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: OLFM1

Gene summary for OLFM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OLFM1

Gene ID

10439

Gene nameolfactomedin 1
Gene AliasAMY
Cytomap9q34.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q99784


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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
10439OLFM1LZE4THumanEsophagusESCC3.52e-042.33e-010.0811
10439OLFM1P5T-EHumanEsophagusESCC5.45e-072.15e-010.1327
10439OLFM1P8T-EHumanEsophagusESCC3.39e-061.48e-010.0889
10439OLFM1P9T-EHumanEsophagusESCC1.21e-063.19e-010.1131
10439OLFM1P10T-EHumanEsophagusESCC5.76e-427.78e-010.116
10439OLFM1P11T-EHumanEsophagusESCC7.90e-063.65e-010.1426
10439OLFM1P16T-EHumanEsophagusESCC3.26e-163.56e-010.1153
10439OLFM1P17T-EHumanEsophagusESCC2.27e-022.77e-010.1278
10439OLFM1P21T-EHumanEsophagusESCC1.60e-163.80e-010.1617
10439OLFM1P22T-EHumanEsophagusESCC6.62e-285.83e-010.1236
10439OLFM1P24T-EHumanEsophagusESCC1.37e-031.02e-010.1287
10439OLFM1P26T-EHumanEsophagusESCC1.94e-102.26e-010.1276
10439OLFM1P28T-EHumanEsophagusESCC6.04e-052.12e-010.1149
10439OLFM1P30T-EHumanEsophagusESCC8.81e-033.54e-010.137
10439OLFM1P32T-EHumanEsophagusESCC3.10e-336.59e-010.1666
10439OLFM1P36T-EHumanEsophagusESCC1.24e-043.61e-010.1187
10439OLFM1P37T-EHumanEsophagusESCC1.10e-156.99e-010.1371
10439OLFM1P48T-EHumanEsophagusESCC3.58e-052.01e-010.0959
10439OLFM1P49T-EHumanEsophagusESCC2.21e-151.53e+000.1768
10439OLFM1P52T-EHumanEsophagusESCC1.21e-204.89e-010.1555
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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:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:00107184EsophagusESCCpositive regulation of epithelial to mesenchymal transition40/855252/187234.25e-064.56e-0540
GO:00018378EsophagusESCCepithelial to mesenchymal transition95/8552157/187231.25e-048.56e-0495
GO:00083619EsophagusESCCregulation of cell size107/8552181/187231.81e-041.16e-03107
GO:006156415EsophagusESCCaxon development251/8552467/187232.41e-041.49e-03251
GO:00487628EsophagusESCCmesenchymal cell differentiation133/8552236/187235.94e-043.22e-03133
GO:006056010EsophagusESCCdevelopmental growth involved in morphogenesis131/8552234/187239.28e-044.73e-03131
GO:00107174EsophagusESCCregulation of epithelial to mesenchymal transition61/855299/187231.01e-035.09e-0361
GO:000740915EsophagusESCCaxonogenesis219/8552418/187233.14e-031.31e-02219
GO:00604856EsophagusESCCmesenchyme development156/8552291/187233.76e-031.53e-02156
GO:004858810EsophagusESCCdevelopmental cell growth125/8552234/187231.01e-023.46e-02125
GO:00031793EsophagusESCCheart valve morphogenesis34/855255/187231.16e-023.90e-0234
GO:00031703EsophagusESCCheart valve development39/855265/187231.41e-024.59e-0239
GO:001604917Oral cavityOSCCcell growth268/7305482/187236.55e-143.51e-12268
GO:000155816Oral cavityOSCCregulation of cell growth228/7305414/187231.74e-116.09e-10228
GO:003253519Oral cavityOSCCregulation of cellular component size201/7305383/187234.80e-088.88e-07201
GO:00107183Oral cavityOSCCpositive regulation of epithelial to mesenchymal transition35/730552/187233.34e-053.00e-0435
GO:00018377Oral cavityOSCCepithelial to mesenchymal transition82/7305157/187235.09e-042.98e-0382
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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
OLFM1SNVMissense_Mutationc.1040N>Gp.Tyr347Cysp.Y347CQ99784protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
OLFM1SNVMissense_Mutationc.763N>Ap.Ala255Thrp.A255TQ99784protein_codingtolerated(0.34)possibly_damaging(0.906)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
OLFM1SNVMissense_Mutationnovelc.15N>Cp.Trp5Cysp.W5CQ99784protein_codingdeleterious_low_confidence(0.04)benign(0.024)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
OLFM1SNVMissense_Mutationrs566603017c.142N>Ap.Glu48Lysp.E48Kprotein_codingtolerated_low_confidence(0.67)benign(0)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
OLFM1SNVMissense_Mutationc.815N>Ap.Arg272Hisp.R272HQ99784protein_codingdeleterious(0.02)probably_damaging(0.98)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
OLFM1SNVMissense_Mutationc.1249N>Tp.Gly417Cysp.G417CQ99784protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
OLFM1SNVMissense_Mutationnovelc.31N>Ap.Val11Metp.V11MQ99784protein_codingdeleterious_low_confidence(0.01)benign(0.189)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
OLFM1SNVMissense_Mutationnovelc.314N>Cp.Ile105Thrp.I105Tprotein_codingdeleterious_low_confidence(0.04)benign(0.003)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
OLFM1SNVMissense_Mutationrs767622547c.1232N>Tp.Thr411Metp.T411MQ99784protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3994-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabineCR
OLFM1SNVMissense_Mutationc.1384T>Cp.Tyr462Hisp.Y462HQ99784protein_codingdeleterious(0.02)benign(0.111)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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