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: RNF24

Gene summary for RNF24

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF24

Gene ID

11237

Gene namering finger protein 24
Gene AliasG1L
Cytomap20p13
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9Y225


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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
11237RNF24SYSMH1HumanOral cavityOSCC3.69e-051.34e-010.1127
11237RNF24SYSMH6HumanOral cavityOSCC5.89e-034.34e-030.1275
11237RNF24male-WTAHumanThyroidPTC7.91e-322.32e-010.1037
11237RNF24PTC01HumanThyroidPTC3.76e-112.43e-010.1899
11237RNF24PTC03HumanThyroidPTC1.39e-041.19e-010.1784
11237RNF24PTC04HumanThyroidPTC4.57e-264.47e-010.1927
11237RNF24PTC05HumanThyroidPTC1.71e-186.74e-010.2065
11237RNF24PTC06HumanThyroidPTC3.63e-307.20e-010.2057
11237RNF24PTC07HumanThyroidPTC4.83e-284.90e-010.2044
11237RNF24ATC09HumanThyroidATC3.55e-165.29e-010.2871
11237RNF24ATC11HumanThyroidATC1.94e-053.90e-010.3386
11237RNF24ATC12HumanThyroidATC6.40e-751.50e+000.34
11237RNF24ATC13HumanThyroidATC7.91e-235.35e-010.34
11237RNF24ATC1HumanThyroidATC1.98e-186.48e-010.2878
11237RNF24ATC2HumanThyroidATC4.43e-118.22e-010.34
11237RNF24ATC3HumanThyroidATC1.63e-084.36e-010.338
11237RNF24ATC4HumanThyroidATC2.47e-891.76e+000.34
11237RNF24ATC5HumanThyroidATC2.32e-255.76e-010.34
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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
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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
RNF24SNVMissense_Mutationc.59C>Tp.Ser20Leup.S20LQ9Y225protein_codingtolerated_low_confidence(0.89)benign(0)TCGA-A7-A26G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
RNF24SNVMissense_Mutationc.467N>Ap.Gly156Glup.G156EQ9Y225protein_codingtolerated(0.61)benign(0.415)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RNF24SNVMissense_Mutationrs866284128c.397C>Tp.Arg133Cysp.R133CQ9Y225protein_codingdeleterious(0)probably_damaging(0.931)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RNF24SNVMissense_Mutationc.174N>Gp.Ile58Metp.I58MQ9Y225protein_codingtolerated(0.33)benign(0.135)TCGA-EI-6508-01Colorectumrectum adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
RNF24SNVMissense_Mutationnovelc.374N>Ap.Cys125Tyrp.C125YQ9Y225protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
RNF24SNVMissense_Mutationrs772261593c.201N>Cp.Leu67Phep.L67FQ9Y225protein_codingtolerated(0.27)benign(0.224)TCGA-AX-A2IO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
RNF24SNVMissense_Mutationnovelc.100C>Tp.Pro34Serp.P34SQ9Y225protein_codingtolerated_low_confidence(0.08)benign(0.143)TCGA-BG-A2L7-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
RNF24SNVMissense_Mutationc.430N>Ap.Leu144Ilep.L144IQ9Y225protein_codingtolerated(0.54)benign(0.098)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RNF24SNVMissense_Mutationnovelc.206N>Tp.Arg69Metp.R69MQ9Y225protein_codingdeleterious(0)probably_damaging(0.991)TCGA-EY-A1GK-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RNF24SNVMissense_Mutationc.409C>Tp.Pro137Serp.P137SQ9Y225protein_codingdeleterious(0.03)possibly_damaging(0.839)TCGA-78-7220-01Lunglung adenocarcinomaFemale<65III/IVUnknownUnknownPD
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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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