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: OLFML2A

Gene summary for OLFML2A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OLFML2A

Gene ID

169611

Gene nameolfactomedin like 2A
Gene AliasPRO34319
Cytomap9q33.3
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q68BL7


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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
169611OLFML2AP2T-EHumanEsophagusESCC1.14e-142.30e-010.1177
169611OLFML2AP4T-EHumanEsophagusESCC3.97e-112.94e-010.1323
169611OLFML2AP5T-EHumanEsophagusESCC3.89e-041.17e-020.1327
169611OLFML2AP8T-EHumanEsophagusESCC2.97e-214.84e-010.0889
169611OLFML2AP9T-EHumanEsophagusESCC4.96e-042.06e-010.1131
169611OLFML2AP10T-EHumanEsophagusESCC3.97e-091.99e-010.116
169611OLFML2AP11T-EHumanEsophagusESCC1.82e-238.77e-010.1426
169611OLFML2AP12T-EHumanEsophagusESCC1.61e-173.16e-010.1122
169611OLFML2AP15T-EHumanEsophagusESCC5.72e-184.14e-010.1149
169611OLFML2AP20T-EHumanEsophagusESCC3.54e-082.04e-010.1124
169611OLFML2AP21T-EHumanEsophagusESCC2.62e-185.74e-010.1617
169611OLFML2AP22T-EHumanEsophagusESCC6.40e-141.35e-010.1236
169611OLFML2AP26T-EHumanEsophagusESCC5.17e-204.45e-010.1276
169611OLFML2AP27T-EHumanEsophagusESCC3.42e-182.44e-010.1055
169611OLFML2AP30T-EHumanEsophagusESCC7.10e-052.47e-010.137
169611OLFML2AP31T-EHumanEsophagusESCC9.01e-122.82e-010.1251
169611OLFML2AP32T-EHumanEsophagusESCC5.43e-032.97e-010.1666
169611OLFML2AP37T-EHumanEsophagusESCC1.66e-103.65e-010.1371
169611OLFML2AP42T-EHumanEsophagusESCC1.26e-104.02e-010.1175
169611OLFML2AP44T-EHumanEsophagusESCC7.87e-041.81e-010.1096
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:00301983Oral cavityOSCCextracellular matrix organization146/7305301/187234.67e-042.77e-03146
GO:00452293Oral cavityOSCCexternal encapsulating structure organization147/7305304/187235.30e-043.08e-03147
GO:00430623Oral cavityOSCCextracellular structure organization146/7305302/187235.59e-043.23e-03146
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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
OLFML2ASNVMissense_Mutationc.1423N>Ap.Ala475Thrp.A475TQ68BL7protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
OLFML2ASNVMissense_Mutationc.1522N>Ap.Glu508Lysp.E508KQ68BL7protein_codingdeleterious(0.01)benign(0.038)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
OLFML2ASNVMissense_Mutationrs199680116c.1762N>Ap.Val588Metp.V588MQ68BL7protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AC-A5XU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleSD
OLFML2ASNVMissense_Mutationc.831N>Tp.Lys277Asnp.K277NQ68BL7protein_codingdeleterious(0.01)possibly_damaging(0.478)TCGA-E2-A1B4-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
OLFML2AinsertionFrame_Shift_Insrs769664558c.1208_1209insCp.Val406CysfsTer51p.V406Cfs*51Q68BL7protein_codingTCGA-BH-A0BP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
OLFML2ASNVMissense_Mutationnovelc.1747N>Tp.Gly583Cysp.G583CQ68BL7protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
OLFML2ASNVMissense_Mutationrs777350219c.1211C>Tp.Pro404Leup.P404LQ68BL7protein_codingtolerated(0.14)benign(0.021)TCGA-C5-A1BN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
OLFML2ASNVMissense_Mutationc.1636N>Ap.Glu546Lysp.E546KQ68BL7protein_codingdeleterious(0)possibly_damaging(0.678)TCGA-VS-A8QA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
OLFML2ASNVMissense_Mutationnovelc.554C>Gp.Ser185Cysp.S185CQ68BL7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-ZJ-A8QR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
OLFML2ASNVMissense_Mutationrs368549348c.1573N>Ap.Val525Metp.V525MQ68BL7protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-2680-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
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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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