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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: DHRS4

Gene summary for DHRS4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DHRS4

Gene ID

10901

Gene namedehydrogenase/reductase 4
Gene AliasCR
Cytomap14q11.2
Gene Typeprotein-coding
GO ID

GO:0001523

UniProtAcc

Q9BTZ2


Top

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
10901DHRS4HTA11_1938_2000001011HumanColorectumAD4.00e-053.62e-01-0.0811
10901DHRS4HTA11_78_2000001011HumanColorectumAD7.91e-072.61e-01-0.1088
10901DHRS4HTA11_347_2000001011HumanColorectumAD5.26e-245.76e-01-0.1954
10901DHRS4HTA11_3361_2000001011HumanColorectumAD8.23e-043.39e-01-0.1207
10901DHRS4HTA11_83_2000001011HumanColorectumSER2.09e-074.55e-01-0.1526
10901DHRS4HTA11_696_2000001011HumanColorectumAD7.10e-104.47e-01-0.1464
10901DHRS4HTA11_1391_2000001011HumanColorectumAD6.24e-175.50e-01-0.059
10901DHRS4HTA11_2992_2000001011HumanColorectumSER4.51e-075.62e-01-0.1706
10901DHRS4HTA11_9341_2000001011HumanColorectumSER2.63e-023.74e-01-0.00410000000000005
10901DHRS4HTA11_866_3004761011HumanColorectumAD9.82e-164.29e-010.096
10901DHRS4HTA11_4255_2000001011HumanColorectumSER3.71e-033.92e-010.0446
10901DHRS4HTA11_8622_2000001021HumanColorectumSER1.09e-043.77e-010.0528
10901DHRS4HTA11_10623_2000001011HumanColorectumAD1.82e-053.39e-01-0.0177
10901DHRS4HTA11_10711_2000001011HumanColorectumAD4.07e-042.56e-010.0338
10901DHRS4HTA11_7696_3000711011HumanColorectumAD7.73e-083.85e-010.0674
10901DHRS4HTA11_6818_2000001011HumanColorectumAD1.72e-023.28e-010.0112
10901DHRS4HTA11_99999970781_79442HumanColorectumMSS6.63e-176.10e-010.294
10901DHRS4HTA11_99999974143_84620HumanColorectumMSS1.98e-063.18e-010.3005
10901DHRS4LZE2THumanEsophagusESCC5.40e-055.72e-010.082
10901DHRS4LZE4THumanEsophagusESCC3.95e-339.06e-010.0811
Page: 1 2 3 4 5 6 7 

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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00060667Oral cavityOSCCalcohol metabolic process179/7305353/187234.54e-065.21e-05179
GO:00421804Oral cavityOSCCcellular ketone metabolic process111/7305211/187233.94e-053.45e-04111
GO:007259316Oral cavityOSCCreactive oxygen species metabolic process122/7305239/187239.73e-057.34e-04122
GO:200037916Oral cavityOSCCpositive regulation of reactive oxygen species metabolic process43/730576/187231.41e-036.84e-0343
GO:00067203Oral cavityOSCCisoprenoid metabolic process59/7305116/187236.18e-032.33e-0259
GO:00082024Oral cavityOSCCsteroid metabolic process146/7305319/187237.78e-032.85e-02146
GO:200037717Oral cavityLPregulation of reactive oxygen species metabolic process67/4623157/187235.54e-071.51e-0567
GO:200037917Oral cavityLPpositive regulation of reactive oxygen species metabolic process35/462376/187234.04e-055.90e-0435
GO:007259317Oral cavityLPreactive oxygen species metabolic process85/4623239/187231.04e-041.26e-0385
GO:000606613Oral cavityLPalcohol metabolic process111/4623353/187232.24e-031.62e-02111
GO:004218012Oral cavityLPcellular ketone metabolic process70/4623211/187233.29e-032.21e-0270
GO:200037719SkincSCCregulation of reactive oxygen species metabolic process58/4864157/187231.55e-039.60e-0358
GO:007259319SkincSCCreactive oxygen species metabolic process81/4864239/187233.80e-032.03e-0281
Page: 1 2 3 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041467EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa0414612EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa041462LiverCirrhoticPeroxisome36/253082/84654.79e-031.74e-021.07e-0236
hsa041463LiverCirrhoticPeroxisome36/253082/84654.79e-031.74e-021.07e-0236
hsa041464LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa041465LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa041466Oral cavityOSCCPeroxisome47/370482/84659.01e-032.01e-021.03e-0247
hsa0414611Oral cavityOSCCPeroxisome47/370482/84659.01e-032.01e-021.03e-0247
hsa0414621Oral cavityLPPeroxisome33/241882/84651.48e-024.69e-023.03e-0233
hsa0414631Oral cavityLPPeroxisome33/241882/84651.48e-024.69e-023.03e-0233
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
DHRS4SNVMissense_Mutationc.289N>Ap.Glu97Lysp.E97KQ9BTZ2protein_codingtolerated(0.55)benign(0.006)TCGA-C8-A12Z-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
DHRS4insertionNonsense_Mutationnovelc.211_212insGTCCTCCCTTTTATCCATCCACCCATCCATTCATTTGCTp.Gln71delinsArgProProPheTyrProSerThrHisProPheIleCysTerp.Q71delinsRPPFYPSTHPFIC*Q9BTZ2protein_codingTCGA-B6-A0I8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
DHRS4SNVMissense_Mutationrs200717541c.344N>Gp.Ser115Cysp.S115CQ9BTZ2protein_codingtolerated(0.43)benign(0.063)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DHRS4SNVMissense_Mutationnovelc.829N>Tp.Arg277Cysp.R277CQ9BTZ2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
DHRS4SNVMissense_Mutationnovelc.203N>Tp.Asn68Ilep.N68IQ9BTZ2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
DHRS4SNVMissense_Mutationrs754460638c.746N>Tp.Ala249Valp.A249VQ9BTZ2protein_codingdeleterious(0.01)benign(0.339)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
DHRS4SNVMissense_Mutationnovelc.611N>Gp.Asn204Serp.N204SQ9BTZ2protein_codingdeleterious(0.03)benign(0.313)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
DHRS4SNVMissense_Mutationc.644N>Gp.Ile215Serp.I215SQ9BTZ2protein_codingdeleterious(0)probably_damaging(1)TCGA-DD-A1EA-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownPD
DHRS4SNVMissense_Mutationrs761725199c.299N>Gp.Val100Glyp.V100GQ9BTZ2protein_codingdeleterious(0.01)benign(0.384)TCGA-DD-A3A7-01Liverliver hepatocellular carcinomaMale>=65III/IVChemotherapyunknownPD
DHRS4SNVMissense_Mutationnovelc.344N>Tp.Ser115Phep.S115FQ9BTZ2protein_codingdeleterious(0.01)probably_damaging(0.974)TCGA-85-A4JC-01Lunglung squamous cell carcinomaMale>=65I/IIChemotherapyunknownPD
Page: 1 2 

Top

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
Page: 1