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: VDR

Gene summary for VDR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VDR

Gene ID

7421

Gene namevitamin D receptor
Gene AliasNR1I1
Cytomap12q13.11
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

F1D8P8


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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
7421VDRHTA11_347_2000001011HumanColorectumAD1.62e-199.41e-01-0.1954
7421VDRHTA11_83_2000001011HumanColorectumSER9.05e-046.76e-01-0.1526
7421VDRHTA11_696_2000001011HumanColorectumAD1.55e-108.26e-01-0.1464
7421VDRHTA11_1391_2000001011HumanColorectumAD1.15e-046.67e-01-0.059
7421VDRHTA11_5212_2000001011HumanColorectumAD4.58e-069.41e-01-0.2061
7421VDRHTA11_99999965104_69814HumanColorectumMSS3.94e-077.33e-010.281
7421VDRA002-C-010HumanColorectumFAP2.13e-04-2.40e-010.242
7421VDRA001-C-207HumanColorectumFAP6.67e-03-2.24e-010.1278
7421VDRA015-C-203HumanColorectumFAP4.53e-16-2.39e-01-0.1294
7421VDRA015-C-204HumanColorectumFAP8.35e-05-1.99e-01-0.0228
7421VDRA002-C-201HumanColorectumFAP9.29e-12-2.84e-010.0324
7421VDRA002-C-203HumanColorectumFAP1.86e-05-2.18e-010.2786
7421VDRA001-C-119HumanColorectumFAP2.28e-05-3.35e-01-0.1557
7421VDRA001-C-108HumanColorectumFAP2.62e-10-3.00e-01-0.0272
7421VDRA002-C-205HumanColorectumFAP2.25e-20-4.15e-01-0.1236
7421VDRA015-C-005HumanColorectumFAP3.10e-05-2.19e-01-0.0336
7421VDRA015-C-006HumanColorectumFAP1.14e-11-3.37e-01-0.0994
7421VDRA015-C-106HumanColorectumFAP1.92e-05-8.04e-02-0.0511
7421VDRA002-C-114HumanColorectumFAP6.39e-16-3.33e-01-0.1561
7421VDRA015-C-104HumanColorectumFAP3.28e-18-2.83e-01-0.1899
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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
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
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:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0030879ColorectumADmammary gland development53/3918137/187231.46e-064.58e-0553
GO:0030522ColorectumADintracellular receptor signaling pathway87/3918265/187233.69e-061.03e-0487
GO:0031667ColorectumADresponse to nutrient levels138/3918474/187231.22e-052.68e-04138
GO:0001890ColorectumADplacenta development51/3918144/187233.99e-057.16e-0451
GO:0061180ColorectumADmammary gland epithelium development28/391867/187238.74e-051.35e-0328
GO:0022612ColorectumADgland morphogenesis42/3918118/187231.62e-042.23e-0342
GO:0071496ColorectumADcellular response to external stimulus94/3918320/187231.98e-042.64e-0394
GO:0050878ColorectumADregulation of body fluid levels108/3918379/187232.54e-043.20e-03108
GO:0060562ColorectumADepithelial tube morphogenesis93/3918325/187235.65e-046.00e-0393
GO:0007589ColorectumADbody fluid secretion33/391893/187238.26e-048.13e-0333
GO:0050673ColorectumADepithelial cell proliferation119/3918437/187238.75e-048.51e-03119
GO:0061458ColorectumADreproductive system development116/3918427/187231.11e-031.01e-02116
GO:0043616ColorectumADkeratinocyte proliferation19/391846/187231.36e-031.19e-0219
GO:0060443ColorectumADmammary gland morphogenesis18/391843/187231.51e-031.27e-0218
GO:0048608ColorectumADreproductive structure development114/3918424/187231.78e-031.47e-02114
GO:0031668ColorectumADcellular response to extracellular stimulus71/3918246/187231.86e-031.52e-0271
GO:0031669ColorectumADcellular response to nutrient levels63/3918215/187232.19e-031.73e-0263
GO:0010837ColorectumADregulation of keratinocyte proliferation15/391835/187232.78e-032.09e-0215
GO:0007595ColorectumADlactation18/391847/187234.81e-033.25e-0218
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049612ColorectumSEREndocrine and other factor-regulated calcium reabsorption19/158053/84652.32e-031.75e-021.27e-0219
hsa049282ColorectumSERParathyroid hormone synthesis, secretion and action31/1580106/84655.20e-033.28e-022.38e-0231
hsa049613ColorectumSEREndocrine and other factor-regulated calcium reabsorption19/158053/84652.32e-031.75e-021.27e-0219
hsa049283ColorectumSERParathyroid hormone synthesis, secretion and action31/1580106/84655.20e-033.28e-022.38e-0231
hsa049614ColorectumMSSEndocrine and other factor-regulated calcium reabsorption24/187553/84651.49e-041.24e-037.61e-0424
hsa049284ColorectumMSSParathyroid hormone synthesis, secretion and action37/1875106/84651.72e-039.13e-035.59e-0337
hsa049615ColorectumMSSEndocrine and other factor-regulated calcium reabsorption24/187553/84651.49e-041.24e-037.61e-0424
hsa049285ColorectumMSSParathyroid hormone synthesis, secretion and action37/1875106/84651.72e-039.13e-035.59e-0337
hsa049616ColorectumFAPEndocrine and other factor-regulated calcium reabsorption18/140453/84651.52e-037.94e-034.83e-0318
hsa049286ColorectumFAPParathyroid hormone synthesis, secretion and action29/1404106/84653.37e-031.44e-028.77e-0329
hsa049617ColorectumFAPEndocrine and other factor-regulated calcium reabsorption18/140453/84651.52e-037.94e-034.83e-0318
hsa049287ColorectumFAPParathyroid hormone synthesis, secretion and action29/1404106/84653.37e-031.44e-028.77e-0329
hsa049618ColorectumCRCEndocrine and other factor-regulated calcium reabsorption18/109153/84656.36e-051.12e-037.57e-0418
hsa05207ColorectumCRCChemical carcinogenesis - receptor activation42/1091212/84652.62e-031.75e-021.19e-0242
hsa049288ColorectumCRCParathyroid hormone synthesis, secretion and action24/1091106/84653.71e-032.29e-021.55e-0224
hsa049619ColorectumCRCEndocrine and other factor-regulated calcium reabsorption18/109153/84656.36e-051.12e-037.57e-0418
hsa052071ColorectumCRCChemical carcinogenesis - receptor activation42/1091212/84652.62e-031.75e-021.19e-0242
hsa049289ColorectumCRCParathyroid hormone synthesis, secretion and action24/1091106/84653.71e-032.29e-021.55e-0224
hsa051526Oral cavityOSCCTuberculosis105/3704180/84655.00e-052.04e-041.04e-04105
hsa0515211Oral cavityOSCCTuberculosis105/3704180/84655.00e-052.04e-041.04e-04105
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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
VDRCD8TEXPBreastADJTNFRSF4,OSCAR,RBPJ, etc.8.49e-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.
VDRMASTBreastPrecancerTNFRSF4,OSCAR,RBPJ, etc.2.77e-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.
VDRMESCervixHealthyTXNDC11,CCL4,TRAM2, etc.3.04e-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.
VDRABSColorectumADCES2,MT-RNR2,FABP1, etc.2.81e-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.
VDRIMENTColorectumADCES2,MT-RNR2,FABP1, etc.1.61e-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.
VDRABSColorectumADJSELENBP1,SLC26A2,ZBTB7A, etc.3.20e-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.
VDRABSColorectumCRCSELENBP1,SLC26A2,ZBTB7A, etc.5.21e-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.
VDRABSColorectumFAPSELENBP1,SLC26A2,ZBTB7A, etc.2.21e-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.
VDRIMENTColorectumFAPSELENBP1,SLC26A2,ZBTB7A, etc.1.46e-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.
VDRIMENTColorectumSERCES2,MT-RNR2,FABP1, etc.1.98e-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
VDRSNVMissense_Mutationrs371655308c.539G>Ap.Arg180Hisp.R180HP11473protein_codingtolerated(0.3)benign(0.003)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
VDRinsertionIn_Frame_Insnovelc.607_608insCACp.Phe203delinsSerLeup.F203delinsSLP11473protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
VDRinsertionNonsense_Mutationnovelc.606_607insAGCCAGGCCTAGAACTCCCAGCTCACTGCTGTGTp.Phe203SerfsTer4p.F203Sfs*4P11473protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
VDRSNVMissense_Mutationnovelc.1375G>Cp.Glu459Glnp.E459QP11473protein_codingtolerated(0.32)possibly_damaging(0.843)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
VDRSNVMissense_Mutationc.468N>Ap.Met156Ilep.M156IP11473protein_codingtolerated(0.08)benign(0.047)TCGA-EK-A2PM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
VDRSNVMissense_Mutationrs753383761c.350N>Ap.Arg117Hisp.R117HP11473protein_codingtolerated(0.09)benign(0.01)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
VDRSNVMissense_Mutationc.924N>Ap.Asp308Glup.D308EP11473protein_codingdeleterious(0.03)probably_damaging(0.962)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
VDRSNVMissense_Mutationrs377423996c.1178G>Ap.Arg393Hisp.R393HP11473protein_codingtolerated(0.06)probably_damaging(0.984)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
VDRSNVMissense_Mutationc.1006N>Cp.Trp336Argp.W336RP11473protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
VDRSNVMissense_Mutationrs770566299c.1258N>Tp.Arg420Cysp.R420CP11473protein_codingtolerated(0.05)probably_damaging(0.939)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
7421VDRNUCLEAR HORMONE RECEPTOR, DRUGGABLE GENOME, TRANSCRIPTION FACTORNIFEKALANTNIFEKALANT
7421VDRNUCLEAR HORMONE RECEPTOR, DRUGGABLE GENOME, TRANSCRIPTION FACTORTANSHINONE IIA SULFONATETANSHINONE IIA SULFONATE
7421VDRNUCLEAR HORMONE RECEPTOR, DRUGGABLE GENOME, TRANSCRIPTION FACTORISOLIQUIRITIGENINISOLIQUIRITIGENIN
7421VDRNUCLEAR HORMONE RECEPTOR, DRUGGABLE GENOME, TRANSCRIPTION FACTORISOPRENALINEISOPROTERENOL
7421VDRNUCLEAR HORMONE RECEPTOR, DRUGGABLE GENOME, TRANSCRIPTION FACTORBENSERAZIDE HYDROCHLORIDEBENSERAZIDE HYDROCHLORIDE
7421VDRNUCLEAR HORMONE RECEPTOR, DRUGGABLE GENOME, TRANSCRIPTION FACTORSANGUINARIUMSANGUINARIUM
7421VDRNUCLEAR HORMONE RECEPTOR, DRUGGABLE GENOME, TRANSCRIPTION FACTOR4-METHOXYDALBERGIONE4-METHOXYDALBERGIONE
7421VDRNUCLEAR HORMONE RECEPTOR, DRUGGABLE GENOME, TRANSCRIPTION FACTORFLUACIZINEFLUACIZINE
7421VDRNUCLEAR HORMONE RECEPTOR, DRUGGABLE GENOME, TRANSCRIPTION FACTORANTIOXIDANT16817236
7421VDRNUCLEAR HORMONE RECEPTOR, DRUGGABLE GENOME, TRANSCRIPTION FACTORvitamin d and analogues21651652,15295697,15861036,15739035,17763859,20716226,20500803,15864137,19647104
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