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: BRMS1

Gene summary for BRMS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BRMS1

Gene ID

25855

Gene nameBRMS1 transcriptional repressor and anoikis regulator
Gene AliasBRMS1
Cytomap11q13.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

G5E9I4


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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
25855BRMS1LZE2THumanEsophagusESCC1.34e-035.85e-010.082
25855BRMS1LZE4THumanEsophagusESCC2.10e-103.39e-010.0811
25855BRMS1LZE7THumanEsophagusESCC1.45e-105.50e-010.0667
25855BRMS1LZE8THumanEsophagusESCC1.92e-063.43e-010.067
25855BRMS1LZE20THumanEsophagusESCC7.86e-227.46e-010.0662
25855BRMS1LZE22D1HumanEsophagusHGIN1.26e-029.09e-020.0595
25855BRMS1LZE22THumanEsophagusESCC1.58e-035.85e-010.068
25855BRMS1LZE24THumanEsophagusESCC4.56e-276.92e-010.0596
25855BRMS1LZE21THumanEsophagusESCC1.99e-022.77e-010.0655
25855BRMS1LZE6THumanEsophagusESCC6.14e-074.19e-010.0845
25855BRMS1P1T-EHumanEsophagusESCC8.08e-146.40e-010.0875
25855BRMS1P2T-EHumanEsophagusESCC5.04e-274.40e-010.1177
25855BRMS1P4T-EHumanEsophagusESCC3.26e-307.56e-010.1323
25855BRMS1P5T-EHumanEsophagusESCC8.58e-357.53e-010.1327
25855BRMS1P8T-EHumanEsophagusESCC6.30e-367.35e-010.0889
25855BRMS1P9T-EHumanEsophagusESCC1.92e-194.73e-010.1131
25855BRMS1P10T-EHumanEsophagusESCC6.32e-222.84e-010.116
25855BRMS1P11T-EHumanEsophagusESCC3.19e-259.16e-010.1426
25855BRMS1P12T-EHumanEsophagusESCC2.34e-284.94e-010.1122
25855BRMS1P15T-EHumanEsophagusESCC1.07e-276.31e-010.1149
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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
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
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
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:00165708EsophagusHGINhistone modification92/2587463/187231.70e-043.30e-0392
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:00356015EsophagusESCCprotein deacylation79/8552112/187238.30e-081.42e-0679
GO:00987325EsophagusESCCmacromolecule deacylation80/8552116/187233.19e-074.50e-0680
GO:00165754EsophagusESCChistone deacetylation60/855282/187233.85e-075.32e-0660
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:00064765EsophagusESCCprotein deacetylation70/8552101/187231.29e-061.58e-0570
GO:20002093EsophagusESCCregulation of anoikis20/855224/187231.69e-041.11e-0320
GO:00432761EsophagusESCCanoikis26/855234/187232.53e-041.55e-0326
GO:00903122EsophagusESCCpositive regulation of protein deacetylation20/855225/187234.81e-042.69e-0320
GO:00434332EsophagusESCCnegative regulation of DNA-binding transcription factor activity103/8552185/187233.86e-031.57e-02103
GO:00320882EsophagusESCCnegative regulation of NF-kappaB transcription factor activity54/855293/187231.08e-023.67e-0254
GO:00903114EsophagusESCCregulation of protein deacetylation30/855248/187231.40e-024.57e-0230
GO:001657011LiverCirrhotichistone modification154/4634463/187231.92e-052.57e-04154
GO:0035601LiverCirrhoticprotein deacylation39/4634112/187231.08e-024.75e-0239
GO:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
GO:0098732LiverHCCmacromolecule deacylation67/7958116/187236.46e-043.99e-0367
GO:00510902LiverHCCregulation of DNA-binding transcription factor activity220/7958440/187238.04e-044.82e-03220
GO:00356011LiverHCCprotein deacylation64/7958112/187231.23e-036.83e-0364
GO:0090311LiverHCCregulation of protein deacetylation30/795848/187234.10e-031.78e-0230
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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
BRMS1SNVMissense_Mutationnovelc.349C>Gp.Gln117Glup.Q117Eprotein_codingtolerated(0.64)benign(0.043)TCGA-XX-A89A-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BRMS1SNVMissense_Mutationc.137C>Gp.Ser46Cysp.S46Cprotein_codingdeleterious(0)probably_damaging(0.97)TCGA-C5-A1BM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
BRMS1SNVMissense_Mutationrs756789967c.559G>Ap.Ala187Thrp.A187Tprotein_codingtolerated(0.35)benign(0.009)TCGA-C5-A2M2-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BRMS1SNVMissense_Mutationc.742N>Gp.Thr248Alap.T248Aprotein_codingtolerated_low_confidence(0.71)benign(0)TCGA-C5-A7X3-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinSD
BRMS1SNVMissense_Mutationrs768620232c.403N>Ap.Glu135Lysp.E135Kprotein_codingdeleterious(0.04)probably_damaging(0.957)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
BRMS1SNVMissense_Mutationc.728N>Tp.Ser243Leup.S243Lprotein_codingtolerated(0.11)benign(0.051)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BRMS1SNVMissense_Mutationc.213N>Ap.Phe71Leup.F71Lprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
BRMS1SNVMissense_Mutationnovelc.106G>Ap.Gly36Serp.G36Sprotein_codingtolerated(0.54)benign(0.122)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
BRMS1SNVMissense_Mutationc.710C>Ap.Ser237Tyrp.S237Yprotein_codingdeleterious(0.03)probably_damaging(0.93)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BRMS1SNVMissense_Mutationrs199579517c.640G>Ap.Val214Metp.V214Mprotein_codingdeleterious(0)probably_damaging(0.961)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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