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: HR

Gene summary for HR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HR

Gene ID

55806

Gene nameHR lysine demethylase and nuclear receptor corepressor
Gene AliasALUNC
Cytomap8p21.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

O43593


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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
55806HRHTA11_3410_2000001011HumanColorectumAD2.80e-021.22e-010.0155
55806HRHTA11_347_2000001011HumanColorectumAD1.34e-112.76e-01-0.1954
55806HRHTA11_696_2000001011HumanColorectumAD3.24e-113.06e-01-0.1464
55806HRHTA11_1391_2000001011HumanColorectumAD5.40e-093.17e-01-0.059
55806HRHTA11_546_2000001011HumanColorectumAD3.00e-022.57e-01-0.0842
55806HRHTA11_866_3004761011HumanColorectumAD1.10e-042.22e-010.096
55806HRHTA11_10711_2000001011HumanColorectumAD5.46e-042.53e-010.0338
55806HRHTA11_7696_3000711011HumanColorectumAD1.66e-133.75e-010.0674
55806HRHTA11_6818_2000001011HumanColorectumAD1.24e-023.34e-010.0112
55806HRHTA11_6818_2000001021HumanColorectumAD2.50e-032.79e-010.0588
55806HRHTA11_99999970781_79442HumanColorectumMSS2.49e-035.51e-020.294
55806HRLZE4THumanEsophagusESCC1.02e-041.03e-010.0811
55806HRP1T-EHumanEsophagusESCC4.15e-061.80e-010.0875
55806HRP2T-EHumanEsophagusESCC4.32e-122.59e-010.1177
55806HRP9T-EHumanEsophagusESCC4.11e-032.11e-010.1131
55806HRP10T-EHumanEsophagusESCC4.56e-569.44e-010.116
55806HRP12T-EHumanEsophagusESCC9.34e-133.47e-010.1122
55806HRP15T-EHumanEsophagusESCC5.11e-061.78e-010.1149
55806HRP16T-EHumanEsophagusESCC2.38e-107.77e-020.1153
55806HRP17T-EHumanEsophagusESCC2.37e-074.03e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
∗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:19016553LungIACcellular response to ketone20/206196/187233.58e-033.00e-0220
GO:00303233LungIACrespiratory tube development32/2061181/187234.63e-033.65e-0232
GO:00721755LungIACepithelial tube formation25/2061132/187234.69e-033.68e-0225
GO:00009565LungIACnuclear-transcribed mRNA catabolic process22/2061112/187234.92e-033.78e-0222
GO:000989613LungAISpositive regulation of catabolic process103/1849492/187239.59e-141.86e-10103
GO:004348413LungAISregulation of RNA splicing45/1849148/187232.75e-122.67e-0945
GO:003133113LungAISpositive regulation of cellular catabolic process89/1849427/187236.12e-124.46e-0989
GO:000701513LungAISactin filament organization88/1849442/187231.02e-103.13e-0888
GO:004802413LungAISregulation of mRNA splicing, via spliceosome32/1849101/187231.20e-092.42e-0732
GO:002260413LungAISregulation of cell morphogenesis65/1849309/187232.97e-095.09e-0765
GO:190331112LungAISregulation of mRNA metabolic process60/1849288/187231.74e-082.47e-0660
GO:004851112LungAISrhythmic process61/1849298/187232.63e-083.40e-0661
GO:005068412LungAISregulation of mRNA processing36/1849137/187233.06e-083.79e-0636
GO:000206413LungAISepithelial cell development48/1849220/187231.06e-071.18e-0548
GO:000762313LungAIScircadian rhythm46/1849210/187231.71e-071.72e-0546
GO:003052213LungAISintracellular receptor signaling pathway53/1849265/187234.57e-073.55e-0553
GO:003292211LungAIScircadian regulation of gene expression21/184968/187231.33e-068.53e-0521
GO:000038112LungAISregulation of alternative mRNA splicing, via spliceosome19/184960/187232.77e-061.52e-0419
GO:003133013LungAISnegative regulation of cellular catabolic process50/1849262/187233.94e-062.05e-0450
GO:000038012LungAISalternative mRNA splicing, via spliceosome21/184977/187231.19e-054.71e-0421
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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
SLURP1CHRNB1SLURP1_CHRNB1SLURPEsophagusESCC
SLURP1CHRNA1SLURP1_CHRNA1SLURPEsophagusESCC
SLURP1CHRNA1SLURP1_CHRNA1SLURPHNSCCADJ
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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
HRSNVMissense_Mutationnovelc.1343N>Gp.Glu448Glyp.E448GO43593protein_codingtolerated(0.19)benign(0.255)TCGA-LL-A73Y-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
HRinsertionFrame_Shift_Insnovelc.1160_1161insTTTAAGGAp.Ser388LeufsTer70p.S388Lfs*70O43593protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HRinsertionNonsense_Mutationnovelc.1158_1159insGGTGGTTACTAGGTTTCTGTGTAp.His387GlyfsTer4p.H387Gfs*4O43593protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HRSNVMissense_Mutationnovelc.1749N>Cp.Glu583Aspp.E583DO43593protein_codingtolerated(0.43)benign(0.321)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HRSNVMissense_Mutationnovelc.1518N>Cp.Glu506Aspp.E506DO43593protein_codingtolerated(0.23)probably_damaging(0.978)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HRinsertionNonsense_Mutationnovelc.3434_3435insAAACTAAACAAAAGGAATAp.Ser1146AsnfsTer2p.S1146Nfs*2O43593protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
HRinsertionFrame_Shift_Insnovelc.2809_2810insAp.Leu937HisfsTer9p.L937Hfs*9O43593protein_codingTCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
HRSNVMissense_Mutationrs139800068c.1694N>Ap.Arg565Glnp.R565QO43593protein_codingtolerated(0.39)probably_damaging(0.992)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
HRSNVMissense_Mutationc.170N>Tp.Pro57Leup.P57LO43593protein_codingdeleterious_low_confidence(0.02)probably_damaging(0.997)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
HRSNVMissense_Mutationrs376088952c.2060G>Ap.Arg687Glnp.R687QO43593protein_codingdeleterious(0.04)probably_damaging(0.992)TCGA-AA-3976-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfolinicCR
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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
55806HRNUCLEAR HORMONE RECEPTORLevomequitazine
55806HRNUCLEAR HORMONE RECEPTORHistamine Phosphate
55806HRNUCLEAR HORMONE RECEPTORRepirinastREPIRINAST
55806HRNUCLEAR HORMONE RECEPTORLCB-2183
55806HRNUCLEAR HORMONE RECEPTORETX-9101
55806HRNUCLEAR HORMONE RECEPTORETS-6218
55806HRNUCLEAR HORMONE RECEPTORVotucalis ophthalmic
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