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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:1903050111EsophagusESCCregulation of proteolysis involved in cellular protein catabolic process163/8552221/187231.44e-171.27e-15163
GO:0061136111EsophagusESCCregulation of proteasomal protein catabolic process142/8552187/187232.40e-172.00e-15142
GO:0045732111EsophagusESCCpositive regulation of protein catabolic process167/8552231/187231.47e-161.14e-14167
GO:0032434111EsophagusESCCregulation of proteasomal ubiquitin-dependent protein catabolic process107/8552134/187234.06e-162.93e-14107
GO:2000058111EsophagusESCCregulation of ubiquitin-dependent protein catabolic process125/8552164/187231.17e-157.76e-14125
GO:1903364111EsophagusESCCpositive regulation of cellular protein catabolic process117/8552155/187233.25e-141.66e-12117
GO:1901800110EsophagusESCCpositive regulation of proteasomal protein catabolic process91/8552114/187236.74e-143.34e-1291
GO:1903052110EsophagusESCCpositive regulation of proteolysis involved in cellular protein catabolic process101/8552133/187239.58e-134.19e-11101
GO:0032436111EsophagusESCCpositive regulation of proteasomal ubiquitin-dependent protein catabolic process72/855290/187232.30e-117.87e-1072
GO:005165016EsophagusESCCestablishment of vesicle localization114/8552161/187238.20e-112.53e-09114
GO:2000060111EsophagusESCCpositive regulation of ubiquitin-dependent protein catabolic process81/8552107/187232.23e-106.34e-0981
GO:005164815EsophagusESCCvesicle localization119/8552177/187235.16e-091.08e-07119
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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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