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: KBTBD7

Gene summary for KBTBD7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KBTBD7

Gene ID

84078

Gene namekelch repeat and BTB domain containing 7
Gene AliasKBTBD7
Cytomap13q14.11
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q8WVZ9


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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
84078KBTBD7LZE4THumanEsophagusESCC1.15e-073.04e-010.0811
84078KBTBD7LZE8THumanEsophagusESCC1.33e-073.25e-010.067
84078KBTBD7LZE20THumanEsophagusESCC6.47e-051.76e-010.0662
84078KBTBD7LZE22THumanEsophagusESCC1.36e-043.31e-010.068
84078KBTBD7LZE24THumanEsophagusESCC3.55e-048.90e-020.0596
84078KBTBD7LZE21THumanEsophagusESCC3.90e-023.34e-010.0655
84078KBTBD7P1T-EHumanEsophagusESCC4.21e-042.99e-010.0875
84078KBTBD7P2T-EHumanEsophagusESCC4.10e-182.75e-010.1177
84078KBTBD7P4T-EHumanEsophagusESCC4.10e-204.71e-010.1323
84078KBTBD7P8T-EHumanEsophagusESCC6.20e-112.43e-010.0889
84078KBTBD7P9T-EHumanEsophagusESCC7.67e-174.47e-010.1131
84078KBTBD7P10T-EHumanEsophagusESCC9.49e-203.35e-010.116
84078KBTBD7P11T-EHumanEsophagusESCC2.11e-075.18e-010.1426
84078KBTBD7P12T-EHumanEsophagusESCC1.53e-039.16e-020.1122
84078KBTBD7P15T-EHumanEsophagusESCC1.34e-122.68e-010.1149
84078KBTBD7P16T-EHumanEsophagusESCC5.22e-213.93e-010.1153
84078KBTBD7P17T-EHumanEsophagusESCC1.74e-072.68e-010.1278
84078KBTBD7P20T-EHumanEsophagusESCC2.17e-122.76e-010.1124
84078KBTBD7P21T-EHumanEsophagusESCC5.09e-092.45e-010.1617
84078KBTBD7P22T-EHumanEsophagusESCC1.20e-031.66e-010.1236
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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
∗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:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:007093617EsophagusESCCprotein K48-linked ubiquitination55/855265/187238.42e-112.58e-0955
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:00166019EsophagusESCCRac protein signal transduction33/855242/187231.35e-051.23e-0433
GO:0035020EsophagusESCCregulation of Rac protein signal transduction17/855221/187231.03e-035.19e-0317
GO:00465789EsophagusESCCregulation of Ras protein signal transduction106/8552189/187232.49e-031.08e-02106
GO:005105610EsophagusESCCregulation of small GTPase mediated signal transduction157/8552302/187231.55e-024.98e-02157
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:000020910Oral cavityOSCCprotein polyubiquitination150/7305236/187231.59e-149.27e-13150
GO:00709369Oral cavityOSCCprotein K48-linked ubiquitination53/730565/187232.47e-121.02e-1053
GO:00072659Oral cavityOSCCRas protein signal transduction185/7305337/187231.95e-094.60e-08185
GO:00166018Oral cavityOSCCRac protein signal transduction28/730542/187232.61e-041.67e-0328
GO:00465788Oral cavityOSCCregulation of Ras protein signal transduction90/7305189/187239.58e-033.40e-0290
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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
KBTBD7SNVMissense_Mutationnovelc.1367N>Tp.Cys456Phep.C456FQ8WVZ9protein_codingdeleterious(0.03)probably_damaging(0.989)TCGA-AC-A5EH-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KBTBD7SNVMissense_Mutationc.1132C>Gp.His378Aspp.H378DQ8WVZ9protein_codingtolerated(0.52)benign(0)TCGA-AC-A5XU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleSD
KBTBD7SNVMissense_Mutationnovelc.869N>Gp.Tyr290Cysp.Y290CQ8WVZ9protein_codingdeleterious(0.02)possibly_damaging(0.781)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
KBTBD7SNVMissense_Mutationnovelc.1109C>Ap.Pro370Glnp.P370QQ8WVZ9protein_codingtolerated(0.13)benign(0.36)TCGA-GM-A2DL-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenCR
KBTBD7deletionFrame_Shift_Delnovelc.290delAp.Lys97ArgfsTer16p.K97Rfs*16Q8WVZ9protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
KBTBD7SNVMissense_Mutationnovelc.710G>Ap.Arg237Glnp.R237QQ8WVZ9protein_codingtolerated(0.44)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KBTBD7SNVMissense_Mutationrs751767633c.416C>Tp.Ala139Valp.A139VQ8WVZ9protein_codingdeleterious(0.05)benign(0.272)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KBTBD7SNVMissense_Mutationc.172G>Ap.Asp58Asnp.D58NQ8WVZ9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
KBTBD7SNVMissense_Mutationnovelc.1957N>Ap.Asp653Asnp.D653NQ8WVZ9protein_codingtolerated_low_confidence(0.43)probably_damaging(0.994)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
KBTBD7SNVMissense_Mutationc.1405C>Tp.Pro469Serp.P469SQ8WVZ9protein_codingtolerated(0.13)benign(0.047)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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