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: NR1D2

Gene summary for NR1D2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NR1D2

Gene ID

9975

Gene namenuclear receptor subfamily 1 group D member 2
Gene AliasBD73
Cytomap3p24.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

B4DXD3


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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
9975NR1D2P62T-EHumanEsophagusESCC3.10e-121.86e-010.1302
9975NR1D2P65T-EHumanEsophagusESCC8.13e-109.08e-020.0978
9975NR1D2P74T-EHumanEsophagusESCC6.55e-051.17e-010.1479
9975NR1D2P75T-EHumanEsophagusESCC1.41e-121.57e-010.1125
9975NR1D2P76T-EHumanEsophagusESCC8.85e-071.15e-010.1207
9975NR1D2P79T-EHumanEsophagusESCC4.38e-193.42e-020.1154
9975NR1D2P80T-EHumanEsophagusESCC3.83e-196.41e-010.155
9975NR1D2P82T-EHumanEsophagusESCC4.65e-113.99e-010.1072
9975NR1D2P83T-EHumanEsophagusESCC3.91e-061.79e-010.1738
9975NR1D2P84T-EHumanEsophagusESCC1.81e-02-2.31e-020.0933
9975NR1D2P91T-EHumanEsophagusESCC3.84e-114.62e-010.1828
9975NR1D2P107T-EHumanEsophagusESCC3.05e-05-8.85e-020.171
9975NR1D2P127T-EHumanEsophagusESCC1.51e-222.93e-010.0826
9975NR1D2P128T-EHumanEsophagusESCC3.41e-123.54e-010.1241
9975NR1D2P130T-EHumanEsophagusESCC2.99e-179.13e-020.1676
9975NR1D2HCC1_MengHumanLiverHCC1.17e-28-7.17e-020.0246
9975NR1D2HCC2_MengHumanLiverHCC5.09e-13-6.83e-040.0107
9975NR1D2HCC2HumanLiverHCC3.92e-153.97e+000.5341
9975NR1D2S016HumanLiverHCC2.07e-022.02e-010.2243
9975NR1D2S028HumanLiverHCC5.41e-125.93e-010.2503
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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
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
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:00305229CervixCCintracellular receptor signaling pathway60/2311265/187231.89e-065.97e-0560
GO:00485118CervixCCrhythmic process65/2311298/187232.79e-068.04e-0565
GO:00507273CervixCCregulation of inflammatory response75/2311386/187233.95e-056.18e-0475
GO:00076238CervixCCcircadian rhythm46/2311210/187236.76e-059.60e-0446
GO:00605375CervixCCmuscle tissue development76/2311403/187239.76e-051.27e-0376
GO:00147064CervixCCstriated muscle tissue development72/2311384/187231.76e-042.07e-0372
GO:00321022CervixCCnegative regulation of response to external stimulus75/2311420/187235.96e-045.61e-0375
GO:0031348CervixCCnegative regulation of defense response48/2311258/187232.30e-031.65e-0248
GO:00075173CervixCCmuscle organ development58/2311327/187232.73e-031.85e-0258
GO:00075192CervixCCskeletal muscle tissue development30/2311155/187237.97e-034.18e-0230
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:004851118EsophagusESCCrhythmic process164/8552298/187236.80e-043.57e-03164
GO:000762319EsophagusESCCcircadian rhythm119/8552210/187238.47e-044.36e-03119
GO:000975516EsophagusESCChormone-mediated signaling pathway106/8552190/187233.13e-031.30e-02106
GO:006053716EsophagusESCCmuscle tissue development211/8552403/187233.84e-031.56e-02211
GO:00192168EsophagusESCCregulation of lipid metabolic process172/8552331/187231.20e-024.02e-02172
GO:00427529EsophagusESCCregulation of circadian rhythm68/8552121/187231.27e-024.21e-0268
GO:001470615EsophagusESCCstriated muscle tissue development197/8552384/187231.46e-024.74e-02197
GO:003052222LiverHCCintracellular receptor signaling pathway171/7958265/187233.00e-131.61e-11171
GO:00550882LiverHCClipid homeostasis103/7958167/187234.27e-077.18e-06103
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa047105EsophagusESCCCircadian rhythm24/420534/84651.09e-022.51e-021.29e-0224
hsa0471012EsophagusESCCCircadian rhythm24/420534/84651.09e-022.51e-021.29e-0224
hsa047104ProstateBPHCircadian rhythm15/171834/84651.40e-035.85e-033.62e-0315
hsa0471011ProstateBPHCircadian rhythm15/171834/84651.40e-035.85e-033.62e-0315
hsa0471021ProstateTumorCircadian rhythm14/179134/84656.44e-032.16e-021.34e-0214
hsa0471031ProstateTumorCircadian rhythm14/179134/84656.44e-032.16e-021.34e-0214
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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
NR1D2TREGBreastADJTCTN1,KIF5C,ECI1, etc.6.21e-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.
NR1D2CD8TRMBreastADJTCTN1,KIF5C,ECI1, etc.5.01e-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.
NR1D2CD8TRMBreastDCISTCTN1,KIF5C,ECI1, etc.1.36e-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.
NR1D2TH17BreastHealthyTCTN1,KIF5C,ECI1, etc.3.92e-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.
NR1D2ECMColorectumHealthyNCKAP1L,ZNF66,PERP, etc.7.85e-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.
NR1D2LYMENDColorectumMSSNCKAP1L,ZNF66,PERP, etc.1.11e-16The 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.
NR1D2VFIBColorectumMSSNCKAP1L,ZNF66,PERP, etc.1.11e-16The 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.
NR1D2INCAFColorectumSERNCKAP1L,ZNF66,PERP, 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.
NR1D2ECMEsophagusESCCNR1D1,PER3,TEF, etc.1.34e-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.
NR1D2CD8TEXPLungMIACKLHL24,RORA,PPP1R16B, etc.1.47e-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
NR1D2SNVMissense_Mutationrs375583060c.1151G>Tp.Cys384Phep.C384FQ14995protein_codingdeleterious(0)probably_damaging(0.994)TCGA-5T-A9QA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
NR1D2SNVMissense_Mutationc.1221N>Tp.Met407Ilep.M407IQ14995protein_codingdeleterious(0.05)benign(0.1)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
NR1D2SNVMissense_Mutationnovelc.1303N>Tp.Val435Phep.V435FQ14995protein_codingdeleterious(0)probably_damaging(0.953)TCGA-GM-A2DL-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
NR1D2insertionNonsense_Mutationnovelc.193_194insAGGACGAATAATGGGAAATAAGGAAATACTTTATTTTTTp.Gly65delinsGluAspGluTerTrpGluIleArgLysTyrPheIlePheCysp.G65delinsEDE*WEIRKYFIFCQ14995protein_codingTCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
NR1D2insertionNonsense_Mutationnovelc.1669_1670insTTAGCAAAATAAAATAATGTAGTATATAAACATp.Lys557delinsIleSerLysIleLysTerCysSerIleTerThrTerp.K557delinsISKIK*CSI*T*Q14995protein_codingTCGA-A8-A085-01Breastbreast invasive carcinomaMale<65I/IIHormone TherapytamoxiphenSD
NR1D2deletionFrame_Shift_Delnovelc.481delNp.Phe161SerfsTer28p.F161Sfs*28Q14995protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
NR1D2SNVMissense_Mutationrs769207208c.1564G>Ap.Val522Ilep.V522IQ14995protein_codingtolerated(0.11)benign(0.13)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NR1D2SNVMissense_Mutationnovelc.512N>Cp.Arg171Thrp.R171TQ14995protein_codingdeleterious(0)probably_damaging(0.986)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
NR1D2SNVMissense_Mutationc.382C>Tp.Arg128Trpp.R128WQ14995protein_codingdeleterious(0)probably_damaging(1)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
NR1D2SNVMissense_Mutationc.1547N>Ap.Arg516Glnp.R516QQ14995protein_codingdeleterious(0.02)possibly_damaging(0.679)TCGA-AA-3510-01Colorectumcolon 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
9975NR1D2NUCLEAR HORMONE RECEPTOR, DRUGGABLE GENOMEantagonist310264683
9975NR1D2NUCLEAR HORMONE RECEPTOR, DRUGGABLE GENOMEagonist310264682SR9009
9975NR1D2NUCLEAR HORMONE RECEPTOR, DRUGGABLE GENOMEantagonist310264684
9975NR1D2NUCLEAR HORMONE RECEPTOR, DRUGGABLE GENOMEagonist310264681SR9011
9975NR1D2NUCLEAR HORMONE RECEPTOR, DRUGGABLE GENOMEagonist178101166
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