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: HMGCL

Gene summary for HMGCL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HMGCL

Gene ID

3155

Gene name3-hydroxy-3-methylglutaryl-CoA lyase
Gene AliasHL
Cytomap1p36.11
Gene Typeprotein-coding
GO ID

GO:0001889

UniProtAcc

P35914


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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
3155HMGCLHTA11_3410_2000001011HumanColorectumAD5.05e-102.49e-010.0155
3155HMGCLHTA11_2487_2000001011HumanColorectumSER4.92e-154.94e-01-0.1808
3155HMGCLHTA11_1938_2000001011HumanColorectumAD9.81e-063.67e-01-0.0811
3155HMGCLHTA11_78_2000001011HumanColorectumAD1.23e-053.26e-01-0.1088
3155HMGCLHTA11_347_2000001011HumanColorectumAD1.16e-215.21e-01-0.1954
3155HMGCLHTA11_411_2000001011HumanColorectumSER1.96e-036.60e-01-0.2602
3155HMGCLHTA11_2112_2000001011HumanColorectumSER1.29e-044.94e-01-0.2196
3155HMGCLHTA11_3361_2000001011HumanColorectumAD1.81e-032.68e-01-0.1207
3155HMGCLHTA11_83_2000001011HumanColorectumSER1.25e-095.35e-01-0.1526
3155HMGCLHTA11_696_2000001011HumanColorectumAD1.27e-103.61e-01-0.1464
3155HMGCLHTA11_866_2000001011HumanColorectumAD1.68e-032.95e-01-0.1001
3155HMGCLHTA11_1391_2000001011HumanColorectumAD1.15e-073.06e-01-0.059
3155HMGCLHTA11_2992_2000001011HumanColorectumSER1.21e-024.05e-01-0.1706
3155HMGCLHTA11_5216_2000001011HumanColorectumSER4.21e-054.21e-01-0.1462
3155HMGCLHTA11_546_2000001011HumanColorectumAD4.89e-064.50e-01-0.0842
3155HMGCLHTA11_7862_2000001011HumanColorectumAD3.54e-033.57e-01-0.0179
3155HMGCLHTA11_866_3004761011HumanColorectumAD1.34e-062.79e-010.096
3155HMGCLHTA11_4255_2000001011HumanColorectumSER1.09e-044.89e-010.0446
3155HMGCLHTA11_10623_2000001011HumanColorectumAD7.21e-054.07e-01-0.0177
3155HMGCLHTA11_10711_2000001011HumanColorectumAD3.68e-042.80e-010.0338
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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
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
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:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
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: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:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0061008ColorectumADhepaticobiliary system development55/3918150/187236.34e-061.59e-0455
GO:0001889ColorectumADliver development54/3918147/187237.20e-061.77e-0454
GO:0031667ColorectumADresponse to nutrient levels138/3918474/187231.22e-052.68e-04138
GO:0006790ColorectumADsulfur compound metabolic process101/3918339/187236.46e-051.07e-03101
GO:0042594ColorectumADresponse to starvation63/3918197/187231.77e-042.38e-0363
GO:0016054ColorectumADorganic acid catabolic process73/3918240/187233.20e-043.81e-0373
GO:0046395ColorectumADcarboxylic acid catabolic process70/3918236/187239.06e-048.71e-0370
GO:0033865ColorectumADnucleoside bisphosphate metabolic process42/3918128/187231.12e-031.02e-0242
GO:0033875ColorectumADribonucleoside bisphosphate metabolic process42/3918128/187231.12e-031.02e-0242
GO:0034032ColorectumADpurine nucleoside bisphosphate metabolic process42/3918128/187231.12e-031.02e-0242
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00280ColorectumADValine, leucine and isoleucine degradation25/209248/84653.97e-053.41e-042.18e-0425
hsa002801ColorectumADValine, leucine and isoleucine degradation25/209248/84653.97e-053.41e-042.18e-0425
hsa002802ColorectumMSSValine, leucine and isoleucine degradation21/187548/84656.73e-044.51e-032.76e-0321
hsa002803ColorectumMSSValine, leucine and isoleucine degradation21/187548/84656.73e-044.51e-032.76e-0321
hsa041467EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa002809EsophagusESCCValine, leucine and isoleucine degradation34/420548/84652.34e-036.54e-033.35e-0334
hsa0414612EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa0028014EsophagusESCCValine, leucine and isoleucine degradation34/420548/84652.34e-036.54e-033.35e-0334
hsa002806LiverNAFLDValine, leucine and isoleucine degradation20/104348/84653.03e-071.65e-051.33e-0520
hsa00650LiverNAFLDButanoate metabolism11/104327/84651.88e-043.62e-032.92e-0311
hsa04146LiverNAFLDPeroxisome19/104382/84654.37e-034.10e-023.30e-0219
hsa0028011LiverNAFLDValine, leucine and isoleucine degradation20/104348/84653.03e-071.65e-051.33e-0520
hsa006501LiverNAFLDButanoate metabolism11/104327/84651.88e-043.62e-032.92e-0311
hsa041461LiverNAFLDPeroxisome19/104382/84654.37e-034.10e-023.30e-0219
hsa0028021LiverCirrhoticValine, leucine and isoleucine degradation32/253048/84651.45e-072.02e-061.24e-0632
hsa006502LiverCirrhoticButanoate metabolism15/253027/84654.71e-031.74e-021.07e-0215
hsa041462LiverCirrhoticPeroxisome36/253082/84654.79e-031.74e-021.07e-0236
hsa0028031LiverCirrhoticValine, leucine and isoleucine degradation32/253048/84651.45e-072.02e-061.24e-0632
hsa006503LiverCirrhoticButanoate metabolism15/253027/84654.71e-031.74e-021.07e-0215
hsa041463LiverCirrhoticPeroxisome36/253082/84654.79e-031.74e-021.07e-0236
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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
HMGCLSNVMissense_Mutationrs121964997c.122N>Ap.Arg41Glnp.R41QP35914protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AG-3896-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HMGCLSNVMissense_Mutationc.656C>Ap.Ser219Tyrp.S219YP35914protein_codingdeleterious(0)benign(0.364)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
HMGCLSNVMissense_Mutationc.866N>Ap.Gly289Aspp.G289DP35914protein_codingdeleterious(0.01)probably_damaging(0.983)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HMGCLSNVMissense_Mutationrs368145582c.347C>Tp.Ala116Valp.A116VP35914protein_codingdeleterious(0.01)possibly_damaging(0.749)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
HMGCLSNVMissense_Mutationnovelc.742G>Ap.Ala248Thrp.A248TP35914protein_codingdeleterious(0.01)probably_damaging(0.969)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
HMGCLSNVMissense_Mutationrs761552111c.806N>Tp.Ala269Valp.A269VP35914protein_codingdeleterious(0)probably_damaging(0.976)TCGA-BG-A0MQ-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HMGCLSNVMissense_Mutationc.434A>Gp.Glu145Glyp.E145GP35914protein_codingdeleterious(0)benign(0.228)TCGA-DF-A2KN-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
HMGCLSNVMissense_Mutationnovelc.367N>Ap.Glu123Lysp.E123KP35914protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HMGCLSNVMissense_Mutationc.334G>Tp.Gly112Cysp.G112CP35914protein_codingdeleterious(0)probably_damaging(0.999)TCGA-37-5819-01Lunglung squamous cell carcinomaMale<65III/IVUnknownUnknownSD
HMGCLSNVMissense_Mutationc.750N>Tp.Gln250Hisp.Q250HP35914protein_codingdeleterious(0)probably_damaging(0.992)TCGA-60-2714-01Lunglung squamous cell carcinomaFemale>=65I/IIChemotherapytaxolSD
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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
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