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: BORCS5

Gene summary for BORCS5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BORCS5

Gene ID

118426

Gene nameBLOC-1 related complex subunit 5
Gene AliasLOH12CR1
Cytomap12p13.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

G3V1P3


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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
118426BORCS5LZE4THumanEsophagusESCC5.40e-082.66e-010.0811
118426BORCS5LZE7THumanEsophagusESCC6.39e-134.48e-010.0667
118426BORCS5LZE8THumanEsophagusESCC3.27e-082.19e-010.067
118426BORCS5LZE20THumanEsophagusESCC8.75e-031.17e-010.0662
118426BORCS5LZE21D1HumanEsophagusHGIN1.95e-022.49e-010.0632
118426BORCS5LZE22D1HumanEsophagusHGIN8.30e-072.24e-010.0595
118426BORCS5LZE22THumanEsophagusESCC4.39e-032.38e-010.068
118426BORCS5LZE24THumanEsophagusESCC3.92e-091.98e-010.0596
118426BORCS5LZE21THumanEsophagusESCC9.21e-073.30e-010.0655
118426BORCS5LZE6THumanEsophagusESCC9.57e-143.83e-010.0845
118426BORCS5P1T-EHumanEsophagusESCC7.33e-102.99e-010.0875
118426BORCS5P2T-EHumanEsophagusESCC4.61e-335.63e-010.1177
118426BORCS5P4T-EHumanEsophagusESCC3.06e-417.98e-010.1323
118426BORCS5P5T-EHumanEsophagusESCC3.91e-244.40e-010.1327
118426BORCS5P8T-EHumanEsophagusESCC5.93e-081.41e-010.0889
118426BORCS5P9T-EHumanEsophagusESCC6.04e-194.05e-010.1131
118426BORCS5P10T-EHumanEsophagusESCC7.94e-264.20e-010.116
118426BORCS5P11T-EHumanEsophagusESCC4.22e-051.49e-010.1426
118426BORCS5P12T-EHumanEsophagusESCC5.84e-437.55e-010.1122
118426BORCS5P15T-EHumanEsophagusESCC9.49e-224.44e-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
∗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:005165616EsophagusHGINestablishment of organelle localization90/2587390/187234.27e-071.94e-0590
GO:003238617EsophagusHGINregulation of intracellular transport79/2587337/187231.11e-064.36e-0579
GO:003238820EsophagusHGINpositive regulation of intracellular transport51/2587202/187231.00e-052.92e-0451
GO:003070517EsophagusHGINcytoskeleton-dependent intracellular transport45/2587195/187233.07e-045.15e-0345
GO:00109707EsophagusHGINtransport along microtubule35/2587155/187232.01e-032.12e-0235
GO:005165010EsophagusHGINestablishment of vesicle localization35/2587161/187233.89e-033.54e-0235
GO:005164810EsophagusHGINvesicle localization37/2587177/187236.03e-034.87e-0237
GO:003238618EsophagusESCCregulation of intracellular transport243/8552337/187233.20e-237.25e-21243
GO:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:0032388110EsophagusESCCpositive regulation of intracellular transport152/8552202/187237.89e-187.36e-16152
GO:005165016EsophagusESCCestablishment of vesicle localization114/8552161/187238.20e-112.53e-09114
GO:003070518EsophagusESCCcytoskeleton-dependent intracellular transport133/8552195/187231.48e-104.27e-09133
GO:001097013EsophagusESCCtransport along microtubule107/8552155/187233.17e-096.80e-08107
GO:005164815EsophagusESCCvesicle localization119/8552177/187235.16e-091.08e-07119
GO:00723846EsophagusESCCorganelle transport along microtubule65/855285/187236.61e-091.35e-0765
GO:000808810EsophagusESCCaxo-dendritic transport58/855275/187232.09e-084.02e-0758
GO:00989304EsophagusESCCaxonal transport49/855264/187234.54e-076.15e-0649
GO:00474962EsophagusESCCvesicle transport along microtubule36/855247/187231.53e-051.38e-0436
GO:00991114EsophagusESCCmicrotubule-based transport115/8552190/187232.54e-052.15e-04115
GO:00080892EsophagusESCCanterograde axonal transport37/855250/187234.42e-053.51e-0437
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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
BORCS5SNVMissense_Mutationrs199869851c.490G>Ap.Asp164Asnp.D164NQ969J3protein_codingtolerated(0.49)benign(0.167)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
BORCS5SNVMissense_Mutationrs757456437c.472N>Tp.Arg158Cysp.R158CQ969J3protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BORCS5SNVMissense_Mutationnovelc.148G>Ap.Asp50Asnp.D50NQ969J3protein_codingdeleterious(0.03)benign(0.44)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
BORCS5SNVMissense_Mutationrs756685157c.479N>Cp.Gln160Prop.Q160PQ969J3protein_codingdeleterious(0.01)probably_damaging(0.943)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BORCS5SNVMissense_Mutationc.338N>Tp.Ala113Valp.A113VQ969J3protein_codingdeleterious(0.03)possibly_damaging(0.491)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
BORCS5SNVMissense_Mutationc.154N>Tp.Asp52Tyrp.D52YQ969J3protein_codingdeleterious(0)possibly_damaging(0.894)TCGA-55-8205-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapycarboplatinPD
BORCS5SNVMissense_Mutationnovelc.287N>Gp.Tyr96Cysp.Y96CQ969J3protein_codingdeleterious(0.04)probably_damaging(0.995)TCGA-56-A5DR-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
BORCS5SNVMissense_Mutationc.470N>Ap.Arg157Hisp.R157HQ969J3protein_codingdeleterious(0.01)probably_damaging(0.945)TCGA-B7-5816-01Stomachstomach adenocarcinomaFemale<65I/IIUnknownUnknownSD
BORCS5SNVMissense_Mutationc.397N>Ap.Gln133Lysp.Q133KQ969J3protein_codingtolerated(0.23)possibly_damaging(0.459)TCGA-CD-5813-01Stomachstomach adenocarcinomaMale<65I/IIUnknownUnknownPD
BORCS5SNVMissense_Mutationc.210G>Cp.Leu70Phep.L70FQ969J3protein_codingdeleterious(0.02)benign(0.233)TCGA-D7-8572-01Stomachstomach 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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