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
3156HMGCRHTA11_347_2000001011HumanColorectumAD6.23e-053.78e-01-0.1954
3156HMGCRHTA11_99999974143_84620HumanColorectumMSS1.52e-03-2.60e-010.3005
3156HMGCRA015-C-203HumanColorectumFAP2.94e-05-1.92e-01-0.1294
3156HMGCRA002-C-201HumanColorectumFAP4.91e-04-1.91e-010.0324
3156HMGCRA001-C-119HumanColorectumFAP9.19e-03-2.62e-01-0.1557
3156HMGCRA001-C-108HumanColorectumFAP1.59e-05-2.69e-01-0.0272
3156HMGCRA002-C-205HumanColorectumFAP4.84e-07-2.54e-01-0.1236
3156HMGCRA014-C-108HumanColorectumFAP1.34e-04-2.95e-01-0.124
3156HMGCRA015-C-006HumanColorectumFAP5.77e-03-2.24e-01-0.0994
3156HMGCRA015-C-106HumanColorectumFAP6.11e-05-2.52e-01-0.0511
3156HMGCRA002-C-114HumanColorectumFAP1.30e-07-3.05e-01-0.1561
3156HMGCRA015-C-104HumanColorectumFAP1.88e-08-3.05e-01-0.1899
3156HMGCRA001-C-014HumanColorectumFAP1.53e-02-2.45e-010.0135
3156HMGCRA002-C-016HumanColorectumFAP7.27e-05-2.15e-010.0521
3156HMGCRA015-C-002HumanColorectumFAP2.33e-02-2.52e-01-0.0763
3156HMGCRA001-C-203HumanColorectumFAP6.25e-03-2.31e-01-0.0481
3156HMGCRA002-C-116HumanColorectumFAP2.67e-08-2.57e-01-0.0452
3156HMGCRA018-E-020HumanColorectumFAP2.10e-04-1.68e-01-0.2034
3156HMGCRF034HumanColorectumFAP1.68e-03-2.15e-01-0.0665
3156HMGCRCRC-1-8810HumanColorectumCRC2.03e-03-2.10e-010.6257
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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:004865913EndometriumEECsmooth muscle cell proliferation43/2168184/187234.65e-061.16e-0443
GO:001470612EndometriumEECstriated muscle tissue development74/2168384/187236.64e-061.57e-0474
GO:000756815EndometriumEECaging66/2168339/187231.46e-052.87e-0466
GO:000915017EndometriumEECpurine ribonucleotide metabolic process69/2168368/187233.38e-055.77e-0469
GO:000989516EndometriumEECnegative regulation of catabolic process61/2168320/187235.76e-058.97e-0461
GO:00330021EndometriumEECmuscle cell proliferation50/2168248/187236.08e-059.21e-0450
GO:006117811EndometriumEECregulation of insulin secretion involved in cellular response to glucose stimulus19/216864/187237.55e-051.10e-0319
GO:000616317EndometriumEECpurine nucleotide metabolic process71/2168396/187231.14e-041.54e-0371
GO:003166717EndometriumEECresponse to nutrient levels82/2168474/187231.23e-041.64e-0382
GO:005134817EndometriumEECnegative regulation of transferase activity52/2168268/187231.23e-041.64e-0352
GO:000925916EndometriumEECribonucleotide metabolic process69/2168385/187231.43e-041.84e-0369
GO:004593617EndometriumEECnegative regulation of phosphate metabolic process77/2168441/187231.45e-041.87e-0377
GO:001056317EndometriumEECnegative regulation of phosphorus metabolic process77/2168442/187231.56e-041.97e-0377
GO:190303415EndometriumEECregulation of response to wounding36/2168167/187231.58e-041.99e-0336
GO:007252117EndometriumEECpurine-containing compound metabolic process73/2168416/187231.82e-042.24e-0373
GO:001969316EndometriumEECribose phosphate metabolic process70/2168396/187231.96e-042.38e-0370
GO:009730516EndometriumEECresponse to alcohol49/2168253/187231.99e-042.42e-0349
GO:005105111EndometriumEECnegative regulation of transport80/2168470/187232.53e-042.93e-0380
GO:000751712EndometriumEECmuscle organ development59/2168327/187233.49e-043.85e-0359
GO:005070813EndometriumEECregulation of protein secretion50/2168268/187234.33e-044.51e-0350
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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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