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: RORA

Gene summary for RORA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RORA

Gene ID

6095

Gene nameRAR related orphan receptor A
Gene AliasIDDECA
Cytomap15q22.2
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

A0A0C4DFP5


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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
6095RORACCI_2HumanCervixCC2.10e-109.47e-010.5249
6095RORACCI_3HumanCervixCC3.59e-171.06e+000.516
6095RORAHTA11_3410_2000001011HumanColorectumAD6.57e-08-4.59e-010.0155
6095RORAHTA11_2487_2000001011HumanColorectumSER1.14e-02-4.31e-01-0.1808
6095RORAHTA11_3361_2000001011HumanColorectumAD2.29e-04-4.13e-01-0.1207
6095RORAHTA11_1391_2000001011HumanColorectumAD1.40e-07-4.37e-01-0.059
6095RORAHTA11_866_3004761011HumanColorectumAD8.56e-12-5.68e-010.096
6095RORAHTA11_7663_2000001011HumanColorectumSER1.42e-029.58e-010.0131
6095RORAHTA11_7696_3000711011HumanColorectumAD8.51e-13-5.62e-010.0674
6095RORAHTA11_6818_2000001021HumanColorectumAD1.43e-03-5.05e-010.0588
6095RORAHTA11_99999970781_79442HumanColorectumMSS8.77e-17-5.84e-010.294
6095RORAHTA11_99999971662_82457HumanColorectumMSS3.75e-03-2.39e-010.3859
6095RORAHTA11_99999974143_84620HumanColorectumMSS6.01e-09-6.17e-020.3005
6095RORAF007HumanColorectumFAP3.44e-02-4.44e-010.1176
6095RORAA015-C-203HumanColorectumFAP3.53e-02-1.30e-01-0.1294
6095RORAA002-C-201HumanColorectumFAP2.14e-10-5.12e-010.0324
6095RORAA002-C-203HumanColorectumFAP1.27e-03-3.39e-010.2786
6095RORAA002-C-205HumanColorectumFAP4.66e-08-4.46e-01-0.1236
6095RORAA015-C-006HumanColorectumFAP1.70e-05-4.51e-01-0.0994
6095RORAA015-C-202HumanColorectumFAP1.53e-034.01e-01-0.0849
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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
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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
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:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:00018197CervixCCpositive regulation of cytokine production95/2311467/187234.88e-071.85e-0595
GO:00305229CervixCCintracellular receptor signaling pathway60/2311265/187231.89e-065.97e-0560
GO:00485118CervixCCrhythmic process65/2311298/187232.79e-068.04e-0565
GO:00454445CervixCCfat cell differentiation53/2311229/187233.72e-069.75e-0553
GO:00346129CervixCCresponse to tumor necrosis factor55/2311253/187231.75e-053.32e-0455
GO:00713569CervixCCcellular response to tumor necrosis factor51/2311229/187231.75e-053.32e-0451
GO:00507273CervixCCregulation of inflammatory response75/2311386/187233.95e-056.18e-0475
GO:00431228CervixCCregulation of I-kappaB kinase/NF-kappaB signaling53/2311249/187234.50e-056.87e-0453
GO:00076238CervixCCcircadian rhythm46/2311210/187236.76e-059.60e-0446
GO:000166610CervixCCresponse to hypoxia61/2311307/187231.04e-041.34e-0361
GO:007048210CervixCCresponse to oxygen levels67/2311347/187231.21e-041.51e-0367
GO:00072497CervixCCI-kappaB kinase/NF-kappaB signaling56/2311281/187231.81e-042.12e-0356
GO:003629310CervixCCresponse to decreased oxygen levels62/2311322/187232.29e-042.57e-0362
GO:00302173CervixCCT cell differentiation51/2311257/187233.81e-043.89e-0351
GO:00714539CervixCCcellular response to oxygen levels38/2311177/187234.23e-044.27e-0338
GO:00196939CervixCCribose phosphate metabolic process72/2311396/187234.49e-044.48e-0372
GO:00092599CervixCCribonucleotide metabolic process70/2311385/187235.35e-045.18e-0370
GO:00362949CervixCCcellular response to decreased oxygen levels35/2311161/187235.49e-045.29e-0335
GO:19031314CervixCCmononuclear cell differentiation76/2311426/187235.66e-045.42e-0376
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501716CervixCCSpinocerebellar ataxia35/1267143/84651.77e-037.21e-034.26e-0335
hsa046596CervixCCTh17 cell differentiation28/1267108/84651.99e-037.98e-034.72e-0328
hsa0501717CervixCCSpinocerebellar ataxia35/1267143/84651.77e-037.21e-034.26e-0335
hsa0465911CervixCCTh17 cell differentiation28/1267108/84651.99e-037.98e-034.72e-0328
hsa05017ColorectumADSpinocerebellar ataxia60/2092143/84653.78e-064.35e-052.78e-0560
hsa050171ColorectumADSpinocerebellar ataxia60/2092143/84653.78e-064.35e-052.78e-0560
hsa050172ColorectumSERSpinocerebellar ataxia46/1580143/84656.78e-057.51e-045.45e-0446
hsa050173ColorectumSERSpinocerebellar ataxia46/1580143/84656.78e-057.51e-045.45e-0446
hsa050174ColorectumMSSSpinocerebellar ataxia60/1875143/84657.14e-081.26e-067.71e-0760
hsa050175ColorectumMSSSpinocerebellar ataxia60/1875143/84657.14e-081.26e-067.71e-0760
hsa050178ColorectumFAPSpinocerebellar ataxia37/1404143/84652.94e-031.29e-027.86e-0337
hsa050179ColorectumFAPSpinocerebellar ataxia37/1404143/84652.94e-031.29e-027.86e-0337
hsa0501718EndometriumAEHSpinocerebellar ataxia43/1197143/84655.92e-077.69e-065.63e-0643
hsa0501719EndometriumAEHSpinocerebellar ataxia43/1197143/84655.92e-077.69e-065.63e-0643
hsa0501723EndometriumEECSpinocerebellar ataxia43/1237143/84651.46e-062.01e-051.50e-0543
hsa0501733EndometriumEECSpinocerebellar ataxia43/1237143/84651.46e-062.01e-051.50e-0543
hsa0501727EsophagusHGINSpinocerebellar ataxia43/1383143/84652.68e-053.64e-042.89e-0443
hsa05017112EsophagusHGINSpinocerebellar ataxia43/1383143/84652.68e-053.64e-042.89e-0443
hsa0501728EsophagusESCCSpinocerebellar ataxia94/4205143/84656.77e-052.90e-041.48e-0494
hsa046599EsophagusESCCTh17 cell differentiation68/4205108/84653.53e-039.30e-034.76e-0368
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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
RORABASBreastDCISPLIN2,SERPINE1,BNIP3L, etc.1.27e-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.
RORACD8TCMBreastADJIL7R,KLRB1,SARAF, etc.5.13e-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.
RORACD8TEXINTBreastDCISIL7R,KLRB1,SARAF, etc.1.57e-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.
RORACD4TNBreastDCISIL7R,KLRB1,SARAF, etc.2.50e-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.
RORATREGBreastDCISIL7R,KLRB1,SARAF, etc.1.55e-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.
RORATH17BreastDCISIL7R,KLRB1,SARAF, etc.4.51e-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.
RORACD8TEXINTBreastHealthyIL7R,KLRB1,SARAF, etc.1.28e-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.
RORACD8TCMBreastHealthyIL7R,KLRB1,SARAF, etc.1.72e-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.
RORATREGBreastHealthyIL7R,KLRB1,SARAF, etc.4.97e-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.
RORATREGBreastIDCIL7R,KLRB1,SARAF, etc.1.66e-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
RORASNVMissense_Mutationnovelc.1577N>Gp.Ala526Glyp.A526GP35398protein_codingtolerated(0.48)benign(0.365)TCGA-A8-A06O-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozoleSD
RORASNVMissense_Mutationc.1625A>Cp.Glu542Alap.E542AP35398protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A1EN-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RORAinsertionNonsense_Mutationnovelc.530_531insGGGGTATGTCTGACTTTCCTCTAATGAGTTCp.Phe178GlyfsTer4p.F178Gfs*4P35398protein_codingTCGA-BH-A0HQ-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
RORAdeletionFrame_Shift_Delnovelc.570delNp.Tyr190Terp.Y190*P35398protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
RORASNVMissense_Mutationc.691N>Ap.Asp231Asnp.D231NP35398protein_codingtolerated(0.25)benign(0.001)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RORASNVMissense_Mutationc.618G>Cp.Gln206Hisp.Q206HP35398protein_codingtolerated(0.06)benign(0.015)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
RORASNVMissense_Mutationc.1162C>Ap.Leu388Ilep.L388IP35398protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RORASNVMissense_Mutationnovelc.1567N>Tp.Ala523Serp.A523SP35398protein_codingtolerated(0.45)benign(0.323)TCGA-AA-A02W-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RORASNVMissense_Mutationc.467N>Gp.Asn156Serp.N156SP35398protein_codingdeleterious(0)probably_damaging(0.999)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RORASNVMissense_Mutationnovelc.947C>Tp.Ser316Leup.S316LP35398protein_codingdeleterious(0)probably_damaging(0.979)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
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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
6095RORADRUGGABLE GENOME, NUCLEAR HORMONE RECEPTOR, KINASEinterferon beta-1a31649263
6095RORADRUGGABLE GENOME, NUCLEAR HORMONE RECEPTOR, KINASEagonist381118853
6095RORADRUGGABLE GENOME, NUCLEAR HORMONE RECEPTOR, KINASEagonist135651223T091317
6095RORADRUGGABLE GENOME, NUCLEAR HORMONE RECEPTOR, KINASEagonist135651457CHOLESTEROL
6095RORADRUGGABLE GENOME, NUCLEAR HORMONE RECEPTOR, KINASEcitalopramCITALOPRAM19846067
6095RORADRUGGABLE GENOME, NUCLEAR HORMONE RECEPTOR, KINASEagonist135651458
6095RORADRUGGABLE GENOME, NUCLEAR HORMONE RECEPTOR, KINASEagonist178100434
6095RORADRUGGABLE GENOME, NUCLEAR HORMONE RECEPTOR, KINASEagonist310264687
6095RORADRUGGABLE GENOME, NUCLEAR HORMONE RECEPTOR, KINASET091317T091317
6095RORADRUGGABLE GENOME, NUCLEAR HORMONE RECEPTOR, KINASEUS9598431, 3
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