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: OGFR

Gene summary for OGFR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OGFR

Gene ID

11054

Gene nameopioid growth factor receptor
Gene AliasOGFR
Cytomap20q13.33
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

Q9NZT2


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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
11054OGFRLZE4THumanEsophagusESCC9.19e-071.15e-010.0811
11054OGFRLZE8THumanEsophagusESCC7.84e-041.10e-010.067
11054OGFRLZE20THumanEsophagusESCC1.33e-103.96e-010.0662
11054OGFRLZE24THumanEsophagusESCC8.86e-338.43e-010.0596
11054OGFRLZE22D3HumanEsophagusHGIN3.70e-023.73e-010.0653
11054OGFRLZE21THumanEsophagusESCC3.83e-104.98e-010.0655
11054OGFRP1T-EHumanEsophagusESCC7.43e-085.02e-010.0875
11054OGFRP2T-EHumanEsophagusESCC1.15e-467.39e-010.1177
11054OGFRP4T-EHumanEsophagusESCC2.04e-123.36e-010.1323
11054OGFRP5T-EHumanEsophagusESCC6.07e-254.07e-010.1327
11054OGFRP8T-EHumanEsophagusESCC3.79e-203.96e-010.0889
11054OGFRP9T-EHumanEsophagusESCC4.88e-225.39e-010.1131
11054OGFRP10T-EHumanEsophagusESCC2.59e-233.87e-010.116
11054OGFRP11T-EHumanEsophagusESCC1.70e-281.01e+000.1426
11054OGFRP12T-EHumanEsophagusESCC9.19e-337.12e-010.1122
11054OGFRP15T-EHumanEsophagusESCC2.23e-286.18e-010.1149
11054OGFRP16T-EHumanEsophagusESCC2.99e-367.16e-010.1153
11054OGFRP17T-EHumanEsophagusESCC8.28e-178.46e-010.1278
11054OGFRP19T-EHumanEsophagusESCC3.36e-087.89e-010.1662
11054OGFRP20T-EHumanEsophagusESCC4.13e-611.16e+000.1124
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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
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:001604919EsophagusHGINcell growth93/2587482/187234.49e-046.62e-0393
GO:000155818EsophagusHGINregulation of cell growth76/2587414/187235.40e-034.42e-0276
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:001604911LiverCirrhoticcell growth160/4634482/187231.50e-052.07e-04160
GO:000155811LiverCirrhoticregulation of cell growth132/4634414/187235.53e-044.36e-03132
GO:001604921LiverHCCcell growth269/7958482/187231.84e-095.35e-08269
GO:000155821LiverHCCregulation of cell growth228/7958414/187231.34e-072.55e-06228
GO:001604917Oral cavityOSCCcell growth268/7305482/187236.55e-143.51e-12268
GO:000155816Oral cavityOSCCregulation of cell growth228/7305414/187231.74e-116.09e-10228
GO:001604918Oral cavityLPcell growth155/4623482/187231.08e-041.31e-03155
GO:000155817Oral cavityLPregulation of cell growth134/4623414/187232.25e-042.41e-03134
GO:001604925SkincSCCcell growth173/4864482/187237.21e-071.34e-05173
GO:000155824SkincSCCregulation of cell growth140/4864414/187232.07e-041.72e-03140
GO:0016049112ThyroidPTCcell growth225/5968482/187234.75e-122.07e-10225
GO:0001558111ThyroidPTCregulation of cell growth188/5968414/187234.13e-091.09e-07188
GO:001604927ThyroidATCcell growth241/6293482/187234.27e-142.35e-12241
GO:000155826ThyroidATCregulation of cell growth201/6293414/187231.57e-104.76e-09201
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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
OGFRdeletionFrame_Shift_Delnovelc.276delNp.Asn93ThrfsTer2p.N93Tfs*2Q9NZT2protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
OGFRSNVMissense_Mutationrs774947493c.877N>Tp.Arg293Trpp.R293WQ9NZT2protein_codingdeleterious(0)probably_damaging(0.981)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
OGFRSNVMissense_Mutationrs749941602c.1409N>Tp.Ala470Valp.A470VQ9NZT2protein_codingtolerated(0.53)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
OGFRSNVMissense_Mutationc.799C>Tp.Arg267Cysp.R267CQ9NZT2protein_codingdeleterious(0)probably_damaging(0.973)TCGA-AA-3496-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
OGFRSNVMissense_Mutationrs564432812c.1231G>Ap.Ala411Thrp.A411TQ9NZT2protein_codingdeleterious(0)possibly_damaging(0.484)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
OGFRSNVMissense_Mutationc.980N>Ap.Gly327Aspp.G327DQ9NZT2protein_codingtolerated(0.14)possibly_damaging(0.673)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
OGFRSNVMissense_Mutationrs777605843c.731G>Ap.Arg244Glnp.R244QQ9NZT2protein_codingtolerated(0.6)benign(0.001)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
OGFRSNVMissense_Mutationrs373078338c.964G>Ap.Glu322Lysp.E322KQ9NZT2protein_codingtolerated(0.34)benign(0.001)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
OGFRdeletionFrame_Shift_Delc.1971delNp.Glu659ArgfsTer55p.E659Rfs*55Q9NZT2protein_codingTCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
OGFRSNVMissense_Mutationnovelc.1921N>Gp.Thr641Alap.T641AQ9NZT2protein_codingdeleterious_low_confidence(0.03)benign(0.056)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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
11054OGFRNAINNO-105
11054OGFRNAIRT-102
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