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: HMGCR

Gene summary for HMGCR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HMGCR

Gene ID

3156

Gene name3-hydroxy-3-methylglutaryl-CoA reductase
Gene AliasLDLCQ3
Cytomap5q13.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024RAP2


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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
3156HMGCRHCC1_MengHumanLiverHCC1.39e-332.06e-020.0246
3156HMGCRHCC2_MengHumanLiverHCC5.86e-06-2.25e-020.0107
3156HMGCRHCC2HumanLiverHCC1.34e-113.29e+000.5341
3156HMGCRPt14.aHumanLiverHCC1.77e-044.16e-010.0169
3156HMGCRS014HumanLiverHCC3.95e-126.94e-010.2254
3156HMGCRS015HumanLiverHCC5.89e-138.32e-010.2375
3156HMGCRS016HumanLiverHCC2.45e-167.68e-010.2243
3156HMGCRS027HumanLiverHCC2.56e-045.96e-010.2446
3156HMGCRS028HumanLiverHCC1.01e-137.60e-010.2503
3156HMGCRS029HumanLiverHCC6.06e-231.06e+000.2581
3156HMGCRC04HumanOral cavityOSCC4.14e-084.10e-010.2633
3156HMGCRC21HumanOral cavityOSCC1.13e-135.48e-010.2678
3156HMGCRC30HumanOral cavityOSCC2.38e-136.92e-010.3055
3156HMGCRC38HumanOral cavityOSCC2.25e-081.02e+000.172
3156HMGCRC43HumanOral cavityOSCC5.72e-092.58e-010.1704
3156HMGCRC57HumanOral cavityOSCC2.77e-042.61e-010.1679
3156HMGCRSYSMH1HumanOral cavityOSCC3.50e-021.24e-010.1127
3156HMGCRSYSMH2HumanOral cavityOSCC3.32e-031.48e-010.2326
3156HMGCRSYSMH3HumanOral cavityOSCC1.56e-144.30e-010.2442
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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
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
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:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:0009150ColorectumADpurine ribonucleotide metabolic process142/3918368/187234.29e-151.17e-12142
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:0009259ColorectumADribonucleotide metabolic process144/3918385/187235.25e-141.13e-11144
GO:0009895ColorectumADnegative regulation of catabolic process124/3918320/187231.66e-133.35e-11124
GO:0019693ColorectumADribose phosphate metabolic process145/3918396/187233.01e-135.71e-11145
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:0042177ColorectumADnegative regulation of protein catabolic process55/3918121/187231.19e-098.85e-0855
GO:0009743ColorectumADresponse to carbohydrate86/3918253/187238.43e-072.90e-0586
GO:0042060ColorectumADwound healing128/3918422/187232.73e-067.89e-05128
GO:0034284ColorectumADresponse to monosaccharide76/3918225/187234.64e-061.23e-0476
GO:0033500ColorectumADcarbohydrate homeostasis84/3918259/187239.10e-062.15e-0484
GO:0009746ColorectumADresponse to hexose73/3918219/187231.20e-052.65e-0473
GO:0031667ColorectumADresponse to nutrient levels138/3918474/187231.22e-052.68e-04138
GO:0010563ColorectumADnegative regulation of phosphorus metabolic process130/3918442/187231.26e-052.76e-04130
GO:0009749ColorectumADresponse to glucose71/3918212/187231.31e-052.85e-0471
GO:0042593ColorectumADglucose homeostasis83/3918258/187231.44e-053.11e-0483
GO:0001678ColorectumADcellular glucose homeostasis60/3918172/187231.49e-053.18e-0460
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04152ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa041521ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa041522ColorectumMSSAMPK signaling pathway41/1875121/84651.91e-039.83e-036.03e-0341
hsa041523ColorectumMSSAMPK signaling pathway41/1875121/84651.91e-039.83e-036.03e-0341
hsa041524ColorectumFAPAMPK signaling pathway37/1404121/84658.97e-058.56e-045.21e-0437
hsa04976ColorectumFAPBile secretion24/140489/84658.76e-033.21e-021.96e-0224
hsa041525ColorectumFAPAMPK signaling pathway37/1404121/84658.97e-058.56e-045.21e-0437
hsa049761ColorectumFAPBile secretion24/140489/84658.76e-033.21e-021.96e-0224
hsa041526ColorectumCRCAMPK signaling pathway31/1091121/84651.04e-041.57e-031.07e-0331
hsa041527ColorectumCRCAMPK signaling pathway31/1091121/84651.04e-041.57e-031.07e-0331
hsa0415210EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa009005EsophagusESCCTerpenoid backbone biosynthesis20/420523/84652.14e-047.87e-044.03e-0420
hsa0415213EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa0090012EsophagusESCCTerpenoid backbone biosynthesis20/420523/84652.14e-047.87e-044.03e-0420
hsa0415241LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
hsa00900LiverHCCTerpenoid backbone biosynthesis17/402023/84659.26e-032.46e-021.37e-0217
hsa0415251LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
hsa009001LiverHCCTerpenoid backbone biosynthesis17/402023/84659.26e-032.46e-021.37e-0217
hsa009004Oral cavityOSCCTerpenoid backbone biosynthesis19/370423/84651.55e-045.34e-042.72e-0419
hsa041529Oral cavityOSCCAMPK signaling pathway71/3704121/84656.29e-041.86e-039.49e-0471
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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
HMGCRSNVMissense_Mutationrs144482710c.1062N>Gp.Ile354Metp.I354MP04035protein_codingtolerated(0.15)benign(0.03)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
HMGCRSNVMissense_Mutationnovelc.1297N>Ap.Glu433Lysp.E433KP04035protein_codingtolerated(0.31)benign(0.007)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HMGCRSNVMissense_Mutationc.2184N>Cp.Met728Ilep.M728IP04035protein_codingdeleterious(0.01)benign(0.001)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
HMGCRSNVMissense_Mutationnovelc.2537N>Cp.Val846Alap.V846AP04035protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HMGCRSNVMissense_Mutationrs777178244c.746C>Tp.Pro249Leup.P249LP04035protein_codingdeleterious(0.03)probably_damaging(0.986)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HMGCRSNVMissense_Mutationnovelc.1380A>Tp.Lys460Asnp.K460NP04035protein_codingtolerated(0.54)benign(0.01)TCGA-E2-A3DX-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
HMGCRSNVMissense_Mutationc.761N>Tp.Gln254Leup.Q254LP04035protein_codingdeleterious(0)probably_damaging(0.998)TCGA-GM-A2DB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
HMGCRSNVMissense_Mutationc.762N>Cp.Gln254Hisp.Q254HP04035protein_codingdeleterious(0)probably_damaging(0.999)TCGA-GM-A2DB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
HMGCRSNVMissense_Mutationc.1922G>Ap.Arg641Hisp.R641HP04035protein_codingdeleterious(0.01)probably_damaging(0.985)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HMGCRSNVMissense_Mutationc.109T>Cp.Phe37Leup.F37LP04035protein_codingtolerated(0.7)benign(0.001)TCGA-3L-AA1B-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
3156HMGCRENZYME, DRUGGABLE GENOMEinhibitor135649749
3156HMGCRENZYME, DRUGGABLE GENOMESterol derivative 1
3156HMGCRENZYME, DRUGGABLE GENOMECRILVASTATINCRILVASTATIN
3156HMGCRENZYME, DRUGGABLE GENOMECrestor/TriLipix
3156HMGCRENZYME, DRUGGABLE GENOMEinhibitor249565672
3156HMGCRENZYME, DRUGGABLE GENOMEinhibitor135652701LOVASTATIN
3156HMGCRENZYME, DRUGGABLE GENOMESIMVASTATINSIMVASTATIN
3156HMGCRENZYME, DRUGGABLE GENOMEinhibitor135649752
3156HMGCRENZYME, DRUGGABLE GENOMEinhibitorCHEMBL393220ATORVASTATIN CALCIUM
3156HMGCRENZYME, DRUGGABLE GENOMEFLUVASTATINFLUVASTATIN
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