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: OSMR

Gene summary for OSMR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OSMR

Gene ID

9180

Gene nameoncostatin M receptor
Gene AliasIL-31R-beta
Cytomap5p13.1
Gene Typeprotein-coding
GO ID

GO:0002526

UniProtAcc

Q99650


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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
9180OSMRCA_HPV_1HumanCervixCC6.60e-03-1.49e-010.0264
9180OSMRCCI_1HumanCervixCC7.52e-088.81e-010.528
9180OSMRCCI_3HumanCervixCC2.18e-046.90e-010.516
9180OSMRTumorHumanCervixCC4.90e-052.69e-010.1241
9180OSMRsample3HumanCervixCC5.93e-194.16e-010.1387
9180OSMRT3HumanCervixCC1.14e-154.16e-010.1389
9180OSMRLZE2DHumanEsophagusHGIN7.66e-031.80e-010.0642
9180OSMRLZE4THumanEsophagusESCC5.13e-052.42e-010.0811
9180OSMRLZE8THumanEsophagusESCC1.13e-042.90e-010.067
9180OSMRLZE20THumanEsophagusESCC4.34e-032.56e-010.0662
9180OSMRLZE24THumanEsophagusESCC5.75e-05-2.10e-020.0596
9180OSMRP1T-EHumanEsophagusESCC1.47e-032.00e-010.0875
9180OSMRP2T-EHumanEsophagusESCC1.67e-128.95e-020.1177
9180OSMRP4T-EHumanEsophagusESCC2.16e-06-8.94e-030.1323
9180OSMRP5T-EHumanEsophagusESCC7.49e-182.42e-010.1327
9180OSMRP8T-EHumanEsophagusESCC2.17e-123.13e-010.0889
9180OSMRP9T-EHumanEsophagusESCC1.66e-174.18e-010.1131
9180OSMRP10T-EHumanEsophagusESCC1.73e-161.85e-010.116
9180OSMRP11T-EHumanEsophagusESCC4.32e-043.83e-020.1426
9180OSMRP12T-EHumanEsophagusESCC2.95e-102.23e-020.1122
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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:00321035CervixCCpositive regulation of response to external stimulus95/2311427/187235.44e-095.03e-0795
GO:00313494CervixCCpositive regulation of defense response60/2311278/187239.38e-062.11e-0460
GO:00507273CervixCCregulation of inflammatory response75/2311386/187233.95e-056.18e-0475
GO:00507294CervixCCpositive regulation of inflammatory response34/2311142/187239.51e-051.25e-0334
GO:00192213CervixCCcytokine-mediated signaling pathway84/2311472/187233.25e-043.44e-0384
GO:0002526LiverNAFLDacute inflammatory response26/1882112/187233.68e-059.23e-0426
GO:00025262LiverHCCacute inflammatory response62/7958112/187234.06e-031.77e-0262
GO:00321037Oral cavityOSCCpositive regulation of response to external stimulus203/7305427/187231.79e-041.22e-03203
GO:00192214Oral cavityOSCCcytokine-mediated signaling pathway222/7305472/187232.02e-041.35e-03222
GO:00313495Oral cavityOSCCpositive regulation of defense response127/7305278/187231.32e-024.39e-02127
GO:001922112Oral cavityEOLPcytokine-mediated signaling pathway94/2218472/187232.36e-077.37e-0694
GO:003210314Oral cavityEOLPpositive regulation of response to external stimulus84/2218427/187231.72e-063.99e-0584
GO:003134912Oral cavityEOLPpositive regulation of defense response53/2218278/187233.00e-042.81e-0353
GO:00507274Oral cavityEOLPregulation of inflammatory response66/2218386/187231.34e-039.33e-0366
GO:001922122Oral cavityNEOLPcytokine-mediated signaling pathway88/2005472/187231.37e-074.80e-0688
GO:003210323Oral cavityNEOLPpositive regulation of response to external stimulus81/2005427/187232.04e-076.74e-0681
GO:003134922Oral cavityNEOLPpositive regulation of defense response47/2005278/187231.05e-037.99e-0347
GO:00025265Oral cavityNEOLPacute inflammatory response23/2005112/187231.59e-031.11e-0223
GO:005072712Oral cavityNEOLPregulation of inflammatory response60/2005386/187231.99e-031.33e-0260
GO:00507295Oral cavityNEOLPpositive regulation of inflammatory response25/2005142/187238.58e-034.15e-0225
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa041516Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
hsa0415113Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
hsa0415123Oral cavityEOLPPI3K-Akt signaling pathway73/1218354/84657.03e-042.69e-031.59e-0373
hsa04630Oral cavityEOLPJAK-STAT signaling pathway35/1218166/84651.15e-023.07e-021.81e-0235
hsa0415133Oral cavityEOLPPI3K-Akt signaling pathway73/1218354/84657.03e-042.69e-031.59e-0373
hsa046301Oral cavityEOLPJAK-STAT signaling pathway35/1218166/84651.15e-023.07e-021.81e-0235
hsa0415141Oral cavityNEOLPPI3K-Akt signaling pathway79/1112354/84658.42e-079.92e-066.24e-0679
hsa0415151Oral cavityNEOLPPI3K-Akt signaling pathway79/1112354/84658.42e-079.92e-066.24e-0679
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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
OSMOSMR_IL6STOSM_OSMR_IL6STOSMBreastDCIS
OSMOSMR_IL6STOSM_OSMR_IL6STOSMBreastHealthy
OSMOSMR_IL6STOSM_OSMR_IL6STOSMCervixCC
OSMOSMR_IL6STOSM_OSMR_IL6STOSMCervixHealthy
OSMOSMR_IL6STOSM_OSMR_IL6STOSMCervixPrecancer
OSMOSMR_IL6STOSM_OSMR_IL6STOSMEndometriumADJ
OSMOSMR_IL6STOSM_OSMR_IL6STOSMEndometriumAEH
OSMOSMR_IL6STOSM_OSMR_IL6STOSMEndometriumEEC
OSMOSMR_IL6STOSM_OSMR_IL6STOSMEndometriumHealthy
OSMOSMR_IL6STOSM_OSMR_IL6STOSMEsophagusESCC
OSMOSMR_IL6STOSM_OSMR_IL6STOSMHNSCCHealthy
OSMOSMR_IL6STOSM_OSMR_IL6STOSMHNSCCOSCC
OSMOSMR_IL6STOSM_OSMR_IL6STOSMLiverHCC
OSMOSMR_IL6STOSM_OSMR_IL6STOSMLungAAH
OSMOSMR_IL6STOSM_OSMR_IL6STOSMLungAIS
OSMOSMR_IL6STOSM_OSMR_IL6STOSMLungIAC
OSMOSMR_IL6STOSM_OSMR_IL6STOSMLungPrecancer
OSMOSMR_IL6STOSM_OSMR_IL6STOSMProstateADJ
OSMOSMR_IL6STOSM_OSMR_IL6STOSMProstateBPH
OSMOSMR_IL6STOSM_OSMR_IL6STOSMSkinADJ
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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
OSMRSNVMissense_Mutationc.2782N>Tp.Asp928Tyrp.D928YQ99650protein_codingdeleterious(0.02)probably_damaging(0.978)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
OSMRSNVMissense_Mutationc.805A>Cp.Lys269Glnp.K269QQ99650protein_codingtolerated(0.59)benign(0.009)TCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
OSMRSNVMissense_Mutationc.604N>Gp.Ser202Glyp.S202GQ99650protein_codingdeleterious(0.02)benign(0.01)TCGA-B6-A0I6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
OSMRSNVMissense_Mutationnovelc.523A>Gp.Asn175Aspp.N175DQ99650protein_codingtolerated(0.64)benign(0)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
OSMRSNVMissense_Mutationc.1266N>Ap.Asn422Lysp.N422KQ99650protein_codingtolerated(0.89)benign(0.005)TCGA-C8-A131-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
OSMRSNVMissense_Mutationc.1392G>Cp.Lys464Asnp.K464NQ99650protein_codingdeleterious(0.04)possibly_damaging(0.617)TCGA-D8-A13Z-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
OSMRSNVMissense_Mutationnovelc.1431N>Cp.Lys477Asnp.K477NQ99650protein_codingtolerated(0.36)benign(0.003)TCGA-EW-A1IX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfemaraSD
OSMRSNVMissense_Mutationnovelc.2719G>Ap.Glu907Lysp.E907KQ99650protein_codingdeleterious(0.02)possibly_damaging(0.551)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
OSMRSNVMissense_Mutationc.706G>Tp.Val236Leup.V236LQ99650protein_codingtolerated(0.15)benign(0.123)TCGA-A6-6650-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
OSMRSNVMissense_Mutationrs145073771c.2254G>Ap.Val752Ilep.V752IQ99650protein_codingtolerated(0.41)benign(0.005)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
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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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