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: KBTBD6

Gene summary for KBTBD6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KBTBD6

Gene ID

89890

Gene namekelch repeat and BTB domain containing 6
Gene AliasKBTBD6
Cytomap13q14.11
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q86V97


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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
89890KBTBD6LZE4THumanEsophagusESCC5.67e-031.25e-010.0811
89890KBTBD6P2T-EHumanEsophagusESCC3.64e-102.46e-010.1177
89890KBTBD6P4T-EHumanEsophagusESCC4.13e-081.60e-010.1323
89890KBTBD6P8T-EHumanEsophagusESCC1.76e-021.12e-010.0889
89890KBTBD6P9T-EHumanEsophagusESCC2.62e-071.53e-010.1131
89890KBTBD6P10T-EHumanEsophagusESCC1.05e-112.68e-010.116
89890KBTBD6P12T-EHumanEsophagusESCC4.54e-079.85e-020.1122
89890KBTBD6P15T-EHumanEsophagusESCC5.66e-132.09e-010.1149
89890KBTBD6P16T-EHumanEsophagusESCC4.64e-151.96e-010.1153
89890KBTBD6P21T-EHumanEsophagusESCC7.73e-057.69e-020.1617
89890KBTBD6P22T-EHumanEsophagusESCC4.35e-026.45e-020.1236
89890KBTBD6P23T-EHumanEsophagusESCC5.21e-081.47e-010.108
89890KBTBD6P24T-EHumanEsophagusESCC5.56e-041.46e-010.1287
89890KBTBD6P26T-EHumanEsophagusESCC8.52e-133.13e-010.1276
89890KBTBD6P27T-EHumanEsophagusESCC3.39e-081.42e-010.1055
89890KBTBD6P28T-EHumanEsophagusESCC2.61e-173.52e-010.1149
89890KBTBD6P30T-EHumanEsophagusESCC2.19e-053.39e-010.137
89890KBTBD6P32T-EHumanEsophagusESCC2.94e-029.10e-020.1666
89890KBTBD6P36T-EHumanEsophagusESCC5.72e-061.82e-010.1187
89890KBTBD6P37T-EHumanEsophagusESCC4.06e-061.53e-010.1371
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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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗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:0035966111EsophagusESCCresponse to topologically incorrect protein125/8552159/187231.44e-171.27e-15125
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:0006986111EsophagusESCCresponse to unfolded protein107/8552137/187237.01e-153.87e-13107
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:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:004316122LiverHCCproteasome-mediated ubiquitin-dependent protein catabolic process299/7958412/187237.82e-368.27e-33299
GO:003596612LiverHCCresponse to topologically incorrect protein123/7958159/187232.60e-193.44e-17123
GO:000698612LiverHCCresponse to unfolded protein103/7958137/187236.50e-154.48e-13103
GO:000020921LiverHCCprotein polyubiquitination151/7958236/187231.90e-117.59e-10151
GO:007093621LiverHCCprotein K48-linked ubiquitination52/795865/187236.70e-102.11e-0852
GO:000726521LiverHCCRas protein signal transduction187/7958337/187238.89e-071.35e-05187
GO:001660121LiverHCCRac protein signal transduction28/795842/187231.35e-037.26e-0328
GO:004657811LiverHCCregulation of Ras protein signal transduction100/7958189/187232.42e-031.18e-02100
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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
KBTBD6SNVMissense_Mutationc.1382N>Tp.Arg461Ilep.R461IQ86V97protein_codingdeleterious(0.01)probably_damaging(0.953)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KBTBD6SNVMissense_Mutationc.1891A>Gp.Thr631Alap.T631AQ86V97protein_codingtolerated_low_confidence(0.16)benign(0.031)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
KBTBD6SNVMissense_Mutationc.1945N>Ap.Phe649Ilep.F649IQ86V97protein_codingtolerated_low_confidence(0.14)benign(0.058)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
KBTBD6insertionFrame_Shift_Insnovelc.901_902insATTAp.Met301AsnfsTer6p.M301Nfs*6Q86V97protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
KBTBD6insertionFrame_Shift_Insrs774820321c.1326_1327insGp.Arg443AlafsTer8p.R443Afs*8Q86V97protein_codingTCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
KBTBD6insertionFrame_Shift_Insrs774820321c.1326_1327insGp.Arg443AlafsTer8p.R443Afs*8Q86V97protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
KBTBD6deletionFrame_Shift_Delnovelc.398delNp.Arg133LeufsTer32p.R133Lfs*32Q86V97protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
KBTBD6SNVMissense_Mutationnovelc.566G>Ap.Arg189Glnp.R189QQ86V97protein_codingtolerated(0.06)probably_damaging(0.916)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KBTBD6SNVMissense_Mutationnovelc.49C>Tp.Arg17Cysp.R17CQ86V97protein_codingdeleterious_low_confidence(0)possibly_damaging(0.869)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KBTBD6insertionFrame_Shift_Insnovelc.1837dupTp.Cys613LeufsTer12p.C613Lfs*12Q86V97protein_codingTCGA-2W-A8YY-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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