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: DHRS9

Gene summary for DHRS9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DHRS9

Gene ID

10170

Gene namedehydrogenase/reductase 9
Gene Alias3-alpha-HSD
Cytomap2q31.1
Gene Typeprotein-coding
GO ID

GO:0001523

UniProtAcc

Q9BPW9


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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
10170DHRS9HTA11_2487_2000001011HumanColorectumSER5.58e-171.07e+00-0.1808
10170DHRS9HTA11_347_2000001011HumanColorectumAD5.38e-064.95e-01-0.1954
10170DHRS9HTA11_411_2000001011HumanColorectumSER1.08e-112.17e+00-0.2602
10170DHRS9HTA11_2112_2000001011HumanColorectumSER3.15e-081.16e+00-0.2196
10170DHRS9HTA11_3361_2000001011HumanColorectumAD2.35e-023.42e-01-0.1207
10170DHRS9HTA11_83_2000001011HumanColorectumSER3.99e-035.33e-01-0.1526
10170DHRS9HTA11_696_2000001011HumanColorectumAD3.91e-042.58e-01-0.1464
10170DHRS9LZE5THumanEsophagusESCC1.28e-075.60e-010.0514
10170DHRS9LZE7THumanEsophagusESCC2.56e-055.19e-010.0667
10170DHRS9LZE20THumanEsophagusESCC3.61e-135.84e-010.0662
10170DHRS9LZE24THumanEsophagusESCC1.89e-106.68e-010.0596
10170DHRS9P8T-EHumanEsophagusESCC3.28e-145.42e-010.0889
10170DHRS9P10T-EHumanEsophagusESCC5.17e-278.43e-010.116
10170DHRS9P12T-EHumanEsophagusESCC9.74e-226.72e-010.1122
10170DHRS9P15T-EHumanEsophagusESCC1.53e-114.56e-010.1149
10170DHRS9P22T-EHumanEsophagusESCC3.28e-143.88e-010.1236
10170DHRS9P23T-EHumanEsophagusESCC5.94e-181.67e+000.108
10170DHRS9P27T-EHumanEsophagusESCC1.78e-031.08e-010.1055
10170DHRS9P31T-EHumanEsophagusESCC3.75e-031.77e-010.1251
10170DHRS9P39T-EHumanEsophagusESCC1.25e-261.06e+000.0894
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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
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:0006066ColorectumADalcohol metabolic process106/3918353/187233.02e-055.57e-04106
GO:0034308ColorectumADprimary alcohol metabolic process35/3918102/187231.16e-031.05e-0235
GO:0008202ColorectumADsteroid metabolic process85/3918319/187238.07e-034.75e-0285
GO:00060661ColorectumSERalcohol metabolic process79/2897353/187233.50e-045.50e-0379
GO:00343081ColorectumSERprimary alcohol metabolic process26/2897102/187235.87e-034.29e-0226
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:00463948EsophagusESCCcarboxylic acid biosynthetic process175/8552314/187231.98e-041.26e-03175
GO:00160538EsophagusESCCorganic acid biosynthetic process175/8552316/187233.04e-041.82e-03175
GO:00421805EsophagusESCCcellular ketone metabolic process120/8552211/187236.70e-043.55e-03120
GO:00082991EsophagusESCCisoprenoid biosynthetic process21/855228/187231.57e-037.33e-0321
GO:00060667Oral cavityOSCCalcohol metabolic process179/7305353/187234.54e-065.21e-05179
GO:00421804Oral cavityOSCCcellular ketone metabolic process111/7305211/187233.94e-053.45e-04111
GO:00160537Oral cavityOSCCorganic acid biosynthetic process155/7305316/187231.64e-041.13e-03155
GO:00463947Oral cavityOSCCcarboxylic acid biosynthetic process154/7305314/187231.73e-041.19e-03154
GO:0008299Oral cavityOSCCisoprenoid biosynthetic process20/730528/187235.13e-042.99e-0320
GO:00067203Oral cavityOSCCisoprenoid metabolic process59/7305116/187236.18e-032.33e-0259
GO:00082024Oral cavityOSCCsteroid metabolic process146/7305319/187237.78e-032.85e-02146
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
DHRS9SNVMissense_Mutationc.361C>Gp.Leu121Valp.L121VQ9BPW9protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DHRS9SNVMissense_Mutationc.485N>Ap.Gly162Glup.G162EQ9BPW9protein_codingdeleterious(0.02)possibly_damaging(0.838)TCGA-A8-A08G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
DHRS9SNVMissense_Mutationc.1010C>Gp.Pro337Argp.P337RQ9BPW9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DHRS9SNVMissense_Mutationrs774290765c.781N>Ap.Val261Ilep.V261IQ9BPW9protein_codingtolerated(0.07)possibly_damaging(0.84)TCGA-VS-A8EC-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
DHRS9SNVMissense_Mutationrs766893376c.826N>Tp.Pro276Serp.P276SQ9BPW9protein_codingtolerated(0.83)benign(0.001)TCGA-VS-A8Q8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
DHRS9deletionFrame_Shift_Delrs778336118c.842delNp.Lys283AsnfsTer25p.K283Nfs*25Q9BPW9protein_codingTCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DHRS9SNVMissense_Mutationc.605T>Cp.Ile202Thrp.I202TQ9BPW9protein_codingdeleterious(0.01)possibly_damaging(0.596)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DHRS9SNVMissense_Mutationnovelc.1108A>Gp.Lys370Glup.K370EQ9BPW9protein_codingdeleterious(0.04)benign(0.001)TCGA-AZ-6605-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfolfoxSD
DHRS9SNVMissense_Mutationnovelc.941N>Cp.Lys314Thrp.K314TQ9BPW9protein_codingtolerated(0.43)benign(0)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DHRS9deletionFrame_Shift_Delrs778336118c.842delNp.Lys283AsnfsTer25p.K283Nfs*25Q9BPW9protein_codingTCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
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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
10170DHRS9DRUGGABLE GENOME, SHORT CHAIN DEHYDROGENASE REDUCTASE(+)-ISOZONARONECHEMBL45957419188072
10170DHRS9DRUGGABLE GENOME, SHORT CHAIN DEHYDROGENASE REDUCTASESESQUITERPENE O-BENZOQUINONECHEMBL51742519188072
10170DHRS9DRUGGABLE GENOME, SHORT CHAIN DEHYDROGENASE REDUCTASEPROTECTED SIPHONODICTYAL CPROTECTED SIPHONODICTYAL C19188072
10170DHRS9DRUGGABLE GENOME, SHORT CHAIN DEHYDROGENASE REDUCTASE(+/-)-SPONGIAQUINONECHEMBL51487619188072
10170DHRS9DRUGGABLE GENOME, SHORT CHAIN DEHYDROGENASE REDUCTASE(+/-)-HYATELLAQUINONECHEMBL45641419188072
10170DHRS9DRUGGABLE GENOME, SHORT CHAIN DEHYDROGENASE REDUCTASE(+/-)-WIEDENDIOL B(+/-)-WIEDENDIOL B19188072
10170DHRS9DRUGGABLE GENOME, SHORT CHAIN DEHYDROGENASE REDUCTASE(+)-ZONAROLCHEMBL46147119188072
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