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: GPR37

Gene summary for GPR37

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GPR37

Gene ID

2861

Gene nameG protein-coupled receptor 37
Gene AliasEDNRBL
Cytomap7q31.33
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

O15354


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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
2861GPR37HCC1_MengHumanLiverHCC8.34e-106.17e-030.0246
2861GPR37HCC1HumanLiverHCC1.14e-042.83e+000.5336
2861GPR37S014HumanLiverHCC5.71e-411.34e+000.2254
2861GPR37S015HumanLiverHCC1.87e-401.44e+000.2375
2861GPR37S016HumanLiverHCC9.97e-471.58e+000.2243
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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
∗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:000697922LiverHCCresponse to oxidative stress281/7958446/187239.75e-191.24e-16281
GO:006219722LiverHCCcellular response to chemical stress216/7958337/187236.86e-165.44e-14216
GO:003459922LiverHCCcellular response to oxidative stress183/7958288/187233.65e-131.93e-11183
GO:000030222LiverHCCresponse to reactive oxygen species144/7958222/187231.24e-115.09e-10144
GO:004254222LiverHCCresponse to hydrogen peroxide100/7958146/187231.79e-106.15e-09100
GO:003461412LiverHCCcellular response to reactive oxygen species102/7958155/187233.70e-099.89e-08102
GO:00703011LiverHCCcellular response to hydrogen peroxide66/795898/187235.74e-079.07e-0666
GO:19016172LiverHCCorganic hydroxy compound biosynthetic process129/7958237/187231.32e-041.08e-03129
GO:003647312LiverHCCcell death in response to oxidative stress55/795895/187231.76e-039.12e-0355
GO:190288212LiverHCCregulation of response to oxidative stress55/795898/187234.46e-031.93e-0255
GO:190040712LiverHCCregulation of cellular response to oxidative stress50/795889/187236.33e-032.58e-0250
GO:190320112LiverHCCregulation of oxidative stress-induced cell death42/795874/187239.32e-033.57e-0242
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501222LiverHCCParkinson disease198/4020266/84659.40e-201.58e-178.76e-18198
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0501232LiverHCCParkinson disease198/4020266/84659.40e-201.58e-178.76e-18198
hsa0502232LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
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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
PSAPGPR37L1PSAP_GPR37L1PSAPHNSCCPrecancer
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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
GPR37SNVMissense_Mutationc.1100N>Cp.Gln367Prop.Q367PO15354protein_codingtolerated(0.07)probably_damaging(0.953)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
GPR37SNVMissense_Mutationrs538782485c.1397N>Tp.Ala466Valp.A466VO15354protein_codingtolerated(0.09)possibly_damaging(0.874)TCGA-A2-A0T4-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfemaraSD
GPR37SNVMissense_Mutationc.462G>Tp.Lys154Asnp.K154NO15354protein_codingtolerated(0.07)benign(0.051)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GPR37SNVMissense_Mutationnovelc.457G>Ap.Glu153Lysp.E153KO15354protein_codingtolerated_low_confidence(0.2)benign(0)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
GPR37SNVMissense_Mutationnovelc.203N>Ap.Arg68Glnp.R68QO15354protein_codingtolerated_low_confidence(0.09)benign(0.062)TCGA-EW-A1PC-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
GPR37SNVMissense_Mutationnovelc.842C>Tp.Ala281Valp.A281VO15354protein_codingdeleterious(0.02)possibly_damaging(0.89)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GPR37SNVMissense_Mutationc.1774N>Ap.Glu592Lysp.E592KO15354protein_codingdeleterious(0.03)possibly_damaging(0.647)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GPR37SNVMissense_Mutationc.744N>Tp.Lys248Asnp.K248NO15354protein_codingtolerated(0.07)benign(0.141)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GPR37SNVMissense_Mutationnovelc.918N>Tp.Trp306Cysp.W306CO15354protein_codingdeleterious(0.03)possibly_damaging(0.714)TCGA-AA-3519-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownSD
GPR37SNVMissense_Mutationc.856G>Cp.Val286Leup.V286LO15354protein_codingdeleterious(0)probably_damaging(0.973)TCGA-AA-3692-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfolinicPD
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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
2861GPR37G PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOME, CELL SURFACEagonist178102688
2861GPR37G PROTEIN COUPLED RECEPTOR, DRUGGABLE GENOME, CELL SURFACEagonist135652325
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