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: KLHL41

Gene summary for KLHL41

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLHL41

Gene ID

10324

Gene namekelch like family member 41
Gene AliasKBTBD10
Cytomap2q31.1
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

O60662


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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
10324KLHL41C08HumanOral cavityOSCC3.50e-02-2.98e-010.1919
10324KLHL41LP16HumanOral cavityLP9.63e-036.56e-010.1055
10324KLHL41EOLP-2HumanOral cavityEOLP1.77e-03-2.98e-01-0.0203
10324KLHL41NEOLP-1HumanOral cavityNEOLP3.50e-02-2.97e-01-0.0194
10324KLHL41NEOLP-2HumanOral cavityNEOLP3.50e-02-2.96e-01-0.0196
10324KLHL41SYSMH1HumanOral cavityOSCC3.50e-02-2.98e-010.1127
10324KLHL41SYSMH3HumanOral cavityOSCC3.76e-02-2.54e-010.2442
10324KLHL41SYSMH4HumanOral cavityOSCC1.14e-02-2.97e-010.1226
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00454453Oral cavityOSCCmyoblast differentiation46/730584/187232.43e-031.07e-0246
GO:00605378Oral cavityOSCCmuscle tissue development185/7305403/187232.60e-031.14e-02185
GO:00426927Oral cavityOSCCmuscle cell differentiation175/7305384/187234.79e-031.92e-02175
GO:00147067Oral cavityOSCCstriated muscle tissue development174/7305384/187236.45e-032.40e-02174
GO:003103217Oral cavityOSCCactomyosin structure organization93/7305196/187239.63e-033.41e-0293
GO:004544512Oral cavityLPmyoblast differentiation35/462384/187234.56e-044.33e-0335
GO:0045661Oral cavityLPregulation of myoblast differentiation22/462351/187232.96e-032.03e-0222
GO:004269214Oral cavityEOLPmuscle cell differentiation77/2218384/187232.18e-064.91e-0577
GO:006053715Oral cavityEOLPmuscle tissue development77/2218403/187231.37e-052.31e-0477
GO:00511467Oral cavityEOLPstriated muscle cell differentiation57/2218283/187233.82e-055.25e-0457
GO:001470614Oral cavityEOLPstriated muscle tissue development72/2218384/187234.87e-056.43e-0472
GO:00605384Oral cavityEOLPskeletal muscle organ development35/2218166/187234.65e-044.08e-0335
GO:003103218Oral cavityEOLPactomyosin structure organization39/2218196/187237.64e-046.12e-0339
GO:00075195Oral cavityEOLPskeletal muscle tissue development32/2218155/187231.15e-038.37e-0332
GO:00075176Oral cavityEOLPmuscle organ development57/2218327/187231.76e-031.15e-0257
GO:00550013Oral cavityEOLPmuscle cell development34/2218184/187235.53e-032.86e-0234
GO:00030128Oral cavityEOLPmuscle system process71/2218452/187237.83e-033.73e-0271
GO:006053723Oral cavityNEOLPmuscle tissue development75/2005403/187231.22e-063.15e-0575
GO:003103224Oral cavityNEOLPactomyosin structure organization44/2005196/187231.42e-063.58e-0544
GO:004269221Oral cavityNEOLPmuscle cell differentiation71/2005384/187232.97e-066.76e-0571
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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
KLHL41SNVMissense_Mutationc.880G>Ap.Asp294Asnp.D294NO60662protein_codingtolerated(0.17)benign(0.022)TCGA-A8-A08J-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
KLHL41SNVMissense_Mutationnovelc.272N>Cp.Leu91Prop.L91PO60662protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A8-A08S-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
KLHL41SNVMissense_Mutationc.1762N>Tp.Ala588Serp.A588SO60662protein_codingtolerated(0.15)possibly_damaging(0.852)TCGA-B6-A0RG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KLHL41SNVMissense_Mutationc.289N>Cp.Asp97Hisp.D97HO60662protein_codingdeleterious(0.04)probably_damaging(0.979)TCGA-BH-A18J-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
KLHL41SNVMissense_Mutationc.191C>Gp.Ser64Cysp.S64CO60662protein_codingdeleterious(0)probably_damaging(0.989)TCGA-BH-A18U-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
KLHL41SNVMissense_Mutationrs769145348c.598N>Cp.Val200Leup.V200LO60662protein_codingtolerated(0.77)benign(0.034)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KLHL41SNVMissense_Mutationc.376N>Tp.Leu126Phep.L126FO60662protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EK-A2RK-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
KLHL41SNVMissense_Mutationrs146806979c.1412A>Gp.Lys471Argp.K471RO60662protein_codingtolerated(0.09)benign(0.086)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
KLHL41SNVMissense_Mutationc.27N>Tp.Glu9Aspp.E9DO60662protein_codingtolerated(0.12)benign(0.047)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
KLHL41SNVMissense_Mutationrs151212497c.206N>Tp.Ala69Valp.A69VO60662protein_codingtolerated(0.31)benign(0.096)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<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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