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: BBS9

Gene summary for BBS9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BBS9

Gene ID

27241

Gene nameBardet-Biedl syndrome 9
Gene AliasB1
Cytomap7p14.3
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q3SYG4


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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
27241BBS9CCI_3HumanCervixCC8.43e-085.33e-010.516
27241BBS9HTA11_3410_2000001011HumanColorectumAD3.51e-02-2.40e-010.0155
27241BBS9HTA11_10711_2000001011HumanColorectumAD2.71e-108.09e-010.0338
27241BBS9HTA11_6818_2000001011HumanColorectumAD2.87e-151.17e+000.0112
27241BBS9HTA11_6818_2000001021HumanColorectumAD1.89e-025.24e-010.0588
27241BBS9HTA11_99999974143_84620HumanColorectumMSS1.85e-361.28e+000.3005
27241BBS9A015-C-203HumanColorectumFAP1.97e-10-1.47e-01-0.1294
27241BBS9A002-C-201HumanColorectumFAP2.05e-03-1.77e-010.0324
27241BBS9A001-C-108HumanColorectumFAP6.32e-06-1.38e-01-0.0272
27241BBS9A002-C-205HumanColorectumFAP7.73e-10-2.75e-01-0.1236
27241BBS9A015-C-006HumanColorectumFAP8.21e-06-2.45e-01-0.0994
27241BBS9A002-C-114HumanColorectumFAP8.86e-07-2.78e-01-0.1561
27241BBS9A015-C-104HumanColorectumFAP1.71e-10-1.65e-01-0.1899
27241BBS9A001-C-014HumanColorectumFAP1.91e-04-6.82e-020.0135
27241BBS9A002-C-016HumanColorectumFAP1.64e-07-1.16e-010.0521
27241BBS9A015-C-002HumanColorectumFAP6.54e-05-2.95e-01-0.0763
27241BBS9A002-C-116HumanColorectumFAP1.90e-13-2.70e-01-0.0452
27241BBS9A014-C-008HumanColorectumFAP5.02e-06-3.43e-01-0.191
27241BBS9A018-E-020HumanColorectumFAP1.29e-06-1.48e-01-0.2034
27241BBS9F034HumanColorectumFAP1.16e-05-1.23e-01-0.0665
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:00454445CervixCCfat cell differentiation53/2311229/187233.72e-069.75e-0553
GO:00454446EndometriumEECfat cell differentiation39/2168229/187238.69e-034.71e-0239
GO:00454443LungIACfat cell differentiation42/2061229/187236.19e-048.50e-0342
GO:0060271LungIACcilium assembly55/2061337/187231.84e-031.88e-0255
GO:0044782LungIACcilium organization58/2061368/187233.15e-032.75e-0258
GO:004544411LungAISfat cell differentiation37/1849229/187231.88e-032.08e-0237
GO:00602711LungMIACcilium assembly37/967337/187231.29e-059.85e-0437
GO:00447821LungMIACcilium organization38/967368/187233.93e-052.08e-0338
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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
BBS9SNVMissense_Mutationnovelc.643G>Tp.Asp215Tyrp.D215YQ3SYG4protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BBS9SNVMissense_Mutationc.1367N>Cp.Lys456Thrp.K456TQ3SYG4protein_codingtolerated(0.34)benign(0.036)TCGA-C8-A12P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
BBS9SNVMissense_Mutationc.538N>Gp.Leu180Valp.L180VQ3SYG4protein_codingdeleterious(0.05)probably_damaging(0.999)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
BBS9SNVMissense_Mutationnovelc.1771N>Tp.Leu591Phep.L591FQ3SYG4protein_codingdeleterious(0)probably_damaging(0.996)TCGA-E2-A14P-01Breastbreast invasive carcinomaFemale>=65III/IVTargeted Molecular therapytrastuzumabSD
BBS9SNVMissense_Mutationc.2419C>Gp.Gln807Glup.Q807EQ3SYG4protein_codingdeleterious(0)benign(0.007)TCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
BBS9SNVMissense_Mutationc.1784N>Ap.Thr595Asnp.T595NQ3SYG4protein_codingtolerated(0.14)probably_damaging(0.982)TCGA-GM-A2DB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
BBS9insertionFrame_Shift_Insnovelc.2276_2277insCTGCCTACATCTCTTTTCCAGTATCTCCGp.Gln760CysfsTer31p.Q760Cfs*31Q3SYG4protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BBS9insertionFrame_Shift_Insnovelc.195_196insTGGGTAGCTGGGATTACGGGCATGCGCCACCACACCTAp.Glu66TrpfsTer13p.E66Wfs*13Q3SYG4protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
BBS9SNVMissense_Mutationnovelc.1507A>Cp.Asn503Hisp.N503HQ3SYG4protein_codingtolerated(0.1)possibly_damaging(0.717)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BBS9SNVMissense_Mutationnovelc.2442N>Tp.Leu814Phep.L814FQ3SYG4protein_codingdeleterious(0.01)possibly_damaging(0.889)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
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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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