045.70e-0337
GO:00098966StomachGCpositive regulation of catabolic process50/1159492/187233.89e-045.97e-0350
GO:0046890StomachGCregulation of lipid biosynthetic process22/1159171/187238.94e-041.10e-0222
GO:0050996StomachGCpositive regulation of lipid catabolic process7/115928/187231.28e-031.44e-027
GO:0030301StomachGCcholesterol transport16/1159117/187232.29e-032.21e-0216
GO:0015918StomachGCsterol transport17/1159130/187232.75e-032.53e-0217
GO:1904729StomachGCregulation of intestinal lipid absorption4/115911/187233.39e-032.94e-024
GO:1904478StomachGCregulation of intestinal absorption4/115913/187236.65e-034.85e-024
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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
ENPP7SNVMissense_Mutationc.191N>Ap.Ala64Glup.A64EQ6UWV6protein_codingdeleterious(0)probably_damaging(0.976)TCGA-A2-A25D-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
ENPP7SNVMissense_Mutationrs530922212c.695G>Ap.Arg232Hisp.R232HQ6UWV6protein_codingtolerated(0.13)benign(0.021)TCGA-AC-A62V-01Breastbreast invasive carcinomaMale<65III/IVTargeted Molecular therapydenosumabPD
ENPP7SNVMissense_Mutationnovelc.170T>Cp.Met57Thrp.M57TQ6UWV6protein_codingdeleterious(0.03)benign(0.111)TCGA-AN-A04D-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ENPP7SNVMissense_Mutationnovelc.952G>Tp.Ala318Serp.A318SQ6UWV6protein_codingtolerated(0.62)benign(0.003)TCGA-AR-A24Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ENPP7SNVMissense_Mutationc.524N>Gp.Asn175Serp.N175SQ6UWV6protein_codingtolerated(0.05)benign(0.036)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ENPP7SNVMissense_Mutationrs782250551c.136N>Cp.Asp46Hisp.D46HQ6UWV6protein_codingdeleterious(0)probably_damaging(0.968)TCGA-D8-A27F-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
ENPP7SNVMissense_Mutationc.1086G>Ap.Met362Ilep.M362IQ6UWV6protein_codingdeleterious(0)probably_damaging(1)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ENPP7insertionFrame_Shift_Insnovelc.1141_1142insACTCCCATTTACTCAGGGTCTGGTCTp.Pro381HisfsTer35p.P381Hfs*35Q6UWV6protein_codingTCGA-A8-A08O-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelPD
ENPP7insertionFrame_Shift_Insnovelc.354dupGp.Trp119ValfsTer51p.W119Vfs*51Q6UWV6protein_codingTCGA-C8-A135-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ENPP7deletionFrame_Shift_Delnovelc.1008delTp.Gly337AlafsTer26p.G337Afs*26Q6UWV6protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
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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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