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
494115RBMXL1P54T-EHumanEsophagusESCC2.59e-132.50e-010.0975
494115RBMXL1P56T-EHumanEsophagusESCC5.52e-046.95e-010.1613
494115RBMXL1P57T-EHumanEsophagusESCC3.91e-112.14e-010.0926
494115RBMXL1P61T-EHumanEsophagusESCC2.89e-101.60e-010.099
494115RBMXL1P62T-EHumanEsophagusESCC7.07e-427.35e-010.1302
494115RBMXL1P65T-EHumanEsophagusESCC5.72e-112.26e-010.0978
494115RBMXL1P74T-EHumanEsophagusESCC3.41e-194.10e-010.1479
494115RBMXL1P75T-EHumanEsophagusESCC8.49e-244.71e-010.1125
494115RBMXL1P76T-EHumanEsophagusESCC5.94e-152.44e-010.1207
494115RBMXL1P79T-EHumanEsophagusESCC4.39e-192.54e-010.1154
494115RBMXL1P80T-EHumanEsophagusESCC6.53e-267.76e-010.155
494115RBMXL1P82T-EHumanEsophagusESCC6.10e-032.26e-010.1072
494115RBMXL1P83T-EHumanEsophagusESCC5.62e-174.63e-010.1738
494115RBMXL1P89T-EHumanEsophagusESCC1.31e-064.50e-010.1752
494115RBMXL1P91T-EHumanEsophagusESCC1.13e-064.41e-010.1828
494115RBMXL1P104T-EHumanEsophagusESCC1.32e-029.39e-020.0931
494115RBMXL1P107T-EHumanEsophagusESCC1.99e-142.32e-010.171
494115RBMXL1P126T-EHumanEsophagusESCC1.40e-034.60e-010.1125
494115RBMXL1P127T-EHumanEsophagusESCC1.74e-213.94e-010.0826
494115RBMXL1P128T-EHumanEsophagusESCC4.36e-185.37e-010.1241
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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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:1903311110EsophagusESCCregulation of mRNA metabolic process210/8552288/187233.25e-215.56e-19210
GO:0071826111EsophagusESCCribonucleoprotein complex subunit organization166/8552227/187232.94e-172.42e-15166
GO:0043484111EsophagusESCCregulation of RNA splicing116/8552148/187233.18e-162.38e-14116
GO:0050684110EsophagusESCCregulation of mRNA processing109/8552137/187233.51e-162.59e-14109
GO:0022618111EsophagusESCCribonucleoprotein complex assembly159/8552220/187238.19e-165.71e-14159
GO:0048024111EsophagusESCCregulation of mRNA splicing, via spliceosome78/8552101/187238.72e-112.66e-0978
GO:190331316EsophagusESCCpositive regulation of mRNA metabolic process87/8552118/187235.10e-101.32e-0887
GO:0033120110EsophagusESCCpositive regulation of RNA splicing29/855237/187234.97e-053.86e-0429
GO:005068514EsophagusESCCpositive regulation of mRNA processing25/855232/187231.84e-041.17e-0325
GO:004802617EsophagusESCCpositive regulation of mRNA splicing, via spliceosome17/855222/187232.60e-031.11e-0217
GO:000024514EsophagusESCCspliceosomal complex assembly48/855279/187234.93e-031.89e-0248
GO:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:000037519Oral cavityOSCCRNA splicing, via transesterification reactions225/7305324/187235.20e-292.99e-26225
GO:000037719Oral cavityOSCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile221/7305320/187235.50e-282.18e-25221
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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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