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: RCOR3

Gene summary for RCOR3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RCOR3

Gene ID

55758

Gene nameREST corepressor 3
Gene AliasRCOR3
Cytomap1q32.2-q32.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9P2K3


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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
55758RCOR3LZE2THumanEsophagusESCC8.19e-106.55e-010.082
55758RCOR3LZE4THumanEsophagusESCC3.76e-175.70e-010.0811
55758RCOR3LZE7THumanEsophagusESCC1.99e-146.43e-010.0667
55758RCOR3LZE8THumanEsophagusESCC1.61e-048.54e-020.067
55758RCOR3LZE24THumanEsophagusESCC1.94e-122.97e-010.0596
55758RCOR3P1T-EHumanEsophagusESCC4.75e-155.46e-010.0875
55758RCOR3P2T-EHumanEsophagusESCC2.36e-324.62e-010.1177
55758RCOR3P4T-EHumanEsophagusESCC6.37e-387.97e-010.1323
55758RCOR3P5T-EHumanEsophagusESCC7.08e-284.95e-010.1327
55758RCOR3P8T-EHumanEsophagusESCC8.05e-212.63e-010.0889
55758RCOR3P9T-EHumanEsophagusESCC7.78e-132.27e-010.1131
55758RCOR3P10T-EHumanEsophagusESCC1.86e-284.08e-010.116
55758RCOR3P11T-EHumanEsophagusESCC1.83e-103.96e-010.1426
55758RCOR3P12T-EHumanEsophagusESCC1.37e-222.59e-010.1122
55758RCOR3P15T-EHumanEsophagusESCC6.41e-295.52e-010.1149
55758RCOR3P16T-EHumanEsophagusESCC3.66e-244.37e-010.1153
55758RCOR3P17T-EHumanEsophagusESCC4.01e-082.18e-010.1278
55758RCOR3P19T-EHumanEsophagusESCC9.26e-033.24e-010.1662
55758RCOR3P20T-EHumanEsophagusESCC2.71e-184.31e-010.1124
55758RCOR3P21T-EHumanEsophagusESCC5.90e-112.61e-010.1617
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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
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
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
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:00987321LungAISmacromolecule deacylation23/1849116/187238.77e-041.19e-0223
GO:00165706ProstateBPHhistone modification120/3107463/187231.73e-073.89e-06120
GO:00356013ProstateBPHprotein deacylation32/3107112/187231.03e-036.46e-0332
GO:00064763ProstateBPHprotein deacetylation29/3107101/187231.59e-039.28e-0329
GO:00987323ProstateBPHmacromolecule deacylation32/3107116/187231.94e-031.10e-0232
GO:001657013ProstateTumorhistone modification126/3246463/187235.51e-081.65e-06126
GO:003560112ProstateTumorprotein deacylation33/3246112/187231.05e-036.77e-0333
GO:000647612ProstateTumorprotein deacetylation30/3246101/187231.50e-039.27e-0330
GO:009873211ProstateTumormacromolecule deacylation33/3246116/187232.00e-031.16e-0233
GO:00165752ProstateTumorhistone deacetylation23/324682/187231.07e-024.42e-0223
GO:001657010ThyroidPTChistone modification235/5968463/187231.17e-171.15e-15235
GO:00356017ThyroidPTCprotein deacylation58/5968112/187239.29e-061.05e-0458
GO:00165756ThyroidPTChistone deacetylation45/596882/187231.34e-051.45e-0445
GO:00064767ThyroidPTCprotein deacetylation53/5968101/187231.36e-051.47e-0453
GO:00987327ThyroidPTCmacromolecule deacylation58/5968116/187233.59e-053.36e-0458
GO:001657017ThyroidATChistone modification243/6293463/187232.23e-172.27e-15243
GO:003560114ThyroidATCprotein deacylation61/6293112/187234.37e-064.79e-0561
GO:000647614ThyroidATCprotein deacetylation56/6293101/187235.15e-065.57e-0556
GO:001657512ThyroidATChistone deacetylation47/629382/187238.75e-068.81e-0547
GO:009873213ThyroidATCmacromolecule deacylation61/6293116/187231.89e-051.72e-0461
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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
RCOR3SNVMissense_Mutationnovelc.1139G>Tp.Gly380Valp.G380VQ9P2K3protein_codingtolerated(0.63)possibly_damaging(0.881)TCGA-A7-A56D-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RCOR3SNVMissense_Mutationrs773567709c.1340N>Ap.Arg447Glnp.R447QQ9P2K3protein_codingtolerated(0.6)benign(0)TCGA-B6-A0RM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RCOR3SNVMissense_Mutationc.1466N>Tp.Gln489Leup.Q489LQ9P2K3protein_codingtolerated(0.1)benign(0.003)TCGA-BH-A0WA-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RCOR3SNVMissense_Mutationc.1263N>Cp.Glu421Aspp.E421DQ9P2K3protein_codingtolerated(0.39)benign(0)TCGA-D8-A13Z-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
RCOR3SNVMissense_Mutationrs763801630c.1409N>Cp.Asn470Thrp.N470TQ9P2K3protein_codingtolerated(0.38)benign(0.402)TCGA-E9-A227-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
RCOR3SNVMissense_Mutationnovelc.173N>Tp.Gly58Valp.G58VQ9P2K3protein_codingtolerated(0.15)probably_damaging(0.999)TCGA-EA-A556-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RCOR3SNVMissense_Mutationnovelc.1312N>Cp.Glu438Glnp.E438QQ9P2K3protein_codingtolerated(0.16)benign(0.192)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RCOR3SNVMissense_Mutationrs768561869c.1451C>Tp.Pro484Leup.P484LQ9P2K3protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RCOR3SNVMissense_Mutationc.1273G>Ap.Ala425Thrp.A425TQ9P2K3protein_codingtolerated(0.6)benign(0.003)TCGA-AA-3684-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RCOR3SNVMissense_Mutationrs773567709c.1340N>Ap.Arg447Glnp.R447QQ9P2K3protein_codingtolerated(0.6)benign(0)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=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
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