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: DHRS13

Gene summary for DHRS13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DHRS13

Gene ID

147015

Gene namedehydrogenase/reductase 13
Gene AliasSDR7C5
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0001523

UniProtAcc

Q6UX07


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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
147015DHRS13LZE5THumanEsophagusESCC3.45e-022.06e-010.0514
147015DHRS13LZE22THumanEsophagusESCC2.41e-022.06e-010.068
147015DHRS13LZE24THumanEsophagusESCC3.39e-082.56e-010.0596
147015DHRS13LZE21THumanEsophagusESCC1.80e-043.06e-010.0655
147015DHRS13P1T-EHumanEsophagusESCC9.55e-033.99e-010.0875
147015DHRS13P2T-EHumanEsophagusESCC1.77e-458.46e-010.1177
147015DHRS13P4T-EHumanEsophagusESCC4.82e-174.10e-010.1323
147015DHRS13P5T-EHumanEsophagusESCC1.45e-041.49e-010.1327
147015DHRS13P8T-EHumanEsophagusESCC1.76e-082.07e-010.0889
147015DHRS13P9T-EHumanEsophagusESCC6.57e-072.05e-010.1131
147015DHRS13P10T-EHumanEsophagusESCC1.93e-112.32e-010.116
147015DHRS13P11T-EHumanEsophagusESCC9.36e-062.21e-010.1426
147015DHRS13P12T-EHumanEsophagusESCC6.29e-214.39e-010.1122
147015DHRS13P15T-EHumanEsophagusESCC3.32e-194.55e-010.1149
147015DHRS13P16T-EHumanEsophagusESCC5.54e-478.06e-010.1153
147015DHRS13P20T-EHumanEsophagusESCC3.44e-183.08e-010.1124
147015DHRS13P21T-EHumanEsophagusESCC6.23e-427.74e-010.1617
147015DHRS13P22T-EHumanEsophagusESCC3.03e-082.05e-010.1236
147015DHRS13P23T-EHumanEsophagusESCC5.28e-144.45e-010.108
147015DHRS13P24T-EHumanEsophagusESCC2.07e-021.69e-010.1287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:00060818EsophagusESCCcellular aldehyde metabolic process40/855260/187238.30e-044.28e-0340
GO:00060667Oral cavityOSCCalcohol metabolic process179/7305353/187234.54e-065.21e-05179
GO:00060817Oral cavityOSCCcellular aldehyde metabolic process36/730560/187237.94e-044.27e-0336
GO:00067203Oral cavityOSCCisoprenoid metabolic process59/7305116/187236.18e-032.33e-0259
GO:000608114Oral cavityLPcellular aldehyde metabolic process26/462360/187231.19e-039.62e-0326
GO:000606613Oral cavityLPalcohol metabolic process111/4623353/187232.24e-031.62e-02111
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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
DHRS13SNVMissense_Mutationc.991G>Cp.Glu331Glnp.E331QQ6UX07protein_codingtolerated_low_confidence(0.53)benign(0)TCGA-A1-A0SH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
DHRS13SNVMissense_Mutationc.673N>Tp.Ala225Serp.A225SQ6UX07protein_codingdeleterious(0.01)possibly_damaging(0.643)TCGA-AN-A0FT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DHRS13SNVMissense_Mutationc.623N>Tp.Ala208Valp.A208VQ6UX07protein_codingtolerated(0.14)benign(0.005)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DHRS13SNVMissense_Mutationc.308N>Cp.Arg103Prop.R103PQ6UX07protein_codingdeleterious(0)probably_damaging(0.918)TCGA-E9-A1NA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
DHRS13deletionFrame_Shift_Delc.1018delCp.His340ThrfsTer23p.H340Tfs*23Q6UX07protein_codingTCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
DHRS13SNVMissense_Mutationrs766827886c.395N>Ap.Arg132Hisp.R132HQ6UX07protein_codingdeleterious(0.03)benign(0.005)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
DHRS13SNVMissense_Mutationc.482C>Tp.Ala161Valp.A161VQ6UX07protein_codingdeleterious(0.04)benign(0.018)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DHRS13SNVMissense_Mutationc.767N>Ap.Arg256Glnp.R256QQ6UX07protein_codingdeleterious(0.04)probably_damaging(0.92)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DHRS13deletionFrame_Shift_Delc.1018delCp.His340ThrfsTer23p.H340Tfs*23Q6UX07protein_codingTCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DHRS13SNVMissense_Mutationrs201593315c.742N>Tp.Arg248Cysp.R248CQ6UX07protein_codingtolerated(0.22)benign(0)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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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