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: OLFM2

Gene summary for OLFM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OLFM2

Gene ID

93145

Gene nameolfactomedin 2
Gene AliasNOE2
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

O95897


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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
93145OLFM2LZE6THumanEsophagusESCC1.51e-021.83e-010.0845
93145OLFM2P2T-EHumanEsophagusESCC4.52e-152.60e-010.1177
93145OLFM2P4T-EHumanEsophagusESCC7.11e-057.32e-020.1323
93145OLFM2P10T-EHumanEsophagusESCC4.64e-275.33e-010.116
93145OLFM2P11T-EHumanEsophagusESCC4.07e-062.59e-010.1426
93145OLFM2P12T-EHumanEsophagusESCC1.00e-122.22e-010.1122
93145OLFM2P15T-EHumanEsophagusESCC4.32e-082.04e-010.1149
93145OLFM2P16T-EHumanEsophagusESCC2.05e-111.25e-010.1153
93145OLFM2P22T-EHumanEsophagusESCC1.46e-152.47e-010.1236
93145OLFM2P24T-EHumanEsophagusESCC2.81e-061.80e-010.1287
93145OLFM2P26T-EHumanEsophagusESCC2.11e-213.83e-010.1276
93145OLFM2P28T-EHumanEsophagusESCC2.90e-021.46e-010.1149
93145OLFM2P30T-EHumanEsophagusESCC1.96e-032.21e-010.137
93145OLFM2P31T-EHumanEsophagusESCC3.55e-092.37e-010.1251
93145OLFM2P32T-EHumanEsophagusESCC1.60e-112.33e-010.1666
93145OLFM2P36T-EHumanEsophagusESCC2.17e-113.60e-010.1187
93145OLFM2P37T-EHumanEsophagusESCC3.41e-419.98e-010.1371
93145OLFM2P40T-EHumanEsophagusESCC4.12e-104.19e-010.109
93145OLFM2P42T-EHumanEsophagusESCC1.20e-083.65e-010.1175
93145OLFM2P48T-EHumanEsophagusESCC8.77e-067.20e-020.0959
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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.

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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:000930617EsophagusESCCprotein secretion190/8552359/187233.22e-031.34e-02190
GO:003559217EsophagusESCCestablishment of protein localization to extracellular region190/8552360/187233.77e-031.53e-02190
GO:007169210EsophagusESCCprotein localization to extracellular region193/8552368/187235.01e-031.92e-02193
GO:003559212LiverHCCestablishment of protein localization to extracellular region176/7958360/187237.96e-033.15e-02176
GO:000930612LiverHCCprotein secretion175/7958359/187239.32e-033.57e-02175
GO:00426928SkinAKmuscle cell differentiation64/1910384/187235.51e-058.38e-0464
GO:004269216ThyroidATCmuscle cell differentiation165/6293384/187237.17e-055.46e-04165
GO:007169223ThyroidATCprotein localization to extracellular region150/6293368/187232.25e-031.05e-02150
GO:000930623ThyroidATCprotein secretion146/6293359/187232.83e-031.29e-02146
GO:003559223ThyroidATCestablishment of protein localization to extracellular region146/6293360/187233.20e-031.44e-02146
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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
OLFM2SNVMissense_Mutationrs529000203c.172N>Gp.Arg58Glyp.R58GO95897protein_codingtolerated(0.08)benign(0.173)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
OLFM2SNVMissense_Mutationnovelc.346N>Ap.Ala116Thrp.A116TO95897protein_codingtolerated(0.59)benign(0.05)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
OLFM2SNVMissense_Mutationc.638N>Ap.Arg213Hisp.R213HO95897protein_codingdeleterious(0)probably_damaging(1)TCGA-B6-A1KN-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
OLFM2insertionFrame_Shift_Insnovelc.107_108insCCAAAGTGTTGGGATTACAGGTGTGAGCCACCATp.Ala37GlnfsTer16p.A37Qfs*16O95897protein_codingTCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
OLFM2SNVMissense_Mutationrs771699423c.820N>Cp.Tyr274Hisp.Y274HO95897protein_codingdeleterious(0)probably_damaging(0.985)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
OLFM2SNVMissense_Mutationc.985G>Ap.Glu329Lysp.E329KO95897protein_codingdeleterious(0)probably_damaging(0.966)TCGA-C5-A1M9-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
OLFM2SNVMissense_Mutationc.331N>Ap.Asp111Asnp.D111NO95897protein_codingtolerated(0.11)benign(0.158)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
OLFM2SNVMissense_Mutationc.622C>Tp.Arg208Trpp.R208WO95897protein_codingdeleterious(0)probably_damaging(0.992)TCGA-MA-AA3Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
OLFM2SNVMissense_Mutationnovelc.89G>Ap.Gly30Aspp.G30DO95897protein_codingdeleterious(0.01)probably_damaging(0.974)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
OLFM2SNVMissense_Mutationrs765662180c.1036G>Ap.Val346Metp.V346MO95897protein_codingdeleterious(0.05)possibly_damaging(0.627)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
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