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: OPCML

Gene summary for OPCML

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OPCML

Gene ID

4978

Gene nameopioid binding protein/cell adhesion molecule like
Gene AliasIGLON1
Cytomap11q25
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

Q14982


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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
4978OPCMLHTA11_866_2000001011HumanColorectumAD1.82e-031.06e-01-0.1001
4978OPCMLHTA11_1391_2000001011HumanColorectumAD9.68e-031.73e-01-0.059
4978OPCMLHTA11_6818_2000001011HumanColorectumAD2.97e-271.13e+000.0112
4978OPCMLHTA11_6818_2000001021HumanColorectumAD1.43e-154.91e-010.0588
4978OPCMLHTA11_99999965062_69753HumanColorectumMSI-H1.99e-024.77e-010.3487
4978OPCMLHTA11_99999971662_82457HumanColorectumMSS2.03e-092.48e-010.3859
4978OPCMLHTA11_99999974143_84620HumanColorectumMSS1.29e-062.01e-010.3005
4978OPCMLPat04-BHumanStomachGC8.51e-051.92e-01-0.1483
4978OPCMLPat06-BHumanStomachGC8.54e-102.34e-01-0.1961
4978OPCMLPat11-BHumanStomachGC7.11e-102.92e-01-0.182
4978OPCMLPat15-BHumanStomachGC2.00e-255.38e-01-0.0778
4978OPCMLPat18-BHumanStomachGC7.15e-041.61e-01-0.0432
4978OPCMLPat24-BHumanStomachGC8.07e-052.14e-01-0.1184
4978OPCMLPat26-AHumanStomachCSG1.95e-051.76e-01-0.2402
4978OPCMLPat28-AHumanStomachCSG4.94e-153.29e-01-0.2594
4978OPCMLPat29-AHumanStomachCAG with IM1.57e-134.61e-01-0.2769
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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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
OPCMLdeletionFrame_Shift_Delc.645delAp.Val216Terp.V216*Q14982protein_codingTCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
OPCMLdeletionFrame_Shift_Delnovelc.821delNp.Asn274ThrfsTer8p.N274Tfs*8Q14982protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
OPCMLSNVMissense_Mutationrs772092757c.229G>Ap.Ala77Thrp.A77TQ14982protein_codingtolerated(0.13)possibly_damaging(0.678)TCGA-C5-A8XI-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
OPCMLSNVMissense_Mutationnovelc.200C>Tp.Ala67Valp.A67VQ14982protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
OPCMLSNVMissense_Mutationc.157N>Ap.Ala53Thrp.A53TQ14982protein_codingdeleterious(0.03)possibly_damaging(0.473)TCGA-LP-A4AW-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
OPCMLSNVMissense_Mutationrs372426856c.625N>Ap.Ala209Thrp.A209TQ14982protein_codingdeleterious(0.02)possibly_damaging(0.802)TCGA-ZJ-AAXT-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
OPCMLSNVMissense_Mutationc.432N>Ap.Asp144Glup.D144EQ14982protein_codingdeleterious(0)benign(0.257)TCGA-AA-3844-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapycapecitabinePD
OPCMLSNVMissense_Mutationrs770223558c.211C>Tp.Arg71Cysp.R71CQ14982protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
OPCMLSNVMissense_Mutationc.328G>Ap.Glu110Lysp.E110KQ14982protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
OPCMLSNVMissense_Mutationc.991N>Ap.Leu331Ilep.L331IQ14982protein_codingtolerated(0.26)benign(0.019)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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
4978OPCMLDRUGGABLE GENOMEmethylphenidateMETHYLPHENIDATE29382897
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