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: DHRS3

Gene summary for DHRS3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DHRS3

Gene ID

9249

Gene namedehydrogenase/reductase 3
Gene AliasDD83.1
Cytomap1p36.21
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

O75911


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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
9249DHRS3GSM4909311HumanBreastIDC5.19e-03-8.33e-020.1534
9249DHRS3GSM4909312HumanBreastIDC3.32e-03-1.34e-010.1552
9249DHRS3GSM4909319HumanBreastIDC1.42e-02-8.80e-020.1563
9249DHRS3ctrl6HumanBreastPrecancer2.32e-085.02e-01-0.0061
9249DHRS3brca2HumanBreastPrecancer1.61e-021.10e-01-0.024
9249DHRS3brca3HumanBreastPrecancer1.46e-164.31e-01-0.0263
9249DHRS3brca10HumanBreastPrecancer3.61e-022.63e-01-0.0029
9249DHRS3DCIS2HumanBreastDCIS5.44e-221.20e-010.0085
9249DHRS3CA_HPV_1HumanCervixCC1.75e-06-3.03e-010.0264
9249DHRS3CA_HPV_3HumanCervixCC2.24e-06-7.71e-020.0414
9249DHRS3N_HPV_1HumanCervixN_HPV1.79e-02-2.41e-010.0079
9249DHRS3CCI_1HumanCervixCC2.34e-069.55e-010.528
9249DHRS3CCI_2HumanCervixCC1.06e-081.25e+000.5249
9249DHRS3CCI_3HumanCervixCC2.74e-191.32e+000.516
9249DHRS3TumorHumanCervixCC1.94e-043.28e-010.1241
9249DHRS3sample3HumanCervixCC4.09e-194.60e-010.1387
9249DHRS3T3HumanCervixCC1.49e-104.28e-010.1389
9249DHRS3HTA11_1938_2000001011HumanColorectumAD1.03e-066.40e-01-0.0811
9249DHRS3HTA11_347_2000001011HumanColorectumAD1.80e-095.58e-01-0.1954
9249DHRS3HTA11_411_2000001011HumanColorectumSER6.48e-061.33e+00-0.2602
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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
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
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:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:00229008BreastPrecancerelectron transport chain42/1080175/187231.37e-154.59e-1342
GO:00305228BreastPrecancerintracellular receptor signaling pathway27/1080265/187232.99e-032.57e-0227
GO:00015036BreastPrecancerossification36/1080408/187237.53e-034.98e-0236
GO:000609113BreastIDCgeneration of precursor metabolites and energy103/1434490/187231.53e-211.74e-18103
GO:002290013BreastIDCelectron transport chain51/1434175/187232.23e-178.43e-1551
GO:003052214BreastIDCintracellular receptor signaling pathway37/1434265/187232.77e-044.26e-0337
GO:000150311BreastIDCossification50/1434408/187236.51e-048.04e-0350
GO:000609123BreastDCISgeneration of precursor metabolites and energy103/1390490/187231.46e-221.65e-19103
GO:002290023BreastDCISelectron transport chain51/1390175/187236.01e-182.62e-1551
GO:003052224BreastDCISintracellular receptor signaling pathway35/1390265/187236.38e-047.92e-0335
GO:000150321BreastDCISossification45/1390408/187234.98e-033.72e-0245
GO:00229009CervixCCelectron transport chain53/2311175/187232.23e-103.43e-0853
GO:00060919CervixCCgeneration of precursor metabolites and energy105/2311490/187237.40e-096.61e-07105
GO:00305229CervixCCintracellular receptor signaling pathway60/2311265/187231.89e-065.97e-0560
GO:00015037CervixCCossification71/2311408/187231.67e-031.28e-0271
GO:00302781CervixCCregulation of ossification24/2311115/187236.51e-033.61e-0224
GO:000609124CervixN_HPVgeneration of precursor metabolites and energy40/534490/187232.59e-097.88e-0740
GO:002290024CervixN_HPVelectron transport chain21/534175/187232.95e-083.63e-0621
GO:00603482CervixN_HPVbone development15/534205/187238.27e-041.02e-0215
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012405EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa0124012EsophagusESCCBiosynthesis of cofactors97/4205153/84653.88e-041.35e-036.94e-0497
hsa01240LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012401LiverCirrhoticBiosynthesis of cofactors66/2530153/84653.11e-041.99e-031.23e-0366
hsa012402LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012403LiverHCCBiosynthesis of cofactors103/4020153/84654.67e-075.05e-062.81e-06103
hsa012404Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124011Oral cavityOSCCBiosynthesis of cofactors88/3704153/84653.84e-041.20e-036.12e-0488
hsa0124021Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
hsa0124031Oral cavityLPBiosynthesis of cofactors57/2418153/84651.17e-023.91e-022.52e-0257
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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
DHRS3SNVMissense_Mutationnovelc.202C>Ap.Leu68Ilep.L68IO75911protein_codingtolerated(0.07)probably_damaging(0.998)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DHRS3SNVMissense_Mutationrs765594786c.182N>Ap.Arg61Hisp.R61HO75911protein_codingtolerated(0.46)benign(0.001)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
DHRS3SNVMissense_Mutationrs754683233c.847N>Ap.Glu283Lysp.E283KO75911protein_codingtolerated(0.93)benign(0.074)TCGA-ZJ-AAXA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DHRS3SNVMissense_Mutationnovelc.686N>Ap.Gly229Aspp.G229DO75911protein_codingdeleterious(0)benign(0.365)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
DHRS3SNVMissense_Mutationrs146383898c.743G>Ap.Arg248Glnp.R248QO75911protein_codingtolerated(0.75)benign(0)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
DHRS3SNVMissense_Mutationrs201342762c.331C>Tp.Arg111Trpp.R111WO75911protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DHRS3SNVMissense_Mutationnovelc.481N>Tp.Arg161Cysp.R161CO75911protein_codingdeleterious(0.03)probably_damaging(0.973)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
DHRS3SNVMissense_Mutationnovelc.650N>Cp.Val217Alap.V217AO75911protein_codingdeleterious(0.01)benign(0.033)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DHRS3SNVMissense_Mutationrs765027018c.901N>Tp.Arg301Trpp.R301WO75911protein_codingdeleterious(0)probably_damaging(0.948)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DHRS3SNVMissense_Mutationrs757291841c.479C>Tp.Pro160Leup.P160LO75911protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<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
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