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:004669711EndometriumEECdecidualization8/216826/187237.31e-034.15e-028
GO:00716219EndometriumEECgranulocyte chemotaxis24/2168125/187238.60e-034.70e-0224
GO:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:0019058111EsophagusESCCviral life cycle226/8552317/187231.17e-201.76e-18226
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:0044403111EsophagusESCCbiological process involved in symbiotic interaction186/8552290/187231.43e-104.16e-09186
GO:0051701111EsophagusESCCbiological process involved in interaction with host135/8552203/187231.49e-093.49e-08135
GO:0052126111EsophagusESCCmovement in host environment117/8552175/187231.14e-082.26e-07117
GO:0001890110EsophagusESCCplacenta development98/8552144/187234.46e-088.11e-0798
GO:0061458110EsophagusESCCreproductive system development247/8552427/187232.24e-073.42e-06247
GO:004860818EsophagusESCCreproductive structure development245/8552424/187232.82e-074.14e-06245
GO:0043434111EsophagusESCCresponse to peptide hormone234/8552414/187234.93e-065.21e-05234
GO:0044409111EsophagusESCCentry into host96/8552151/187236.73e-066.84e-0596
GO:00018937EsophagusESCCmaternal placenta development28/855235/187233.40e-052.78e-0428
GO:001003827EsophagusESCCresponse to metal ion208/8552373/187235.02e-053.90e-04208
GO:004671827EsophagusESCCviral entry into host cell89/8552144/187236.84e-055.18e-0489
GO:006156415EsophagusESCCaxon development251/8552467/187232.41e-041.49e-03251
GO:00466975EsophagusESCCdecidualization21/855226/187232.69e-041.63e-0321
GO:00601357EsophagusESCCmaternal process involved in female pregnancy40/855262/187232.14e-039.54e-0340
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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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