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: RBMS1

Gene summary for RBMS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBMS1

Gene ID

5937

Gene nameRNA binding motif single stranded interacting protein 1
Gene AliasC2orf12
Cytomap2q24.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A0S2Z499


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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
5937RBMS1P82T-EHumanEsophagusESCC1.70e-209.84e-010.1072
5937RBMS1P83T-EHumanEsophagusESCC4.37e-348.56e-010.1738
5937RBMS1P84T-EHumanEsophagusESCC1.66e-044.54e-010.0933
5937RBMS1P89T-EHumanEsophagusESCC6.81e-151.14e+000.1752
5937RBMS1P91T-EHumanEsophagusESCC5.53e-111.43e+000.1828
5937RBMS1P107T-EHumanEsophagusESCC3.15e-268.15e-010.171
5937RBMS1P126T-EHumanEsophagusESCC1.65e-081.12e+000.1125
5937RBMS1P127T-EHumanEsophagusESCC2.29e-317.49e-010.0826
5937RBMS1P128T-EHumanEsophagusESCC1.88e-492.01e+000.1241
5937RBMS1P130T-EHumanEsophagusESCC2.71e-1092.40e+000.1676
5937RBMS1NAFLD1HumanLiverNAFLD7.97e-086.99e-01-0.04
5937RBMS1S41HumanLiverCirrhotic7.51e-077.17e-01-0.0343
5937RBMS1HCC1_MengHumanLiverHCC6.79e-29-1.89e-020.0246
5937RBMS1HCC2_MengHumanLiverHCC8.08e-272.37e-010.0107
5937RBMS1cirrhotic3HumanLiverCirrhotic4.15e-031.39e-010.0215
5937RBMS1HCC1HumanLiverHCC5.80e-123.19e+000.5336
5937RBMS1Pt13.bHumanLiverHCC3.70e-102.88e-010.0251
5937RBMS1S014HumanLiverHCC2.88e-241.05e+000.2254
5937RBMS1S015HumanLiverHCC6.44e-271.34e+000.2375
5937RBMS1S016HumanLiverHCC2.54e-251.09e+000.2243
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
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
GO:00062602CervixCCDNA replication48/2311260/187232.70e-031.85e-0248
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:000626011Oral cavityLPDNA replication97/4623260/187233.67e-067.75e-0597
GO:000626012SkincSCCDNA replication106/4864260/187231.18e-072.77e-06106
GO:00062606ThyroidPTCDNA replication114/5968260/187233.09e-052.95e-04114
GO:000626013ThyroidATCDNA replication124/6293260/187231.58e-061.93e-05124
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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
RBMS1SNVMissense_Mutationc.1032N>Cp.Met344Ilep.M344IP29558protein_codingdeleterious(0)benign(0.354)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
RBMS1SNVMissense_Mutationc.684N>Cp.Gln228Hisp.Q228HP29558protein_codingdeleterious(0.03)benign(0.07)TCGA-E2-A1LG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
RBMS1SNVMissense_Mutationnovelc.842G>Cp.Arg281Prop.R281PP29558protein_codingdeleterious(0.03)benign(0.105)TCGA-E2-A576-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
RBMS1deletionFrame_Shift_Delc.476delNp.Asn159IlefsTer92p.N159Ifs*92P29558protein_codingTCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
RBMS1SNVMissense_Mutationrs765383198c.1124C>Tp.Thr375Metp.T375MP29558protein_codingdeleterious(0.01)possibly_damaging(0.629)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RBMS1SNVMissense_Mutationc.739N>Cp.Glu247Glnp.E247QP29558protein_codingdeleterious(0.04)possibly_damaging(0.493)TCGA-FU-A3YQ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RBMS1SNVMissense_Mutationc.1141N>Ap.Glu381Lysp.E381KP29558protein_codingdeleterious(0)benign(0.354)TCGA-A6-6654-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyoxaliplatinSD
RBMS1SNVMissense_Mutationc.794N>Tp.Ala265Valp.A265VP29558protein_codingtolerated(0.09)benign(0.115)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
RBMS1SNVMissense_Mutationc.365N>Tp.Ala122Valp.A122VP29558protein_codingdeleterious(0.04)benign(0.127)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
RBMS1SNVMissense_Mutationc.668N>Cp.Phe223Serp.F223SP29558protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AZ-4315-01Colorectumcolon 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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