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: RBMXL1

Gene summary for RBMXL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBMXL1

Gene ID

494115

Gene nameRBMX like 1
Gene AliasRBM1
Cytomap1p22.2
Gene Typeprotein-coding
GO ID

GO:0000245

UniProtAcc

Q96E39


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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
494115RBMXL1LZE4THumanEsophagusESCC1.27e-091.88e-010.0811
494115RBMXL1LZE7THumanEsophagusESCC4.16e-022.27e-010.0667
494115RBMXL1LZE8THumanEsophagusESCC1.65e-082.02e-010.067
494115RBMXL1LZE22THumanEsophagusESCC1.52e-021.49e-010.068
494115RBMXL1LZE24THumanEsophagusESCC3.04e-122.56e-010.0596
494115RBMXL1LZE6THumanEsophagusESCC2.56e-041.46e-010.0845
494115RBMXL1P1T-EHumanEsophagusESCC3.79e-042.04e-010.0875
494115RBMXL1P2T-EHumanEsophagusESCC7.15e-335.41e-010.1177
494115RBMXL1P4T-EHumanEsophagusESCC6.84e-132.96e-010.1323
494115RBMXL1P5T-EHumanEsophagusESCC2.02e-121.24e-010.1327
494115RBMXL1P8T-EHumanEsophagusESCC2.59e-162.47e-010.0889
494115RBMXL1P9T-EHumanEsophagusESCC1.23e-132.04e-010.1131
494115RBMXL1P10T-EHumanEsophagusESCC3.79e-122.15e-010.116
494115RBMXL1P11T-EHumanEsophagusESCC4.53e-072.07e-010.1426
494115RBMXL1P12T-EHumanEsophagusESCC6.16e-671.22e+000.1122
494115RBMXL1P15T-EHumanEsophagusESCC2.24e-142.26e-010.1149
494115RBMXL1P16T-EHumanEsophagusESCC2.26e-161.91e-010.1153
494115RBMXL1P17T-EHumanEsophagusESCC1.22e-021.49e-010.1278
494115RBMXL1P19T-EHumanEsophagusESCC1.04e-033.02e-010.1662
494115RBMXL1P20T-EHumanEsophagusESCC1.95e-123.22e-010.1124
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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
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
GO:000039819Oral cavityOSCCmRNA splicing, via spliceosome221/7305320/187235.50e-282.18e-25221
GO:190331118Oral cavityOSCCregulation of mRNA metabolic process197/7305288/187232.83e-247.16e-22197
GO:005068417Oral cavityOSCCregulation of mRNA processing104/7305137/187231.32e-181.58e-16104
GO:007182620Oral cavityOSCCribonucleoprotein complex subunit organization152/7305227/187231.05e-171.01e-15152
GO:004348420Oral cavityOSCCregulation of RNA splicing108/7305148/187234.25e-173.69e-15108
GO:002261820Oral cavityOSCCribonucleoprotein complex assembly146/7305220/187231.53e-161.23e-14146
GO:004802420Oral cavityOSCCregulation of mRNA splicing, via spliceosome74/7305101/187232.66e-121.09e-1074
GO:19033139Oral cavityOSCCpositive regulation of mRNA metabolic process82/7305118/187231.77e-116.13e-1082
GO:003312018Oral cavityOSCCpositive regulation of RNA splicing29/730537/187231.21e-061.61e-0529
GO:00506854Oral cavityOSCCpositive regulation of mRNA processing25/730532/187237.52e-068.14e-0525
GO:00480269Oral cavityOSCCpositive regulation of mRNA splicing, via spliceosome17/730522/187232.99e-041.87e-0317
GO:00002456Oral cavityOSCCspliceosomal complex assembly45/730579/187239.13e-044.81e-0345
GO:002261329SkincSCCribonucleoprotein complex biogenesis302/4864463/187235.13e-723.22e-68302
GO:0008380112SkincSCCRNA splicing263/4864434/187232.45e-535.13e-50263
GO:0000375112SkincSCCRNA splicing, via transesterification reactions201/4864324/187234.07e-435.10e-40201
GO:0000377112SkincSCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile197/4864320/187231.45e-411.14e-38197
GO:0000398112SkincSCCmRNA splicing, via spliceosome197/4864320/187231.45e-411.14e-38197
GO:007182629SkincSCCribonucleoprotein complex subunit organization140/4864227/187235.54e-303.16e-27140
GO:002261829SkincSCCribonucleoprotein complex assembly136/4864220/187232.60e-291.25e-26136
GO:190331126SkincSCCregulation of mRNA metabolic process162/4864288/187235.90e-282.46e-25162
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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
RBMXL1SNVMissense_Mutationc.479C>Gp.Pro160Argp.P160RQ96E39protein_codingdeleterious(0)probably_damaging(0.913)TCGA-3C-AALK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
RBMXL1SNVMissense_Mutationnovelc.417N>Gp.Asn139Lysp.N139KQ96E39protein_codingtolerated(0.43)benign(0.01)TCGA-S3-AA10-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
RBMXL1SNVMissense_Mutationrs199719717c.925C>Tp.Arg309Cysp.R309CQ96E39protein_codingtolerated(0.12)possibly_damaging(0.68)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RBMXL1SNVMissense_Mutationnovelc.1133N>Ap.Gly378Glup.G378EQ96E39protein_codingtolerated(0.27)possibly_damaging(0.861)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RBMXL1SNVMissense_Mutationnovelc.668N>Cp.Arg223Thrp.R223TQ96E39protein_codingdeleterious(0)benign(0.33)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RBMXL1SNVMissense_Mutationnovelc.77C>Tp.Thr26Ilep.T26IQ96E39protein_codingdeleterious(0)benign(0.026)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
RBMXL1SNVMissense_Mutationrs748002776c.716N>Ap.Arg239Glnp.R239QQ96E39protein_codingdeleterious(0.02)possibly_damaging(0.73)TCGA-ZJ-AAXT-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
RBMXL1SNVMissense_Mutationrs549912567c.992N>Ap.Arg331Glnp.R331QQ96E39protein_codingtolerated(0.16)benign(0.313)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RBMXL1SNVMissense_Mutationrs374309282c.754N>Tp.Arg252Cysp.R252CQ96E39protein_codingdeleterious(0)probably_damaging(0.912)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
RBMXL1SNVMissense_Mutationrs549912567c.992G>Ap.Arg331Glnp.R331QQ96E39protein_codingtolerated(0.16)benign(0.313)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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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