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: RORB

Gene summary for RORB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RORB

Gene ID

6096

Gene nameRAR related orphan receptor B
Gene AliasEIG15
Cytomap9q21.13
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

Q58EY0


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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
6096RORBC38HumanOral cavityOSCC1.22e-077.74e-010.172
6096RORBC43HumanOral cavityOSCC9.72e-142.49e-010.1704
6096RORBC46HumanOral cavityOSCC6.33e-123.44e-010.1673
6096RORBLN46HumanOral cavityOSCC6.84e-208.42e-010.1666
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:003052218Oral cavityOSCCintracellular receptor signaling pathway149/7305265/187238.69e-091.81e-07149
GO:004851116Oral cavityOSCCrhythmic process157/7305298/187231.00e-061.36e-05157
GO:000150310Oral cavityOSCCossification203/7305408/187235.54e-066.19e-05203
GO:000762316Oral cavityOSCCcircadian rhythm110/7305210/187235.40e-054.48e-04110
GO:000164910Oral cavityOSCCosteoblast differentiation118/7305229/187237.51e-055.85e-04118
GO:0032526Oral cavityOSCCresponse to retinoic acid54/7305107/187231.04e-023.54e-0254
GO:00456674Oral cavityOSCCregulation of osteoblast differentiation65/7305132/187231.06e-023.60e-0265
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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
RORBQUIEEsophagusESCCPCOLCE,CXCL12,SELENOM, etc.6.91e-02The 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.
RORBMDSCsEsophagusADJDOPEY2,CMTM8,TDRD7, etc.2.76e-02The 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.
RORBPERISkincSCCBX284613.2,DENND5B,PRSS12, etc.3.01e-01The 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.
∗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
RORBSNVMissense_Mutationnovelc.1345N>Tp.Leu449Phep.L449FQ92753protein_codingdeleterious(0)probably_damaging(0.983)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
RORBSNVMissense_Mutationc.651N>Cp.Gln217Hisp.Q217HQ92753protein_codingdeleterious(0)possibly_damaging(0.863)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RORBSNVMissense_Mutationc.868N>Tp.Asp290Tyrp.D290YQ92753protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RORBSNVMissense_Mutationnovelc.925C>Tp.Arg309Cysp.R309CQ92753protein_codingdeleterious(0)probably_damaging(1)TCGA-MA-AA3Z-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RORBSNVMissense_Mutationc.436G>Ap.Val146Ilep.V146IQ92753protein_codingtolerated(0.43)benign(0.001)TCGA-5M-AATE-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RORBSNVMissense_Mutationnovelc.71N>Cp.Val24Alap.V24AQ92753protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RORBSNVMissense_Mutationc.138C>Gp.Cys46Trpp.C46WQ92753protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RORBSNVMissense_Mutationc.923G>Cp.Cys308Serp.C308SQ92753protein_codingtolerated(0.36)benign(0.073)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RORBSNVMissense_Mutationc.1171G>Tp.Ala391Serp.A391SQ92753protein_codingdeleterious(0.05)possibly_damaging(0.473)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RORBSNVMissense_Mutationrs770337953c.836G>Ap.Arg279Glnp.R279QQ92753protein_codingdeleterious(0.04)possibly_damaging(0.511)TCGA-AA-A02O-01Colorectumcolon adenocarcinomaMale>=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
6096RORBDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTOR, TRANSCRIPTION FACTOR, KINASEUS9598431, 5
6096RORBDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTOR, TRANSCRIPTION FACTOR, KINASEUS9598431, 2
6096RORBDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTOR, TRANSCRIPTION FACTOR, KINASEUS9598431, 1
6096RORBDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTOR, TRANSCRIPTION FACTOR, KINASEantagonist135649927
6096RORBDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTOR, TRANSCRIPTION FACTOR, KINASEagonist310264687
6096RORBDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTOR, TRANSCRIPTION FACTOR, KINASEantagonist135649918
6096RORBDRUGGABLE GENOME, NUCLEAR HORMONE RECEPTOR, TRANSCRIPTION FACTOR, KINASEagonist,antagonist135651435TRETINOIN
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