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
682BSGHTA11_2487_2000001011HumanColorectumSER3.28e-331.30e+00-0.1808
682BSGHTA11_1938_2000001011HumanColorectumAD3.15e-076.01e-01-0.0811
682BSGHTA11_78_2000001011HumanColorectumAD2.17e-035.22e-01-0.1088
682BSGHTA11_347_2000001011HumanColorectumAD2.49e-431.14e+00-0.1954
682BSGHTA11_411_2000001011HumanColorectumSER2.15e-081.30e+00-0.2602
682BSGHTA11_2112_2000001011HumanColorectumSER4.69e-048.94e-01-0.2196
682BSGHTA11_3361_2000001011HumanColorectumAD2.71e-231.09e+00-0.1207
682BSGHTA11_83_2000001011HumanColorectumSER6.90e-201.19e+00-0.1526
682BSGHTA11_696_2000001011HumanColorectumAD2.90e-289.61e-01-0.1464
682BSGHTA11_866_2000001011HumanColorectumAD4.31e-126.39e-01-0.1001
682BSGHTA11_1391_2000001011HumanColorectumAD1.33e-228.52e-01-0.059
682BSGHTA11_2992_2000001011HumanColorectumSER5.29e-067.53e-01-0.1706
682BSGHTA11_5212_2000001011HumanColorectumAD2.04e-191.42e+00-0.2061
682BSGHTA11_5216_2000001011HumanColorectumSER9.61e-101.39e+00-0.1462
682BSGHTA11_546_2000001011HumanColorectumAD1.64e-056.74e-01-0.0842
682BSGHTA11_9341_2000001011HumanColorectumSER4.00e-035.87e-01-0.00410000000000005
682BSGHTA11_7862_2000001011HumanColorectumAD1.65e-055.02e-01-0.0179
682BSGHTA11_866_3004761011HumanColorectumAD1.53e-022.64e-010.096
682BSGHTA11_4255_2000001011HumanColorectumSER5.67e-047.66e-010.0446
682BSGHTA11_8622_2000001021HumanColorectumSER1.65e-056.58e-010.0528
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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:00444093ColorectumFAPentry into host34/2622151/187233.02e-032.28e-0234
GO:00100384ColorectumFAPresponse to metal ion70/2622373/187235.95e-033.75e-0270
GO:001603216EndometriumAEHviral process110/2100415/187231.99e-181.09e-15110
GO:001905816EndometriumAEHviral life cycle86/2100317/187232.53e-157.58e-1386
GO:004440316EndometriumAEHbiological process involved in symbiotic interaction70/2100290/187233.26e-103.55e-0870
GO:005170116EndometriumAEHbiological process involved in interaction with host53/2100203/187232.48e-091.93e-0753
GO:00614589EndometriumAEHreproductive system development88/2100427/187239.50e-096.41e-0788
GO:00486089EndometriumAEHreproductive structure development87/2100424/187231.43e-089.12e-0787
GO:005212616EndometriumAEHmovement in host environment46/2100175/187232.20e-081.31e-0646
GO:007265914EndometriumAEHprotein localization to plasma membrane63/2100284/187237.58e-083.92e-0663
GO:00018909EndometriumAEHplacenta development39/2100144/187231.07e-075.20e-0639
GO:00074098EndometriumAEHaxonogenesis81/2100418/187235.54e-072.12e-0581
GO:19907789EndometriumAEHprotein localization to cell periphery68/2100333/187236.38e-072.38e-0568
GO:00615648EndometriumAEHaxon development88/2100467/187236.39e-072.38e-0588
GO:004671816EndometriumAEHviral entry into host cell37/2100144/187239.32e-073.24e-0537
GO:004440916EndometriumAEHentry into host38/2100151/187231.17e-063.82e-0538
GO:00075655EndometriumAEHfemale pregnancy43/2100193/187237.52e-061.80e-0443
GO:00447065EndometriumAEHmulti-multicellular organism process45/2100220/187234.55e-057.61e-0445
GO:00018934EndometriumAEHmaternal placenta development13/210035/187235.82e-059.12e-0413
GO:001003816EndometriumAEHresponse to metal ion65/2100373/187232.02e-042.54e-0365
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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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