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: RDH10

Gene summary for RDH10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RDH10

Gene ID

157506

Gene nameretinol dehydrogenase 10
Gene AliasSDR16C4
Cytomap8q21.11
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R7X6


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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
157506RDH10CA_HPV_1HumanCervixCC1.89e-03-1.78e-010.0264
157506RDH10CCI_2HumanCervixCC7.55e-059.15e-010.5249
157506RDH10H2HumanCervixHSIL_HPV1.17e-186.29e-010.0632
157506RDH10L1HumanCervixCC4.65e-085.69e-010.0802
157506RDH10AEH-subject1HumanEndometriumAEH1.58e-205.80e-01-0.3059
157506RDH10AEH-subject2HumanEndometriumAEH1.27e-043.46e-01-0.2525
157506RDH10AEH-subject3HumanEndometriumAEH2.65e-297.72e-01-0.2576
157506RDH10AEH-subject4HumanEndometriumAEH2.23e-074.46e-01-0.2657
157506RDH10AEH-subject5HumanEndometriumAEH4.23e-033.21e-01-0.2953
157506RDH10EEC-subject1HumanEndometriumEEC1.20e-073.36e-01-0.2682
157506RDH10EEC-subject2HumanEndometriumEEC1.36e-114.51e-01-0.2607
157506RDH10EEC-subject3HumanEndometriumEEC1.89e-022.04e-01-0.2525
157506RDH10GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC6.54e-072.91e-01-0.1869
157506RDH10GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC8.61e-083.33e-01-0.1875
157506RDH10GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC5.61e-123.97e-01-0.1883
157506RDH10GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.84e-062.96e-01-0.1934
157506RDH10GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC5.91e-101.73e-01-0.1917
157506RDH10GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.93e-072.29e-01-0.1916
157506RDH10GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC3.41e-134.48e-01-0.1269
157506RDH10LZE5THumanEsophagusESCC4.35e-051.09e+000.0514
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
∗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:00614588CervixCCreproductive system development87/2311427/187231.37e-064.55e-0587
GO:00486088CervixCCreproductive structure development86/2311424/187231.90e-065.97e-0586
GO:00488634CervixCCstem cell differentiation46/2311206/187234.11e-056.36e-0446
GO:00017018CervixCCin utero embryonic development71/2311367/187237.21e-051.00e-0371
GO:00604253CervixCClung morphogenesis15/231150/187237.36e-046.60e-0315
GO:00605606CervixCCdevelopmental growth involved in morphogenesis46/2311234/187238.82e-047.63e-0346
GO:00303245CervixCClung development36/2311177/187231.64e-031.26e-0236
GO:00487365CervixCCappendage development35/2311172/187231.88e-031.39e-0235
GO:00601735CervixCClimb development35/2311172/187231.88e-031.39e-0235
GO:00303235CervixCCrespiratory tube development36/2311181/187232.46e-031.71e-0236
GO:00605413CervixCCrespiratory system development39/2311203/187233.18e-032.07e-0239
GO:00605626CervixCCepithelial tube morphogenesis57/2311325/187233.79e-032.41e-0257
GO:00017636CervixCCmorphogenesis of a branching structure37/2311196/187235.36e-033.10e-0237
GO:00604412CervixCCepithelial tube branching involved in lung morphogenesis9/231129/187236.49e-033.61e-029
GO:0150063CervixCCvisual system development63/2311375/187236.58e-033.65e-0263
GO:0001654CervixCCeye development62/2311371/187237.83e-034.13e-0262
GO:00487624CervixCCmesenchymal cell differentiation42/2311236/187239.12e-034.60e-0242
GO:0048880CervixCCsensory system development63/2311381/187239.29e-034.66e-0263
GO:004860813CervixHSIL_HPVreproductive structure development32/737424/187233.52e-045.54e-0332
GO:006145814CervixHSIL_HPVreproductive system development32/737427/187233.98e-046.14e-0332
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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
RDH10SNVMissense_Mutationnovelc.983N>Tp.Arg328Ilep.R328IQ8IZV5protein_codingtolerated(0.11)benign(0.01)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RDH10SNVMissense_Mutationc.616N>Ap.Gly206Argp.G206RQ8IZV5protein_codingtolerated(0.41)benign(0.142)TCGA-AO-A0J8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
RDH10SNVMissense_Mutationc.861C>Gp.Ile287Metp.I287MQ8IZV5protein_codingdeleterious(0.01)possibly_damaging(0.854)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RDH10SNVMissense_Mutationc.955N>Gp.Lys319Glup.K319EQ8IZV5protein_codingtolerated(0.13)benign(0.056)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RDH10SNVMissense_Mutationc.607N>Gp.Ser203Glyp.S203GQ8IZV5protein_codingtolerated(1)benign(0.01)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
RDH10SNVMissense_Mutationnovelc.769N>Gp.Arg257Glyp.R257GQ8IZV5protein_codingdeleterious(0.02)benign(0.251)TCGA-AA-3939-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RDH10SNVMissense_Mutationc.707T>Ap.Ile236Asnp.I236NQ8IZV5protein_codingdeleterious(0)probably_damaging(0.956)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RDH10SNVMissense_Mutationc.686N>Gp.Lys229Argp.K229RQ8IZV5protein_codingtolerated(0.37)benign(0.025)TCGA-AG-A036-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilCR
RDH10SNVMissense_Mutationnovelc.692C>Tp.Ala231Valp.A231VQ8IZV5protein_codingtolerated(0.28)benign(0.014)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RDH10SNVMissense_Mutationnovelc.841C>Ap.Leu281Ilep.L281IQ8IZV5protein_codingdeleterious(0.01)probably_damaging(0.994)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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