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: DHCR24

Gene summary for DHCR24

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DHCR24

Gene ID

1718

Gene name24-dehydrocholesterol reductase
Gene AliasDCE
Cytomap1p32.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q15392


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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
1718DHCR24GSM4909282HumanBreastIDC2.21e-135.60e-01-0.0288
1718DHCR24GSM4909286HumanBreastIDC1.97e-07-1.96e-010.1081
1718DHCR24GSM4909290HumanBreastIDC6.65e-063.71e-010.2096
1718DHCR24GSM4909293HumanBreastIDC1.40e-042.67e-010.1581
1718DHCR24GSM4909296HumanBreastIDC8.52e-041.27e-010.1524
1718DHCR24GSM4909298HumanBreastIDC2.28e-052.59e-010.1551
1718DHCR24GSM4909301HumanBreastIDC6.02e-083.87e-010.1577
1718DHCR24GSM4909304HumanBreastIDC9.37e-488.21e-010.1636
1718DHCR24GSM4909307HumanBreastIDC7.75e-053.53e-010.1569
1718DHCR24GSM4909308HumanBreastIDC8.31e-195.25e-010.158
1718DHCR24GSM4909311HumanBreastIDC7.99e-243.34e-010.1534
1718DHCR24GSM4909312HumanBreastIDC5.35e-072.90e-010.1552
1718DHCR24GSM4909319HumanBreastIDC7.31e-252.13e-010.1563
1718DHCR24GSM4909321HumanBreastIDC1.23e-055.88e-020.1559
1718DHCR24brca2HumanBreastPrecancer5.62e-224.95e-01-0.024
1718DHCR24M1HumanBreastIDC2.61e-115.95e-010.1577
1718DHCR24NCCBC2HumanBreastDCIS3.22e-086.78e-010.1554
1718DHCR24P1HumanBreastIDC2.75e-061.74e-010.1527
1718DHCR24P2HumanBreastIDC4.62e-022.09e-010.21
1718DHCR24P3HumanBreastIDC2.09e-025.72e-010.1542
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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
∗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:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:00525479BreastPrecancerregulation of peptidase activity71/1080461/187232.72e-146.94e-1271
GO:00525489BreastPrecancerregulation of endopeptidase activity67/1080432/187231.06e-132.36e-1167
GO:20001169BreastPrecancerregulation of cysteine-type endopeptidase activity43/1080235/187231.30e-111.83e-0943
GO:00432819BreastPrecancerregulation of cysteine-type endopeptidase activity involved in apoptotic process40/1080209/187231.59e-112.07e-0940
GO:00458619BreastPrecancernegative regulation of proteolysis50/1080351/187232.99e-092.39e-0750
GO:00709979BreastPrecancerneuron death50/1080361/187237.75e-095.70e-0750
GO:00513468BreastPrecancernegative regulation of hydrolase activity50/1080379/187233.85e-082.34e-0650
GO:00104668BreastPrecancernegative regulation of peptidase activity38/1080262/187231.46e-077.82e-0638
GO:00109519BreastPrecancernegative regulation of endopeptidase activity37/1080252/187231.55e-078.05e-0637
GO:20001179BreastPrecancernegative regulation of cysteine-type endopeptidase activity19/108086/187233.36e-071.58e-0519
GO:19012149BreastPrecancerregulation of neuron death41/1080319/187231.27e-064.80e-0541
GO:00431548BreastPrecancernegative regulation of cysteine-type endopeptidase activity involved in apoptotic process17/108078/187231.69e-066.08e-0517
GO:00486087BreastPrecancerreproductive structure development43/1080424/187232.36e-043.56e-0343
GO:00614587BreastPrecancerreproductive system development43/1080427/187232.75e-044.00e-0343
GO:00316393BreastPrecancerplasminogen activation6/108024/187231.99e-031.90e-026
GO:0046661BreastPrecancermale sex differentiation19/1080165/187233.14e-032.65e-0219
GO:00516047BreastPrecancerprotein maturation28/1080294/187236.45e-034.50e-0228
GO:005254714BreastIDCregulation of peptidase activity96/1434461/187237.58e-206.15e-1796
GO:005254814BreastIDCregulation of endopeptidase activity88/1434432/187231.20e-174.85e-1588
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa001005EsophagusESCCSteroid biosynthesis18/420520/84651.78e-046.79e-043.48e-0418
hsa0010012EsophagusESCCSteroid biosynthesis18/420520/84651.78e-046.79e-043.48e-0418
hsa00100LiverCirrhoticSteroid biosynthesis12/253020/84654.92e-031.76e-021.09e-0212
hsa001001LiverCirrhoticSteroid biosynthesis12/253020/84654.92e-031.76e-021.09e-0212
hsa001002LiverHCCSteroid biosynthesis15/402020/84651.17e-022.97e-021.65e-0215
hsa001003LiverHCCSteroid biosynthesis15/402020/84651.17e-022.97e-021.65e-0215
hsa001004Oral cavityOSCCSteroid biosynthesis15/370420/84654.62e-031.13e-025.75e-0315
hsa0010011Oral cavityOSCCSteroid biosynthesis15/370420/84654.62e-031.13e-025.75e-0315
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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
DHCR24SNVMissense_Mutationrs760795756c.912C>Gp.Phe304Leup.F304LQ15392protein_codingdeleterious(0)possibly_damaging(0.538)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
DHCR24SNVMissense_Mutationrs150166147c.736C>Tp.Arg246Trpp.R246WQ15392protein_codingtolerated(0.17)possibly_damaging(0.613)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DHCR24SNVMissense_Mutationc.989N>Ap.Arg330Hisp.R330HQ15392protein_codingdeleterious(0)probably_damaging(0.991)TCGA-E2-A1B6-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificAdriamycinSD
DHCR24SNVMissense_Mutationrs577722198c.947N>Ap.Arg316Glnp.R316QQ15392protein_codingtolerated(0.61)benign(0)TCGA-E9-A22H-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DHCR24SNVMissense_Mutationc.260N>Cp.Lys87Thrp.K87TQ15392protein_codingtolerated(0.06)possibly_damaging(0.606)TCGA-EW-A1OZ-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
DHCR24insertionNonsense_Mutationnovelc.235_236insATTTGTATATGTTAACTCATGCATCACTTTGAGp.Arg79delinsHisLeuTyrMetLeuThrHisAlaSerLeuTerGlyp.R79delinsHLYMLTHASL*GQ15392protein_codingTCGA-A8-A06T-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
DHCR24SNVMissense_Mutationrs150166147c.736C>Tp.Arg246Trpp.R246WQ15392protein_codingtolerated(0.17)possibly_damaging(0.613)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DHCR24SNVMissense_Mutationrs387906938c.307N>Tp.Arg103Cysp.R103CQ15392protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
DHCR24SNVMissense_Mutationc.927N>Tp.Glu309Aspp.E309DQ15392protein_codingdeleterious(0.01)possibly_damaging(0.787)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
DHCR24SNVMissense_Mutationnovelc.995N>Tp.Thr332Metp.T332MQ15392protein_codingdeleterious(0)probably_damaging(0.964)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
1718DHCR24TUMOR SUPPRESSOR, ENZYMET-226293
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