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: OLFM4

Gene summary for OLFM4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OLFM4

Gene ID

10562

Gene nameolfactomedin 4
Gene AliasGC1
Cytomap13q14.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A024QZ95


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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
10562OLFM4HTA11_3410_2000001011HumanColorectumAD2.07e-552.55e+000.0155
10562OLFM4HTA11_2951_2000001011HumanColorectumAD1.43e-131.73e+000.0216
10562OLFM4HTA11_1938_2000001011HumanColorectumAD6.45e-352.85e+00-0.0811
10562OLFM4HTA11_2112_2000001011HumanColorectumSER8.93e-071.14e+00-0.2196
10562OLFM4HTA11_696_2000001011HumanColorectumAD2.50e-171.87e+00-0.1464
10562OLFM4HTA11_1391_2000001011HumanColorectumAD9.24e-324.31e+00-0.059
10562OLFM4HTA11_546_2000001011HumanColorectumAD8.96e-051.60e+00-0.0842
10562OLFM4HTA11_866_3004761011HumanColorectumAD1.40e-343.12e+000.096
10562OLFM4HTA11_4255_2000001011HumanColorectumSER3.52e-092.66e+000.0446
10562OLFM4HTA11_8622_2000001021HumanColorectumSER7.39e-222.90e+000.0528
10562OLFM4HTA11_7663_2000001011HumanColorectumSER1.36e-142.35e+000.0131
10562OLFM4HTA11_6801_2000001011HumanColorectumSER8.03e-264.30e+000.0171
10562OLFM4HTA11_10711_2000001011HumanColorectumAD9.90e-241.64e+000.0338
10562OLFM4HTA11_7696_3000711011HumanColorectumAD1.69e-713.19e+000.0674
10562OLFM4HTA11_6818_2000001011HumanColorectumAD2.80e-092.56e+000.0112
10562OLFM4HTA11_7469_2000001011HumanColorectumAD1.74e-041.54e+00-0.0124
10562OLFM4HTA11_11156_2000001011HumanColorectumAD1.92e-041.23e+000.0397
10562OLFM4HTA11_99999970781_79442HumanColorectumMSS1.40e-473.14e+000.294
10562OLFM4HTA11_99999965062_69753HumanColorectumMSI-H6.55e-033.06e-010.3487
10562OLFM4HTA11_99999965104_69814HumanColorectumMSS1.45e-112.09e+000.281
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:0022604ColorectumADregulation of cell morphogenesis109/3918309/187233.08e-092.07e-07109
GO:0010811ColorectumADpositive regulation of cell-substrate adhesion53/3918123/187232.30e-081.27e-0653
GO:0010810ColorectumADregulation of cell-substrate adhesion81/3918221/187234.80e-082.55e-0681
GO:0031589ColorectumADcell-substrate adhesion116/3918363/187234.68e-071.76e-05116
GO:0034446ColorectumADsubstrate adhesion-dependent cell spreading40/3918108/187238.52e-051.32e-0340
GO:1900026ColorectumADpositive regulation of substrate adhesion-dependent cell spreading19/391841/187232.37e-043.03e-0319
GO:1900024ColorectumADregulation of substrate adhesion-dependent cell spreading24/391857/187232.38e-043.03e-0324
GO:0045785ColorectumADpositive regulation of cell adhesion122/3918437/187232.65e-043.28e-03122
GO:0010769ColorectumADregulation of cell morphogenesis involved in differentiation35/391896/187233.26e-043.85e-0335
GO:0010770ColorectumADpositive regulation of cell morphogenesis involved in differentiation30/391879/187233.81e-044.38e-0330
GO:0010720ColorectumADpositive regulation of cell development87/3918298/187234.17e-044.71e-0387
GO:00226041ColorectumSERregulation of cell morphogenesis89/2897309/187231.51e-091.52e-0789
GO:00108101ColorectumSERregulation of cell-substrate adhesion64/2897221/187232.34e-071.29e-0564
GO:00108111ColorectumSERpositive regulation of cell-substrate adhesion41/2897123/187236.52e-073.15e-0541
GO:00315891ColorectumSERcell-substrate adhesion86/2897363/187232.36e-056.64e-0486
GO:00107691ColorectumSERregulation of cell morphogenesis involved in differentiation31/289796/187232.95e-057.89e-0431
GO:19000241ColorectumSERregulation of substrate adhesion-dependent cell spreading21/289757/187236.59e-051.51e-0321
GO:00107701ColorectumSERpositive regulation of cell morphogenesis involved in differentiation26/289779/187238.81e-051.91e-0326
GO:00344461ColorectumSERsubstrate adhesion-dependent cell spreading32/2897108/187231.42e-042.82e-0332
GO:19000261ColorectumSERpositive regulation of substrate adhesion-dependent cell spreading16/289741/187232.21e-043.89e-0316
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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
OLFM4SNVMissense_Mutationc.1114N>Ap.Arg372Serp.R372SQ6UX06protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AC-A2FM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
OLFM4SNVMissense_Mutationc.893G>Ap.Arg298Lysp.R298KQ6UX06protein_codingtolerated(0.07)possibly_damaging(0.888)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
OLFM4SNVMissense_Mutationc.1005N>Ap.Asn335Lysp.N335KQ6UX06protein_codingtolerated(0.92)benign(0.029)TCGA-B6-A0IC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
OLFM4SNVMissense_Mutationc.232N>Ap.Asp78Asnp.D78NQ6UX06protein_codingtolerated(0.17)benign(0.037)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
OLFM4insertionNonsense_Mutationnovelc.552_553insATATAGp.Val184_Asp185insIleTerp.V184_D185insI*Q6UX06protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
OLFM4SNVMissense_Mutationnovelc.242N>Ap.Gly81Glup.G81EQ6UX06protein_codingdeleterious(0.03)possibly_damaging(0.768)TCGA-VS-A8QH-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapygemcitabinePD
OLFM4SNVMissense_Mutationc.1460N>Cp.Asp487Alap.D487AQ6UX06protein_codingdeleterious(0)probably_damaging(0.982)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
OLFM4SNVMissense_Mutationc.946N>Tp.Ile316Leup.I316LQ6UX06protein_codingdeleterious(0.02)benign(0.003)TCGA-AA-3812-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
OLFM4SNVMissense_Mutationnovelc.396G>Tp.Lys132Asnp.K132NQ6UX06protein_codingtolerated(0.51)benign(0.01)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
OLFM4SNVMissense_Mutationc.1346N>Ap.Arg449Lysp.R449KQ6UX06protein_codingtolerated(0.19)benign(0.02)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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