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: BSG

Gene summary for BSG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BSG

Gene ID

682

Gene namebasigin (Ok blood group)
Gene Alias5F7
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P35613


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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
682BSGP126T-EHumanEsophagusESCC1.89e-242.73e+000.1125
682BSGP127T-EHumanEsophagusESCC5.06e-451.04e+000.0826
682BSGP128T-EHumanEsophagusESCC1.61e-703.46e+000.1241
682BSGP130T-EHumanEsophagusESCC1.23e-982.92e+000.1676
682BSGS43HumanLiverCirrhotic8.83e-06-2.35e-01-0.0187
682BSGHCC1_MengHumanLiverHCC5.26e-907.77e-020.0246
682BSGHCC2_MengHumanLiverHCC4.76e-502.05e-010.0107
682BSGcirrhotic1HumanLiverCirrhotic1.21e-223.12e-010.0202
682BSGcirrhotic2HumanLiverCirrhotic2.72e-293.54e-010.0201
682BSGcirrhotic3HumanLiverCirrhotic2.02e-295.07e-010.0215
682BSGHCC5HumanLiverHCC4.36e-021.05e-010.4932
682BSGPt13.bHumanLiverHCC4.68e-373.66e-010.0251
682BSGPt14.aHumanLiverHCC1.21e-083.57e-010.0169
682BSGPt14.bHumanLiverHCC6.11e-041.63e-010.018
682BSGS014HumanLiverHCC1.43e-483.11e+000.2254
682BSGS015HumanLiverHCC6.04e-494.12e+000.2375
682BSGS016HumanLiverHCC2.00e-563.32e+000.2243
682BSGS027HumanLiverHCC4.32e-262.88e+000.2446
682BSGS028HumanLiverHCC2.94e-492.86e+000.2503
682BSGS029HumanLiverHCC9.26e-523.00e+000.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0072659ColorectumADprotein localization to plasma membrane122/3918284/187232.86e-171.49e-14122
GO:1990778ColorectumADprotein localization to cell periphery129/3918333/187235.51e-141.15e-11129
GO:0019058ColorectumADviral life cycle119/3918317/187236.18e-128.23e-10119
GO:0044403ColorectumADbiological process involved in symbiotic interaction99/3918290/187231.02e-074.93e-0699
GO:0051701ColorectumADbiological process involved in interaction with host73/3918203/187235.08e-071.88e-0573
GO:0043434ColorectumADresponse to peptide hormone126/3918414/187232.70e-067.86e-05126
GO:0052126ColorectumADmovement in host environment63/3918175/187232.85e-068.11e-0563
GO:0007409ColorectumADaxonogenesis122/3918418/187233.36e-056.15e-04122
GO:0001890ColorectumADplacenta development51/3918144/187233.99e-057.16e-0451
GO:0046718ColorectumADviral entry into host cell51/3918144/187233.99e-057.16e-0451
GO:0061564ColorectumADaxon development132/3918467/187238.40e-051.31e-03132
GO:0044409ColorectumADentry into host51/3918151/187231.60e-042.21e-0351
GO:0010038ColorectumADresponse to metal ion106/3918373/187233.22e-043.83e-03106
GO:0061458ColorectumADreproductive system development116/3918427/187231.11e-031.01e-02116
GO:0048608ColorectumADreproductive structure development114/3918424/187231.78e-031.47e-02114
GO:0051591ColorectumADresponse to cAMP31/391893/187233.59e-032.58e-0231
GO:0007411ColorectumADaxon guidance64/3918227/187235.41e-033.55e-0264
GO:0097485ColorectumADneuron projection guidance64/3918228/187236.02e-033.78e-0264
GO:00726591ColorectumSERprotein localization to plasma membrane92/2897284/187236.36e-131.86e-1092
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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
BSGSNVMissense_Mutationc.620C>Tp.Pro207Leup.P207LP35613protein_codingtolerated(0.47)probably_damaging(0.915)TCGA-A1-A0SP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
BSGSNVMissense_Mutationnovelc.121G>Cp.Glu41Glnp.E41QP35613protein_codingdeleterious(0.04)benign(0.282)TCGA-OL-A5DA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BSGSNVMissense_Mutationc.688G>Cp.Glu230Glnp.E230QP35613protein_codingdeleterious(0)probably_damaging(0.998)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BSGSNVMissense_Mutationnovelc.1000G>Ap.Glu334Lysp.E334KP35613protein_codingdeleterious(0)probably_damaging(0.999)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BSGSNVMissense_Mutationnovelc.862G>Cp.Glu288Glnp.E288QP35613protein_codingtolerated(0.58)benign(0.003)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BSGSNVMissense_Mutationnovelc.8C>Tp.Ala3Valp.A3VP35613protein_codingtolerated(0.34)benign(0.02)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
BSGSNVMissense_Mutationc.238N>Tp.His80Tyrp.H80YP35613protein_codingtolerated(0.06)possibly_damaging(0.686)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
BSGSNVMissense_Mutationrs780701101c.386N>Ap.Arg129Hisp.R129HP35613protein_codingtolerated(0.05)benign(0.074)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BSGSNVMissense_Mutationc.968N>Tp.Ala323Valp.A323VP35613protein_codingdeleterious(0)probably_damaging(0.999)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BSGdeletionFrame_Shift_Delc.519delNp.Gly175AlafsTer4p.G175Afs*4P35613protein_codingTCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=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
682BSGDRUGGABLE GENOME, TRANSPORTER[131I]-Metuximab injection
682BSGDRUGGABLE GENOME, TRANSPORTERGavilimomabGAVILIMOMAB
682BSGDRUGGABLE GENOME, TRANSPORTERCHEMBL2109193GAVILIMOMAB
682BSGDRUGGABLE GENOME, TRANSPORTERantibody405560467
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