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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: ENPP1

Gene summary for ENPP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ENPP1

Gene ID

5167

Gene nameectonucleotide pyrophosphatase/phosphodiesterase 1
Gene AliasARHR2
Cytomap6q23.2
Gene Typeprotein-coding
GO ID

GO:0000271

UniProtAcc

P22413


Top

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
5167ENPP1NAFLD1HumanLiverNAFLD1.50e-107.75e-01-0.04
5167ENPP1S41HumanLiverCirrhotic1.47e-024.81e-01-0.0343
5167ENPP1S43HumanLiverCirrhotic3.53e-03-9.79e-02-0.0187
5167ENPP1HCC1_MengHumanLiverHCC1.55e-47-5.76e-020.0246
5167ENPP1HCC2_MengHumanLiverHCC3.41e-03-1.58e-010.0107
5167ENPP1cirrhotic1HumanLiverCirrhotic3.22e-03-1.70e-010.0202
5167ENPP1HCC1HumanLiverHCC1.37e-224.30e+000.5336
5167ENPP1HCC2HumanLiverHCC2.23e-113.59e+000.5341
5167ENPP1Pt14.aHumanLiverHCC4.66e-032.94e-010.0169
5167ENPP1male-WTAHumanThyroidPTC9.36e-04-4.21e-020.1037
5167ENPP1PTC01HumanThyroidPTC5.59e-03-9.17e-020.1899
5167ENPP1PTC04HumanThyroidPTC4.99e-081.77e-010.1927
5167ENPP1PTC05HumanThyroidPTC2.27e-053.23e-010.2065
5167ENPP1PTC06HumanThyroidPTC4.11e-102.77e-020.2057
5167ENPP1PTC07HumanThyroidPTC2.24e-12-7.08e-020.2044
5167ENPP1ATC09HumanThyroidATC1.69e-078.88e-020.2871
5167ENPP1ATC12HumanThyroidATC1.08e-06-1.13e-010.34
5167ENPP1ATC13HumanThyroidATC8.39e-521.14e+000.34
5167ENPP1ATC1HumanThyroidATC2.09e-071.24e-010.2878
5167ENPP1ATC2HumanThyroidATC9.97e-067.47e-010.34
Page: 1 2 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00302785ThyroidPTCregulation of ossification51/5968115/187233.30e-031.61e-0251
GO:00510518ThyroidPTCnegative regulation of transport176/5968470/187235.44e-032.49e-02176
GO:004559814ThyroidPTCregulation of fat cell differentiation59/5968139/187235.50e-032.50e-0259
GO:19000764ThyroidPTCregulation of cellular response to insulin stimulus30/596864/187238.53e-033.58e-0230
GO:0045879ThyroidPTCnegative regulation of smoothened signaling pathway17/596832/187231.02e-024.11e-0217
GO:00328851ThyroidPTCregulation of polysaccharide biosynthetic process19/596837/187231.07e-024.29e-0219
GO:00109066ThyroidPTCregulation of glucose metabolic process50/5968119/187231.25e-024.88e-0250
GO:004603434ThyroidATCATP metabolic process167/6293277/187235.60e-208.64e-18167
GO:000609134ThyroidATCgeneration of precursor metabolites and energy256/6293490/187236.55e-187.69e-16256
GO:001056334ThyroidATCnegative regulation of phosphorus metabolic process234/6293442/187232.30e-172.31e-15234
GO:004593634ThyroidATCnegative regulation of phosphate metabolic process233/6293441/187233.68e-173.47e-15233
GO:003465525ThyroidATCnucleobase-containing compound catabolic process217/6293407/187231.20e-161.04e-14217
GO:001598034ThyroidATCenergy derivation by oxidation of organic compounds177/6293318/187233.60e-162.92e-14177
GO:000193333ThyroidATCnegative regulation of protein phosphorylation186/6293342/187231.43e-151.08e-13186
GO:004232634ThyroidATCnegative regulation of phosphorylation203/6293385/187235.30e-153.53e-13203
GO:004670024ThyroidATCheterocycle catabolic process228/6293445/187237.26e-154.50e-13228
GO:004427025ThyroidATCcellular nitrogen compound catabolic process229/6293451/187232.25e-141.27e-12229
GO:001604927ThyroidATCcell growth241/6293482/187234.27e-142.35e-12241
GO:001943924ThyroidATCaromatic compound catabolic process232/6293467/187233.05e-131.44e-11232
GO:000150332ThyroidATCossification206/6293408/187239.23e-133.95e-11206
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa01232LiverCirrhoticNucleotide metabolism39/253085/84651.27e-036.73e-034.15e-0339
hsa00770LiverCirrhoticPantothenate and CoA biosynthesis13/253021/84652.32e-039.90e-036.10e-0313
hsa00240LiverCirrhoticPyrimidine metabolism27/253058/84655.31e-031.88e-021.16e-0227
hsa012321LiverCirrhoticNucleotide metabolism39/253085/84651.27e-036.73e-034.15e-0339
hsa007701LiverCirrhoticPantothenate and CoA biosynthesis13/253021/84652.32e-039.90e-036.10e-0313
hsa002401LiverCirrhoticPyrimidine metabolism27/253058/84655.31e-031.88e-021.16e-0227
hsa002402LiverHCCPyrimidine metabolism44/402058/84659.34e-067.11e-053.95e-0544
hsa012322LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa007702LiverHCCPantothenate and CoA biosynthesis16/402021/84657.16e-031.97e-021.09e-0216
hsa002403LiverHCCPyrimidine metabolism44/402058/84659.34e-067.11e-053.95e-0544
hsa012323LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa007703LiverHCCPantothenate and CoA biosynthesis16/402021/84657.16e-031.97e-021.09e-0216
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
ENPP1SNVMissense_Mutationc.2351N>Gp.Tyr784Cysp.Y784CP22413protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
ENPP1SNVMissense_Mutationc.1603C>Ap.His535Asnp.H535NP22413protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ENPP1SNVMissense_Mutationc.2471N>Cp.Glu824Alap.E824AP22413protein_codingtolerated(0.26)benign(0.115)TCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ENPP1SNVMissense_Mutationc.2533N>Tp.Pro845Serp.P845SP22413protein_codingdeleterious(0.01)probably_damaging(0.934)TCGA-BH-A0BR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ENPP1SNVMissense_Mutationrs750660271c.1699N>Gp.Ile567Valp.I567VP22413protein_codingdeleterious(0.04)probably_damaging(0.967)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
ENPP1SNVMissense_Mutationnovelc.547G>Cp.Val183Leup.V183LP22413protein_codingtolerated(0.11)possibly_damaging(0.457)TCGA-EW-A3U0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycisplatinCR
ENPP1SNVMissense_Mutationrs373044722c.1441C>Tp.Arg481Trpp.R481WP22413protein_codingdeleterious(0)probably_damaging(0.954)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ENPP1SNVMissense_Mutationrs202179867c.2531C>Tp.Thr844Metp.T844MP22413protein_codingdeleterious(0)possibly_damaging(0.87)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ENPP1SNVMissense_Mutationc.2488N>Tp.His830Tyrp.H830YP22413protein_codingdeleterious(0)probably_damaging(1)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ENPP1SNVMissense_Mutationc.355N>Gp.Asn119Aspp.N119DP22413protein_codingtolerated(0.49)benign(0.085)TCGA-IR-A3LF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 7 8 9 10 11 12 

Top

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
Page: 1