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: KBTBD2

Gene summary for KBTBD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KBTBD2

Gene ID

25948

Gene namekelch repeat and BTB domain containing 2
Gene AliasBKLHD1
Cytomap7p14.3
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

A0A024RA38


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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
25948KBTBD2LZE4THumanEsophagusESCC8.85e-087.17e-020.0811
25948KBTBD2LZE7THumanEsophagusESCC1.56e-061.57e-010.0667
25948KBTBD2LZE8THumanEsophagusESCC3.09e-072.90e-020.067
25948KBTBD2LZE20THumanEsophagusESCC8.25e-067.95e-020.0662
25948KBTBD2LZE22D1HumanEsophagusHGIN3.58e-022.22e-030.0595
25948KBTBD2LZE24THumanEsophagusESCC1.83e-131.69e-010.0596
25948KBTBD2LZE21THumanEsophagusESCC3.46e-022.17e-020.0655
25948KBTBD2LZE6THumanEsophagusESCC1.00e-022.76e-020.0845
25948KBTBD2P1T-EHumanEsophagusESCC4.19e-023.19e-010.0875
25948KBTBD2P2T-EHumanEsophagusESCC9.62e-122.55e-010.1177
25948KBTBD2P4T-EHumanEsophagusESCC4.89e-078.11e-020.1323
25948KBTBD2P8T-EHumanEsophagusESCC1.40e-111.90e-010.0889
25948KBTBD2P9T-EHumanEsophagusESCC1.22e-102.24e-010.1131
25948KBTBD2P10T-EHumanEsophagusESCC1.01e-151.35e-010.116
25948KBTBD2P11T-EHumanEsophagusESCC3.47e-143.30e-010.1426
25948KBTBD2P12T-EHumanEsophagusESCC3.76e-051.11e-010.1122
25948KBTBD2P15T-EHumanEsophagusESCC4.58e-173.16e-010.1149
25948KBTBD2P16T-EHumanEsophagusESCC1.29e-131.24e-010.1153
25948KBTBD2P17T-EHumanEsophagusESCC2.45e-052.27e-010.1278
25948KBTBD2P20T-EHumanEsophagusESCC1.33e-072.95e-020.1124
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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
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:004343420EsophagusHGINresponse to peptide hormone79/2587414/187231.60e-031.79e-0279
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:0043434111EsophagusESCCresponse to peptide hormone234/8552414/187234.93e-065.21e-05234
GO:003286818EsophagusESCCresponse to insulin156/8552264/187237.21e-067.20e-05156
GO:00060069EsophagusESCCglucose metabolic process119/8552196/187231.51e-051.36e-04119
GO:003286821LiverHCCresponse to insulin172/7958264/187237.14e-144.23e-12172
GO:000599621LiverHCCmonosaccharide metabolic process167/7958257/187232.31e-131.25e-11167
GO:001931821LiverHCChexose metabolic process155/7958237/187237.63e-133.90e-11155
GO:004343422LiverHCCresponse to peptide hormone247/7958414/187239.55e-134.77e-11247
GO:000600621LiverHCCglucose metabolic process128/7958196/187238.60e-113.06e-09128
GO:004343419Oral cavityOSCCresponse to peptide hormone208/7305414/187231.83e-062.35e-05208
GO:003286816Oral cavityOSCCresponse to insulin138/7305264/187237.54e-068.15e-05138
GO:00059968Oral cavityOSCCmonosaccharide metabolic process129/7305257/187231.63e-041.13e-03129
GO:00193188Oral cavityOSCChexose metabolic process118/7305237/187234.53e-042.73e-03118
GO:00060068Oral cavityOSCCglucose metabolic process98/7305196/187231.10e-035.63e-0398
GO:0043434110Oral cavityLPresponse to peptide hormone138/4623414/187234.00e-055.87e-04138
GO:000599613Oral cavityLPmonosaccharide metabolic process86/4623257/187239.13e-047.79e-0386
GO:003286817Oral cavityLPresponse to insulin88/4623264/187239.19e-047.82e-0388
GO:001931813Oral cavityLPhexose metabolic process78/4623237/187232.55e-031.80e-0278
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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
KBTBD2SNVMissense_Mutationc.574N>Ap.Glu192Lysp.E192KQ8IY47protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-C8-A275-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KBTBD2SNVMissense_Mutationc.1834G>Cp.Glu612Glnp.E612QQ8IY47protein_codingtolerated_low_confidence(0.09)benign(0.354)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
KBTBD2insertionIn_Frame_Insnovelc.594_595insCCATGGAAACCACCAp.Ala198_Met199insProTrpLysProProp.A198_M199insPWKPPQ8IY47protein_codingTCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
KBTBD2insertionIn_Frame_Insnovelc.592_593insAAGAGTp.Ala198delinsGluGluSerp.A198delinsEESQ8IY47protein_codingTCGA-BH-A0HK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
KBTBD2SNVMissense_Mutationrs765986162c.1168G>Ap.Val390Ilep.V390IQ8IY47protein_codingtolerated(0.33)benign(0.098)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KBTBD2SNVMissense_Mutationnovelc.660N>Gp.Ile220Metp.I220MQ8IY47protein_codingdeleterious(0)benign(0.279)TCGA-C5-A901-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KBTBD2SNVMissense_Mutationc.183N>Ap.Met61Ilep.M61IQ8IY47protein_codingtolerated(0.15)probably_damaging(0.932)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
KBTBD2SNVMissense_Mutationrs756027234c.580G>Ap.Val194Ilep.V194IQ8IY47protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KBTBD2SNVMissense_Mutationc.1293T>Gp.Ile431Metp.I431MQ8IY47protein_codingdeleterious(0)possibly_damaging(0.655)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
KBTBD2SNVMissense_Mutationc.1261T>Cp.Trp421Argp.W421RQ8IY47protein_codingtolerated(0.07)probably_damaging(0.99)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
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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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