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: RHBDL1

Gene summary for RHBDL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RHBDL1

Gene ID

9028

Gene namerhomboid like 1
Gene AliasRHBDL
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

O75783


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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
9028RHBDL1LZE7THumanEsophagusESCC2.63e-032.48e-010.0667
9028RHBDL1P2T-EHumanEsophagusESCC2.70e-439.90e-010.1177
9028RHBDL1P4T-EHumanEsophagusESCC2.96e-133.96e-010.1323
9028RHBDL1P5T-EHumanEsophagusESCC1.90e-082.31e-010.1327
9028RHBDL1P8T-EHumanEsophagusESCC1.10e-027.23e-020.0889
9028RHBDL1P9T-EHumanEsophagusESCC1.47e-025.80e-020.1131
9028RHBDL1P12T-EHumanEsophagusESCC4.93e-112.84e-010.1122
9028RHBDL1P15T-EHumanEsophagusESCC1.65e-081.39e-010.1149
9028RHBDL1P16T-EHumanEsophagusESCC9.64e-184.75e-010.1153
9028RHBDL1P20T-EHumanEsophagusESCC2.70e-174.07e-010.1124
9028RHBDL1P22T-EHumanEsophagusESCC8.55e-031.38e-010.1236
9028RHBDL1P26T-EHumanEsophagusESCC8.11e-306.80e-010.1276
9028RHBDL1P28T-EHumanEsophagusESCC5.76e-061.27e-010.1149
9028RHBDL1P37T-EHumanEsophagusESCC8.28e-093.25e-010.1371
9028RHBDL1P48T-EHumanEsophagusESCC1.96e-031.84e-010.0959
9028RHBDL1P49T-EHumanEsophagusESCC1.33e-046.61e-010.1768
9028RHBDL1P52T-EHumanEsophagusESCC6.23e-031.24e-010.1555
9028RHBDL1P54T-EHumanEsophagusESCC6.22e-041.01e-010.0975
9028RHBDL1P56T-EHumanEsophagusESCC3.74e-045.31e-010.1613
9028RHBDL1P57T-EHumanEsophagusESCC4.82e-041.89e-010.0926
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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
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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
RHBDL1SNVMissense_Mutationrs749227263c.1004N>Ap.Arg335Glnp.R335QO75783protein_codingtolerated(0.92)benign(0)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RHBDL1SNVMissense_Mutationnovelc.235G>Ap.Ala79Thrp.A79TO75783protein_codingdeleterious(0)probably_damaging(0.998)TCGA-F4-6855-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RHBDL1SNVMissense_Mutationnovelc.347N>Gp.Glu116Glyp.E116GO75783protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RHBDL1SNVMissense_Mutationnovelc.433N>Ap.Val145Metp.V145MO75783protein_codingtolerated(0.05)probably_damaging(0.941)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RHBDL1SNVMissense_Mutationrs772314256c.374N>Ap.Arg125Hisp.R125HO75783protein_codingtolerated(0.23)benign(0.006)TCGA-AX-A2HA-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RHBDL1SNVMissense_Mutationnovelc.650N>Cp.Leu217Prop.L217PO75783protein_codingdeleterious(0.04)benign(0.108)TCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RHBDL1SNVMissense_Mutationc.1016N>Ap.Gly339Aspp.G339DO75783protein_codingdeleterious(0.01)benign(0.168)TCGA-D1-A17U-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
RHBDL1SNVMissense_Mutationnovelc.398T>Cp.Val133Alap.V133AO75783protein_codingdeleterious(0.03)benign(0.167)TCGA-EY-A2OM-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapytaxolSD
RHBDL1SNVMissense_Mutationnovelc.789G>Tp.Met263Ilep.M263IO75783protein_codingdeleterious(0.03)possibly_damaging(0.794)TCGA-2Y-A9H4-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownSD
RHBDL1SNVMissense_Mutationrs778300183c.454C>Tp.Arg152Cysp.R152CO75783protein_codingtolerated(0.1)possibly_damaging(0.646)TCGA-DD-A113-01Liverliver hepatocellular carcinomaFemale<65I/IIUnknownUnknownPD
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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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