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: BROX

Gene summary for BROX

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BROX

Gene ID

148362

Gene nameBRO1 domain and CAAX motif containing
Gene AliasC1orf58
Cytomap1q41
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q5VW32


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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
148362BROXP126T-EHumanEsophagusESCC1.67e-119.51e-010.1125
148362BROXP127T-EHumanEsophagusESCC4.80e-224.44e-010.0826
148362BROXP128T-EHumanEsophagusESCC4.00e-198.43e-010.1241
148362BROXP130T-EHumanEsophagusESCC2.82e-307.50e-010.1676
148362BROXHCC1_MengHumanLiverHCC1.33e-762.51e-030.0246
148362BROXHCC2_MengHumanLiverHCC3.14e-441.95e-010.0107
148362BROXcirrhotic2HumanLiverCirrhotic3.17e-111.65e-010.0201
148362BROXHCC1HumanLiverHCC5.22e-064.27e+000.5336
148362BROXHCC2HumanLiverHCC1.03e-133.98e+000.5341
148362BROXPt13.bHumanLiverHCC4.57e-056.68e-020.0251
148362BROXS014HumanLiverHCC1.74e-022.42e-010.2254
148362BROXS015HumanLiverHCC5.44e-043.28e-010.2375
148362BROXS016HumanLiverHCC3.21e-052.83e-010.2243
148362BROXS027HumanLiverHCC2.33e-099.24e-010.2446
148362BROXS028HumanLiverHCC5.89e-178.36e-010.2503
148362BROXS029HumanLiverHCC1.98e-148.01e-010.2581
148362BROXC04HumanOral cavityOSCC9.04e-191.09e+000.2633
148362BROXC21HumanOral cavityOSCC2.83e-481.27e+000.2678
148362BROXC30HumanOral cavityOSCC1.29e-281.29e+000.3055
148362BROXC38HumanOral cavityOSCC1.18e-037.26e-010.172
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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
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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
BROXSNVMissense_Mutationnovelc.108N>Cp.Leu36Phep.L36FQ5VW32protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
BROXSNVMissense_Mutationc.798N>Tp.Lys266Asnp.K266NQ5VW32protein_codingdeleterious(0)probably_damaging(0.988)TCGA-E2-A14P-01Breastbreast invasive carcinomaFemale>=65III/IVTargeted Molecular therapytrastuzumabSD
BROXSNVMissense_Mutationc.1181N>Ap.Pro394Hisp.P394HQ5VW32protein_codingdeleterious(0)benign(0.205)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
BROXSNVMissense_Mutationnovelc.691N>Cp.Glu231Glnp.E231QQ5VW32protein_codingdeleterious(0.03)benign(0.188)TCGA-S3-AA17-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
BROXSNVMissense_Mutationc.556N>Gp.Gln186Glup.Q186EQ5VW32protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
BROXSNVMissense_Mutationnovelc.961G>Cp.Glu321Glnp.E321QQ5VW32protein_codingtolerated(0.05)benign(0.015)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BROXSNVMissense_Mutationc.221C>Ap.Ser74Tyrp.S74YQ5VW32protein_codingdeleterious(0.03)possibly_damaging(0.866)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BROXSNVMissense_Mutationc.881N>Tp.Thr294Ilep.T294IQ5VW32protein_codingtolerated(0.07)benign(0.145)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
BROXSNVMissense_Mutationnovelc.185N>Cp.Asp62Alap.D62AQ5VW32protein_codingtolerated(0.32)benign(0.144)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
BROXSNVMissense_Mutationc.221N>Ap.Ser74Tyrp.S74YQ5VW32protein_codingdeleterious(0.03)possibly_damaging(0.866)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
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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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