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
5937RBMS1N_HPV_2HumanCervixN_HPV2.23e-029.39e-02-0.0131
5937RBMS1CCI_1HumanCervixCC1.25e-091.25e+000.528
5937RBMS1CCI_2HumanCervixCC2.30e-091.54e+000.5249
5937RBMS1CCI_3HumanCervixCC3.24e-221.51e+000.516
5937RBMS1TumorHumanCervixCC1.78e-062.79e-010.1241
5937RBMS1sample3HumanCervixCC5.44e-063.50e-010.1387
5937RBMS1T3HumanCervixCC1.72e-133.85e-010.1389
5937RBMS1LZE2THumanEsophagusESCC1.41e-022.15e-010.082
5937RBMS1LZE4THumanEsophagusESCC7.98e-083.11e-010.0811
5937RBMS1LZE7THumanEsophagusESCC7.62e-032.56e-010.0667
5937RBMS1LZE8THumanEsophagusESCC2.28e-059.64e-020.067
5937RBMS1LZE22THumanEsophagusESCC4.20e-101.02e+000.068
5937RBMS1LZE24THumanEsophagusESCC2.98e-218.48e-010.0596
5937RBMS1LZE6THumanEsophagusESCC1.07e-036.03e-020.0845
5937RBMS1P1T-EHumanEsophagusESCC1.47e-067.05e-010.0875
5937RBMS1P2T-EHumanEsophagusESCC2.89e-408.24e-010.1177
5937RBMS1P4T-EHumanEsophagusESCC1.13e-257.97e-010.1323
5937RBMS1P5T-EHumanEsophagusESCC4.41e-479.51e-010.1327
5937RBMS1P8T-EHumanEsophagusESCC4.34e-458.05e-010.0889
5937RBMS1P9T-EHumanEsophagusESCC6.30e-246.80e-010.1131
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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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