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: RDH16

Gene summary for RDH16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RDH16

Gene ID

8608

Gene nameretinol dehydrogenase 16
Gene AliasRODH-4
Cytomap12q13.3
Gene Typeprotein-coding
GO ID

GO:0001523

UniProtAcc

Q59FX7


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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
8608RDH16C04HumanOral cavityOSCC3.41e-021.50e-010.2633
8608RDH16C21HumanOral cavityOSCC2.04e-041.97e-010.2678
8608RDH16C30HumanOral cavityOSCC5.33e-083.79e-010.3055
8608RDH16C38HumanOral cavityOSCC3.61e-033.84e-010.172
8608RDH16C43HumanOral cavityOSCC5.27e-335.59e-010.1704
8608RDH16C46HumanOral cavityOSCC1.64e-031.36e-010.1673
8608RDH16C51HumanOral cavityOSCC8.80e-229.01e-010.2674
8608RDH16C06HumanOral cavityOSCC2.90e-055.35e-010.2699
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:002290018Oral cavityOSCCelectron transport chain126/7305175/187236.65e-198.42e-17126
GO:000609118Oral cavityOSCCgeneration of precursor metabolites and energy286/7305490/187231.45e-181.71e-16286
GO:00060667Oral cavityOSCCalcohol metabolic process179/7305353/187234.54e-065.21e-05179
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
RDH16insertionNonsense_Mutationnovelc.40_41insACTAATTCATCTGTCTTATTATAGAGGAAGAAAGAAACATGGATp.Leu14HisfsTer2p.L14Hfs*2O75452protein_codingTCGA-A2-A0EX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RDH16SNVMissense_Mutationc.833G>Ap.Arg278Hisp.R278HO75452protein_codingtolerated(0.06)benign(0.082)TCGA-JW-AAVH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RDH16SNVMissense_Mutationnovelc.329N>Cp.Val110Alap.V110AO75452protein_codingdeleterious(0.01)possibly_damaging(0.901)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
RDH16SNVMissense_Mutationrs745990933c.839N>Ap.Arg280Hisp.R280HO75452protein_codingdeleterious(0.03)possibly_damaging(0.468)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RDH16SNVMissense_Mutationc.790N>Ap.Val264Metp.V264MO75452protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RDH16SNVMissense_Mutationc.815T>Gp.Leu272Argp.L272RO75452protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
RDH16SNVMissense_Mutationrs762842316c.686N>Ap.Arg229Glnp.R229QO75452protein_codingtolerated(0.53)benign(0.006)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RDH16SNVMissense_Mutationrs200529763c.770G>Ap.Cys257Tyrp.C257YO75452protein_codingtolerated(0.13)benign(0.009)TCGA-G4-6299-01Colorectumcolon adenocarcinomaMale>=65III/IVAncillaryleucovorinSD
RDH16SNVMissense_Mutationnovelc.431T>Gp.Val144Glyp.V144GO75452protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AG-A02X-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
RDH16deletionFrame_Shift_Delrs755216247c.832delCp.Arg278ValfsTer17p.R278Vfs*17O75452protein_codingTCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=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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