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: BBS1

Gene summary for BBS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BBS1

Gene ID

582

Gene nameBardet-Biedl syndrome 1
Gene AliasBBS2L2
Cytomap11q13.2
Gene Typeprotein-coding
GO ID

GO:0001894

UniProtAcc

Q8NFJ9


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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
582BBS1LZE20THumanEsophagusESCC2.95e-062.14e-010.0662
582BBS1LZE24THumanEsophagusESCC4.35e-082.07e-010.0596
582BBS1P2T-EHumanEsophagusESCC9.02e-112.34e-010.1177
582BBS1P4T-EHumanEsophagusESCC1.75e-051.51e-010.1323
582BBS1P5T-EHumanEsophagusESCC7.90e-038.51e-020.1327
582BBS1P8T-EHumanEsophagusESCC1.76e-122.64e-010.0889
582BBS1P10T-EHumanEsophagusESCC2.05e-071.70e-010.116
582BBS1P11T-EHumanEsophagusESCC9.07e-042.03e-010.1426
582BBS1P12T-EHumanEsophagusESCC4.12e-111.99e-010.1122
582BBS1P15T-EHumanEsophagusESCC4.72e-092.04e-010.1149
582BBS1P16T-EHumanEsophagusESCC9.78e-305.34e-010.1153
582BBS1P19T-EHumanEsophagusESCC5.57e-053.09e-010.1662
582BBS1P21T-EHumanEsophagusESCC2.02e-061.56e-010.1617
582BBS1P22T-EHumanEsophagusESCC1.78e-031.14e-010.1236
582BBS1P23T-EHumanEsophagusESCC1.48e-051.51e-010.108
582BBS1P24T-EHumanEsophagusESCC3.50e-029.74e-020.1287
582BBS1P26T-EHumanEsophagusESCC4.17e-059.90e-020.1276
582BBS1P27T-EHumanEsophagusESCC4.44e-082.00e-010.1055
582BBS1P28T-EHumanEsophagusESCC1.96e-051.23e-010.1149
582BBS1P30T-EHumanEsophagusESCC3.11e-082.63e-010.137
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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
∗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:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
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:000689215EsophagusESCCpost-Golgi vesicle-mediated transport82/8552104/187234.00e-121.55e-1082
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:000689315EsophagusESCCGolgi to plasma membrane transport48/855260/187235.11e-089.16e-0748
GO:004300114EsophagusESCCGolgi to plasma membrane protein transport34/855240/187233.00e-074.27e-0634
GO:006195114EsophagusESCCestablishment of protein localization to plasma membrane44/855260/187231.25e-051.15e-0444
GO:19055153EsophagusESCCnon-motile cilium assembly39/855261/187233.08e-031.28e-0239
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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
BBS1SNVMissense_Mutationc.875N>Ap.Pro292Hisp.P292HQ8NFJ9protein_codingdeleterious(0)possibly_damaging(0.891)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
BBS1SNVMissense_Mutationc.790G>Tp.Ala264Serp.A264SQ8NFJ9protein_codingdeleterious(0.02)benign(0.049)TCGA-BH-A0BS-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinCR
BBS1deletionIn_Frame_Delnovelc.1301_1315delNNNNNNNNNNNNNNNp.Tyr434_Thr438delp.Y434_T438delQ8NFJ9protein_codingTCGA-AC-A23G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
BBS1insertionNonsense_Mutationnovelc.1323_1324insACTTTAGACCAGGCACTCACTCAGAGGAGTTACTGAp.Glu441_Arg442insThrLeuAspGlnAlaLeuThrGlnArgSerTyrTerp.E441_R442insTLDQALTQRSY*Q8NFJ9protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
BBS1SNVMissense_Mutationrs202205304c.1535N>Ap.Arg512Hisp.R512HQ8NFJ9protein_codingtolerated(0.09)possibly_damaging(0.871)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
BBS1SNVMissense_Mutationc.1009G>Ap.Glu337Lysp.E337KQ8NFJ9protein_codingtolerated(0.06)benign(0.21)TCGA-FU-A40J-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
BBS1SNVMissense_Mutationc.469N>Cp.Glu157Glnp.E157QQ8NFJ9protein_codingtolerated(0.1)possibly_damaging(0.827)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BBS1SNVMissense_Mutationnovelc.95N>Tp.Ala32Valp.A32VQ8NFJ9protein_codingdeleterious(0)probably_damaging(0.984)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
BBS1SNVMissense_Mutationc.1063N>Ap.Val355Ilep.V355IQ8NFJ9protein_codingtolerated(0.34)benign(0.082)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
BBS1SNVMissense_Mutationc.1263N>Tp.Gln421Hisp.Q421HQ8NFJ9protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
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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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