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: KLHL13

Gene summary for KLHL13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLHL13

Gene ID

90293

Gene namekelch like family member 13
Gene AliasBKLHD2
CytomapXq24
Gene Typeprotein-coding
GO ID

GO:0000910

UniProtAcc

A0A0C4DG99


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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
90293KLHL13CCI_1HumanCervixCC1.87e-035.03e-010.528
90293KLHL13CCI_2HumanCervixCC1.65e-056.79e-010.5249
90293KLHL13LZE2THumanEsophagusESCC7.42e-034.88e-010.082
90293KLHL13LZE4THumanEsophagusESCC4.25e-092.63e-010.0811
90293KLHL13LZE7THumanEsophagusESCC1.43e-032.75e-010.0667
90293KLHL13LZE24THumanEsophagusESCC1.80e-164.18e-010.0596
90293KLHL13P1T-EHumanEsophagusESCC4.54e-021.19e-010.0875
90293KLHL13P2T-EHumanEsophagusESCC1.40e-295.70e-010.1177
90293KLHL13P4T-EHumanEsophagusESCC5.70e-091.64e-010.1323
90293KLHL13P8T-EHumanEsophagusESCC1.24e-081.27e-010.0889
90293KLHL13P9T-EHumanEsophagusESCC2.40e-122.88e-010.1131
90293KLHL13P10T-EHumanEsophagusESCC8.73e-141.42e-010.116
90293KLHL13P12T-EHumanEsophagusESCC2.64e-143.01e-010.1122
90293KLHL13P15T-EHumanEsophagusESCC1.25e-061.77e-010.1149
90293KLHL13P16T-EHumanEsophagusESCC8.57e-068.75e-020.1153
90293KLHL13P20T-EHumanEsophagusESCC7.12e-051.70e-010.1124
90293KLHL13P21T-EHumanEsophagusESCC3.73e-092.09e-010.1617
90293KLHL13P22T-EHumanEsophagusESCC9.29e-091.84e-010.1236
90293KLHL13P23T-EHumanEsophagusESCC1.37e-184.29e-010.108
90293KLHL13P24T-EHumanEsophagusESCC2.56e-036.59e-020.1287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
∗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:00513021CervixCCregulation of cell division39/2311177/187232.05e-042.33e-0339
GO:00009107CervixCCcytokinesis37/2311173/187235.40e-045.23e-0337
GO:0032465CervixCCregulation of cytokinesis22/231192/187231.55e-031.20e-0222
GO:000091016EsophagusESCCcytokinesis115/8552173/187232.48e-084.68e-07115
GO:00324653EsophagusESCCregulation of cytokinesis57/855292/187231.20e-035.88e-0357
GO:00513025EsophagusESCCregulation of cell division97/8552177/187238.93e-033.12e-0297
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412014CervixCCUbiquitin mediated proteolysis49/1267142/84654.26e-097.68e-084.54e-0849
hsa0412015CervixCCUbiquitin mediated proteolysis49/1267142/84654.26e-097.68e-084.54e-0849
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
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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
KLHL13SNVMissense_Mutationrs758950986c.637G>Ap.Glu213Lysp.E213Kprotein_codingtolerated(0.38)benign(0.029)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KLHL13SNVMissense_Mutationnovelc.957N>Ap.Ser319Argp.S319Rprotein_codingtolerated(0.07)probably_damaging(0.982)TCGA-AQ-A1H2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyherceptinSD
KLHL13SNVMissense_Mutationc.1538N>Gp.Pro513Argp.P513Rprotein_codingdeleterious(0)probably_damaging(0.976)TCGA-BH-A0AV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
KLHL13SNVMissense_Mutationrs766735204c.1565C>Tp.Ala522Valp.A522Vprotein_codingdeleterious(0.01)possibly_damaging(0.828)TCGA-BH-A18T-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
KLHL13SNVMissense_Mutationnovelc.366C>Gp.Phe122Leup.F122Lprotein_codingtolerated(0.08)possibly_damaging(0.47)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
KLHL13SNVMissense_Mutationc.494N>Gp.Asp165Glyp.D165Gprotein_codingtolerated(0.27)benign(0.003)TCGA-D8-A1JG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
KLHL13SNVMissense_Mutationc.494N>Gp.Asp165Glyp.D165Gprotein_codingtolerated(0.27)benign(0.003)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
KLHL13insertionNonsense_Mutationnovelc.684_685insGATAAAAATGTAGTTAGGGTTTTATTTTAAAACp.Ala228_Leu229insAspLysAsnValValArgValLeuPheTerAsnp.A228_L229insDKNVVRVLF*Nprotein_codingTCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
KLHL13insertionIn_Frame_Insnovelc.682_683insTAAAATp.Ala228delinsValLysSerp.A228delinsVKSprotein_codingTCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
KLHL13insertionNonsense_Mutationnovelc.1558_1559insTAGACACACAGGAGAAGTAGCp.Ile519_Gln520insLeuAspThrGlnGluLysTerp.I519_Q520insLDTQEK*protein_codingTCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
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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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