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: RBM18

Gene summary for RBM18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBM18

Gene ID

92400

Gene nameRNA binding motif protein 18
Gene AliasRBM18
Cytomap9q33.2
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q96H35


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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
92400RBM18LZE2THumanEsophagusESCC1.68e-024.65e-010.082
92400RBM18LZE4THumanEsophagusESCC5.63e-133.27e-010.0811
92400RBM18LZE8THumanEsophagusESCC2.97e-081.79e-010.067
92400RBM18LZE20THumanEsophagusESCC2.92e-144.55e-010.0662
92400RBM18LZE22THumanEsophagusESCC5.47e-061.83e-010.068
92400RBM18LZE24THumanEsophagusESCC5.18e-143.30e-010.0596
92400RBM18LZE6THumanEsophagusESCC2.32e-142.58e-010.0845
92400RBM18P1T-EHumanEsophagusESCC1.34e-041.26e-010.0875
92400RBM18P2T-EHumanEsophagusESCC7.53e-254.07e-010.1177
92400RBM18P4T-EHumanEsophagusESCC2.97e-254.83e-010.1323
92400RBM18P5T-EHumanEsophagusESCC1.25e-121.94e-010.1327
92400RBM18P8T-EHumanEsophagusESCC2.66e-183.50e-010.0889
92400RBM18P9T-EHumanEsophagusESCC8.95e-162.82e-010.1131
92400RBM18P10T-EHumanEsophagusESCC2.51e-213.09e-010.116
92400RBM18P11T-EHumanEsophagusESCC1.79e-093.31e-010.1426
92400RBM18P12T-EHumanEsophagusESCC3.28e-152.68e-010.1122
92400RBM18P15T-EHumanEsophagusESCC1.01e-184.64e-010.1149
92400RBM18P16T-EHumanEsophagusESCC4.89e-122.67e-010.1153
92400RBM18P17T-EHumanEsophagusESCC1.16e-133.32e-010.1278
92400RBM18P19T-EHumanEsophagusESCC2.64e-056.71e-010.1662
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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
RBM18insertionNonsense_Mutationnovelc.471_472insTAGCTGGGCGTGGTGGCACATGCCTGCAAp.Asp158Terp.D158*Q96H35protein_codingTCGA-A8-A0A2-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
RBM18SNVMissense_Mutationnovelc.38N>Tp.Ala13Valp.A13VQ96H35protein_codingdeleterious(0.02)probably_damaging(0.968)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RBM18SNVMissense_Mutationnovelc.532N>Gp.Thr178Alap.T178AQ96H35protein_codingtolerated(0.23)benign(0.003)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RBM18SNVMissense_Mutationc.208G>Tp.Gly70Cysp.G70CQ96H35protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RBM18SNVMissense_Mutationnovelc.77N>Ap.Arg26Glnp.R26QQ96H35protein_codingdeleterious(0.01)probably_damaging(0.982)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
RBM18SNVMissense_Mutationc.137A>Gp.Gln46Argp.Q46RQ96H35protein_codingdeleterious(0.04)benign(0.403)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RBM18SNVMissense_Mutationnovelc.32N>Tp.Glu11Valp.E11VQ96H35protein_codingdeleterious(0.01)possibly_damaging(0.637)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
RBM18SNVMissense_Mutationnovelc.329G>Tp.Arg110Ilep.R110IQ96H35protein_codingdeleterious(0.04)benign(0.222)TCGA-2Y-A9H9-01Liverliver hepatocellular carcinomaMale>=65I/IITargeted Molecular therapysorafenibPD
RBM18SNVMissense_Mutationnovelc.32N>Gp.Glu11Glyp.E11GQ96H35protein_codingdeleterious(0.04)benign(0.435)TCGA-2Y-A9HA-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownPD
RBM18SNVMissense_Mutationc.322G>Tp.Val108Leup.V108LQ96H35protein_codingtolerated(0.51)benign(0.001)TCGA-86-A456-01Lunglung 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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