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: KLHL20

Gene summary for KLHL20

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLHL20

Gene ID

27252

Gene namekelch like family member 20
Gene AliasKHLHX
Cytomap1q25.1
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

A0A024R940


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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
27252KLHL20CCI_1HumanCervixCC9.74e-097.44e-010.528
27252KLHL20CCI_3HumanCervixCC1.33e-056.39e-010.516
27252KLHL20LZE4THumanEsophagusESCC2.71e-021.35e-010.0811
27252KLHL20LZE24THumanEsophagusESCC7.17e-051.48e-010.0596
27252KLHL20P2T-EHumanEsophagusESCC1.64e-192.93e-010.1177
27252KLHL20P4T-EHumanEsophagusESCC5.40e-112.42e-010.1323
27252KLHL20P5T-EHumanEsophagusESCC1.13e-071.28e-010.1327
27252KLHL20P8T-EHumanEsophagusESCC7.68e-112.20e-010.0889
27252KLHL20P9T-EHumanEsophagusESCC3.52e-112.77e-010.1131
27252KLHL20P10T-EHumanEsophagusESCC7.67e-142.96e-010.116
27252KLHL20P11T-EHumanEsophagusESCC2.44e-072.71e-010.1426
27252KLHL20P12T-EHumanEsophagusESCC5.60e-061.90e-010.1122
27252KLHL20P15T-EHumanEsophagusESCC2.60e-132.15e-010.1149
27252KLHL20P16T-EHumanEsophagusESCC1.55e-092.30e-010.1153
27252KLHL20P20T-EHumanEsophagusESCC1.22e-092.59e-010.1124
27252KLHL20P21T-EHumanEsophagusESCC4.82e-132.82e-010.1617
27252KLHL20P22T-EHumanEsophagusESCC2.31e-182.43e-010.1236
27252KLHL20P23T-EHumanEsophagusESCC9.45e-102.60e-010.108
27252KLHL20P26T-EHumanEsophagusESCC6.62e-132.35e-010.1276
27252KLHL20P27T-EHumanEsophagusESCC1.68e-071.64e-010.1055
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:001049810CervixCCproteasomal protein catabolic process111/2311490/187238.98e-111.58e-08111
GO:004316110CervixCCproteasome-mediated ubiquitin-dependent protein catabolic process91/2311412/187231.65e-081.25e-0691
GO:00002097CervixCCprotein polyubiquitination58/2311236/187231.57e-077.41e-0658
GO:00068927CervixCCpost-Golgi vesicle-mediated transport28/2311104/187234.31e-056.61e-0428
GO:00481938CervixCCGolgi vesicle transport58/2311296/187232.24e-042.54e-0358
GO:00164827CervixCCcytosolic transport33/2311168/187234.43e-032.70e-0233
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:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:001648210EsophagusESCCcytosolic transport124/8552168/187239.69e-144.69e-12124
GO:000689215EsophagusESCCpost-Golgi vesicle-mediated transport82/8552104/187234.00e-121.55e-1082
GO:00354555EsophagusESCCresponse to interferon-alpha17/855221/187231.03e-035.19e-0317
GO:00068953EsophagusESCCGolgi to endosome transport13/855217/187231.00e-023.42e-0213
GO:00104988LungIACproteasomal protein catabolic process90/2061490/187236.69e-073.89e-0590
GO:00431618LungIACproteasome-mediated ubiquitin-dependent protein catabolic process78/2061412/187231.10e-066.02e-0578
GO:00002096LungIACprotein polyubiquitination49/2061236/187238.51e-062.89e-0449
GO:00068926LungIACpost-Golgi vesicle-mediated transport27/2061104/187231.54e-054.49e-0427
GO:00164826LungIACcytosolic transport37/2061168/187232.74e-057.26e-0437
GO:00068952LungIACGolgi to endosome transport7/206117/187231.39e-031.53e-027
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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
KLHL20SNVMissense_Mutationc.514G>Tp.Gly172Cysp.G172CQ9Y2M5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
KLHL20SNVMissense_Mutationc.417N>Tp.Gln139Hisp.Q139HQ9Y2M5protein_codingdeleterious(0)possibly_damaging(0.774)TCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
KLHL20SNVMissense_Mutationc.1111N>Cp.Gly371Argp.G371RQ9Y2M5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KLHL20SNVMissense_Mutationnovelc.664G>Ap.Glu222Lysp.E222KQ9Y2M5protein_codingtolerated(0.29)benign(0.062)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
KLHL20SNVMissense_Mutationc.1648G>Ap.Ala550Thrp.A550TQ9Y2M5protein_codingdeleterious(0.03)possibly_damaging(0.629)TCGA-E9-A1NA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
KLHL20SNVMissense_Mutationnovelc.71G>Ap.Arg24Hisp.R24HQ9Y2M5protein_codingdeleterious(0.04)benign(0.099)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KLHL20SNVMissense_Mutationnovelc.1363G>Cp.Val455Leup.V455LQ9Y2M5protein_codingtolerated(0.12)probably_damaging(0.955)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KLHL20SNVMissense_Mutationc.1183G>Ap.Asp395Asnp.D395NQ9Y2M5protein_codingtolerated(0.24)benign(0.025)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
KLHL20SNVMissense_Mutationc.1349N>Tp.Arg450Ilep.R450IQ9Y2M5protein_codingdeleterious(0)probably_damaging(1)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KLHL20SNVMissense_Mutationnovelc.1070N>Ap.Gly357Glup.G357EQ9Y2M5protein_codingtolerated(0.17)probably_damaging(1)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=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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