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: BBS7

Gene summary for BBS7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BBS7

Gene ID

55212

Gene nameBardet-Biedl syndrome 7
Gene AliasBBS2L1
Cytomap4q27
Gene Typeprotein-coding
GO ID

GO:0001654

UniProtAcc

Q8IWZ6


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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
55212BBS7LZE4THumanEsophagusESCC5.31e-061.30e-010.0811
55212BBS7LZE7THumanEsophagusESCC7.78e-052.24e-010.0667
55212BBS7LZE24THumanEsophagusESCC5.23e-031.42e-010.0596
55212BBS7LZE6THumanEsophagusESCC1.77e-042.68e-010.0845
55212BBS7P2T-EHumanEsophagusESCC4.44e-193.15e-010.1177
55212BBS7P4T-EHumanEsophagusESCC1.04e-103.50e-010.1323
55212BBS7P5T-EHumanEsophagusESCC8.02e-101.86e-010.1327
55212BBS7P8T-EHumanEsophagusESCC5.57e-097.49e-020.0889
55212BBS7P9T-EHumanEsophagusESCC5.85e-081.27e-010.1131
55212BBS7P10T-EHumanEsophagusESCC6.00e-141.77e-010.116
55212BBS7P11T-EHumanEsophagusESCC2.69e-082.09e-010.1426
55212BBS7P12T-EHumanEsophagusESCC6.27e-244.64e-010.1122
55212BBS7P15T-EHumanEsophagusESCC1.71e-072.26e-010.1149
55212BBS7P16T-EHumanEsophagusESCC2.08e-162.22e-010.1153
55212BBS7P17T-EHumanEsophagusESCC1.39e-093.16e-010.1278
55212BBS7P19T-EHumanEsophagusESCC7.13e-096.55e-010.1662
55212BBS7P20T-EHumanEsophagusESCC6.72e-069.75e-020.1124
55212BBS7P21T-EHumanEsophagusESCC8.29e-212.59e-010.1617
55212BBS7P22T-EHumanEsophagusESCC2.02e-376.98e-010.1236
55212BBS7P23T-EHumanEsophagusESCC1.12e-061.21e-010.108
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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
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
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:00330593EsophagusESCCcellular pigmentation40/855253/187239.67e-069.21e-0540
GO:006056210EsophagusESCCepithelial tube morphogenesis187/8552325/187239.95e-069.44e-05187
GO:00454449EsophagusESCCfat cell differentiation135/8552229/187233.38e-052.78e-04135
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:00487367EsophagusESCCappendage development98/8552172/187231.83e-038.37e-0398
GO:00601737EsophagusESCClimb development98/8552172/187231.83e-038.37e-0398
GO:00434731EsophagusESCCpigmentation59/855298/187232.64e-031.12e-0259
GO:19055153EsophagusESCCnon-motile cilium assembly39/855261/187233.08e-031.28e-0239
GO:0060021EsophagusESCCroof of mouth development50/855285/187231.00e-023.42e-0250
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:000989620Oral cavityOSCCpositive regulation of catabolic process307/7305492/187232.29e-267.64e-24307
GO:003133120Oral cavityOSCCpositive regulation of cellular catabolic process273/7305427/187236.39e-262.02e-23273
GO:004217620Oral cavityOSCCregulation of protein catabolic process254/7305391/187231.07e-253.22e-23254
GO:004586220Oral cavityOSCCpositive regulation of proteolysis236/7305372/187236.53e-221.38e-19236
GO:190336220Oral cavityOSCCregulation of cellular protein catabolic process174/7305255/187232.04e-213.70e-19174
GO:190305020Oral cavityOSCCregulation of proteolysis involved in cellular protein catabolic process152/7305221/187232.16e-193.15e-17152
GO:005165610Oral cavityOSCCestablishment of organelle localization239/7305390/187232.46e-193.31e-17239
GO:006113620Oral cavityOSCCregulation of proteasomal protein catabolic process132/7305187/187231.57e-181.81e-16132
GO:200005820Oral cavityOSCCregulation of ubiquitin-dependent protein catabolic process118/7305164/187239.37e-189.27e-16118
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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
BBS7SNVMissense_Mutationc.433N>Cp.Asp145Hisp.D145HQ8IWZ6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
BBS7SNVMissense_Mutationc.593N>Tp.Gly198Valp.G198VQ8IWZ6protein_codingtolerated(0.28)possibly_damaging(0.595)TCGA-BH-A0AZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
BBS7SNVMissense_Mutationnovelc.617A>Tp.Asp206Valp.D206VQ8IWZ6protein_codingtolerated(0.11)benign(0.04)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BBS7SNVMissense_Mutationnovelc.367N>Tp.Leu123Phep.L123FQ8IWZ6protein_codingdeleterious(0.01)possibly_damaging(0.822)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
BBS7SNVMissense_Mutationc.1042N>Ap.Glu348Lysp.E348KQ8IWZ6protein_codingtolerated(0.05)possibly_damaging(0.865)TCGA-A6-5662-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinPD
BBS7SNVMissense_Mutationrs750133083c.1487G>Tp.Arg496Ilep.R496IQ8IWZ6protein_codingtolerated(0.08)possibly_damaging(0.728)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
BBS7SNVMissense_Mutationc.1520N>Gp.Asn507Serp.N507SQ8IWZ6protein_codingtolerated(0.15)possibly_damaging(0.826)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
BBS7SNVMissense_Mutationnovelc.1063A>Cp.Lys355Glnp.K355QQ8IWZ6protein_codingtolerated(0.24)benign(0.061)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BBS7SNVMissense_Mutationnovelc.1061A>Tp.Tyr354Phep.Y354FQ8IWZ6protein_codingtolerated(0.71)benign(0)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
BBS7SNVMissense_Mutationc.1008N>Tp.Gln336Hisp.Q336HQ8IWZ6protein_codingtolerated(0.1)benign(0.009)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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