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: DHRS2

Gene summary for DHRS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DHRS2

Gene ID

10202

Gene namedehydrogenase/reductase 2
Gene AliasHEP27
Cytomap14q11.2
Gene Typeprotein-coding
GO ID

GO:0001773

UniProtAcc

Q13268


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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
10202DHRS2GSM4909289HumanBreastIDC3.38e-032.56e-010.1064
10202DHRS2GSM4909294HumanBreastIDC3.28e-225.76e-010.2022
10202DHRS2GSM4909305HumanBreastIDC7.92e-133.09e-010.0436
10202DHRS2GSM4909306HumanBreastIDC7.53e-579.33e-010.1564
10202DHRS2GSM4909313HumanBreastIDC4.64e-155.33e-010.0391
10202DHRS2GSM4909319HumanBreastIDC2.20e-114.87e-010.1563
10202DHRS2M1HumanBreastIDC9.96e-881.49e+000.1577
10202DHRS2NCCBC2HumanBreastDCIS4.93e-023.49e-010.1554
10202DHRS2NCCBC6HumanBreastDCIS8.25e-033.68e-010.2095
10202DHRS2P1HumanBreastIDC8.40e-461.23e+000.1527
10202DHRS2P3HumanBreastIDC9.65e-221.15e+000.1542
10202DHRS2P5T-EHumanEsophagusESCC2.62e-772.42e+000.1327
10202DHRS2P11T-EHumanEsophagusESCC1.23e-163.53e+000.1426
10202DHRS2P12T-EHumanEsophagusESCC9.20e-063.43e-010.1122
10202DHRS2P23T-EHumanEsophagusESCC2.99e-401.92e+000.108
10202DHRS2P26T-EHumanEsophagusESCC1.07e-1394.48e+000.1276
10202DHRS2P128T-EHumanEsophagusESCC1.45e-178.72e-010.1241
10202DHRS2ATC09HumanThyroidATC2.96e-251.21e+000.2871
10202DHRS2ATC1HumanThyroidATC1.78e-271.35e+000.2878
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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
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
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:000609113BreastIDCgeneration of precursor metabolites and energy103/1434490/187231.53e-211.74e-18103
GO:002290013BreastIDCelectron transport chain51/1434175/187232.23e-178.43e-1551
GO:000697914BreastIDCresponse to oxidative stress83/1434446/187232.36e-147.06e-1283
GO:006219714BreastIDCcellular response to chemical stress55/1434337/187237.07e-084.36e-0655
GO:000963613BreastIDCresponse to toxic substance44/1434262/187236.33e-073.00e-0544
GO:003009914BreastIDCmyeloid cell differentiation54/1434381/187238.07e-062.39e-0454
GO:003459914BreastIDCcellular response to oxidative stress44/1434288/187238.26e-062.43e-0444
GO:000257312BreastIDCmyeloid leukocyte differentiation33/1434208/187235.02e-051.09e-0333
GO:190313111BreastIDCmononuclear cell differentiation51/1434426/187239.81e-041.11e-0251
GO:000609123BreastDCISgeneration of precursor metabolites and energy103/1390490/187231.46e-221.65e-19103
GO:002290023BreastDCISelectron transport chain51/1390175/187236.01e-182.62e-1551
GO:000697924BreastDCISresponse to oxidative stress82/1390446/187231.22e-143.85e-1282
GO:006219724BreastDCIScellular response to chemical stress56/1390337/187239.64e-097.38e-0756
GO:003009924BreastDCISmyeloid cell differentiation55/1390381/187231.50e-065.68e-0555
GO:003459924BreastDCIScellular response to oxidative stress45/1390288/187231.57e-065.88e-0545
GO:000963623BreastDCISresponse to toxic substance42/1390262/187231.76e-066.56e-0542
GO:000257321BreastDCISmyeloid leukocyte differentiation34/1390208/187231.08e-052.83e-0434
GO:19031312BreastDCISmononuclear cell differentiation51/1390426/187234.88e-046.40e-0351
GO:00022742BreastDCISmyeloid leukocyte activation28/1390223/187234.37e-033.41e-0228
GO:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
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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
DHRS2SNVMissense_Mutationrs149593009c.164N>Ap.Arg55Hisp.R55HQ13268protein_codingdeleterious(0.02)possibly_damaging(0.623)TCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
DHRS2SNVMissense_Mutationc.586A>Gp.Thr196Alap.T196AQ13268protein_codingdeleterious(0.03)possibly_damaging(0.664)TCGA-AR-A1AR-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDocetaxelPD
DHRS2SNVMissense_Mutationrs148991912c.826N>Tp.Arg276Trpp.R276WQ13268protein_codingtolerated_low_confidence(0.08)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DHRS2SNVMissense_Mutationrs148435951c.74N>Ap.Ser25Asnp.S25NQ13268protein_codingdeleterious(0.01)possibly_damaging(0.465)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
DHRS2SNVMissense_Mutationrs562008596c.110G>Ap.Arg37Glnp.R37QQ13268protein_codingdeleterious(0.04)benign(0.095)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DHRS2SNVMissense_Mutationc.596T>Cp.Leu199Prop.L199PQ13268protein_codingdeleterious(0)possibly_damaging(0.669)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DHRS2SNVMissense_Mutationrs149593009c.164N>Ap.Arg55Hisp.R55HQ13268protein_codingdeleterious(0.02)possibly_damaging(0.623)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
DHRS2SNVMissense_Mutationc.787N>Ap.Ala263Thrp.A263TQ13268protein_codingtolerated_low_confidence(0.13)benign(0.276)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DHRS2SNVMissense_Mutationrs562246921c.263N>Tp.Ala88Valp.A88VQ13268protein_codingtolerated(0.27)benign(0.009)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
DHRS2SNVMissense_Mutationnovelc.728T>Ap.Ile243Asnp.I243NQ13268protein_codingdeleterious(0)benign(0.009)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
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