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: KLHL24

Gene summary for KLHL24

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLHL24

Gene ID

54800

Gene namekelch like family member 24
Gene AliasDRE1
Cytomap3q27.1
Gene Typeprotein-coding
GO ID

GO:0002028

UniProtAcc

Q6TFL4


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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
54800KLHL24CCI_2HumanCervixCC1.81e-091.56e+000.5249
54800KLHL24CCI_3HumanCervixCC8.84e-046.71e-010.516
54800KLHL24HTA11_347_2000001011HumanColorectumAD1.47e-054.91e-01-0.1954
54800KLHL24HTA11_99999965104_69814HumanColorectumMSS3.77e-045.66e-010.281
54800KLHL24A015-C-203HumanColorectumFAP3.87e-13-1.18e-01-0.1294
54800KLHL24A002-C-201HumanColorectumFAP1.22e-05-2.34e-010.0324
54800KLHL24A002-C-203HumanColorectumFAP8.96e-03-3.08e-020.2786
54800KLHL24A001-C-108HumanColorectumFAP2.64e-06-1.37e-01-0.0272
54800KLHL24A002-C-205HumanColorectumFAP7.50e-09-2.22e-01-0.1236
54800KLHL24A015-C-006HumanColorectumFAP2.80e-07-3.23e-01-0.0994
54800KLHL24A002-C-114HumanColorectumFAP3.39e-06-9.05e-02-0.1561
54800KLHL24A015-C-104HumanColorectumFAP1.50e-13-1.82e-01-0.1899
54800KLHL24A001-C-014HumanColorectumFAP1.15e-05-1.68e-010.0135
54800KLHL24A002-C-016HumanColorectumFAP1.13e-10-1.45e-010.0521
54800KLHL24A015-C-002HumanColorectumFAP6.43e-05-2.74e-01-0.0763
54800KLHL24A002-C-116HumanColorectumFAP2.80e-12-1.35e-01-0.0452
54800KLHL24A014-C-008HumanColorectumFAP4.08e-05-2.10e-01-0.191
54800KLHL24A018-E-020HumanColorectumFAP2.08e-06-1.48e-01-0.2034
54800KLHL24F034HumanColorectumFAP1.50e-05-1.30e-01-0.0665
54800KLHL24CRC-1-8810HumanColorectumCRC2.94e-02-1.47e-010.6257
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
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:19023059CervixCCregulation of sodium ion transmembrane transport19/231168/187234.21e-044.25e-0319
GO:00451043CervixCCintermediate filament cytoskeleton organization15/231151/187239.25e-047.84e-0315
GO:00451033CervixCCintermediate filament-based process15/231152/187231.15e-039.39e-0315
GO:00020288CervixCCregulation of sodium ion transport21/231190/187232.71e-031.85e-0221
GO:20006498CervixCCregulation of sodium ion transmembrane transporter activity15/231158/187233.75e-032.38e-0215
GO:00518656CervixCCprotein autoubiquitination17/231173/187236.71e-033.70e-0217
GO:0002028ColorectumADregulation of sodium ion transport36/391890/187232.89e-055.37e-0436
GO:1902305ColorectumADregulation of sodium ion transmembrane transport27/391868/187233.19e-043.80e-0327
GO:0051865ColorectumADprotein autoubiquitination28/391873/187234.87e-045.30e-0328
GO:2000649ColorectumADregulation of sodium ion transmembrane transporter activity23/391858/187238.82e-048.53e-0323
GO:00020282ColorectumMSSregulation of sodium ion transport32/346790/187239.56e-051.50e-0332
GO:19023052ColorectumMSSregulation of sodium ion transmembrane transport26/346768/187231.08e-041.68e-0326
GO:20006492ColorectumMSSregulation of sodium ion transmembrane transporter activity22/346758/187234.06e-044.99e-0322
GO:00518651ColorectumMSSprotein autoubiquitination25/346773/187231.00e-031.00e-0225
GO:00324091ColorectumMSSregulation of transporter activity78/3467310/187232.09e-031.78e-0278
GO:0022898ColorectumMSSregulation of transmembrane transporter activity70/3467278/187233.36e-032.54e-0270
GO:0032412ColorectumMSSregulation of ion transmembrane transporter activity66/3467267/187236.72e-034.38e-0266
GO:00020284ColorectumFAPregulation of sodium ion transport33/262290/187236.51e-084.54e-0633
GO:19023054ColorectumFAPregulation of sodium ion transmembrane transport25/262268/187232.36e-069.21e-0525
GO:20006494ColorectumFAPregulation of sodium ion transmembrane transporter activity21/262258/187231.95e-054.85e-0421
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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
KLHL24SNVMissense_Mutationc.1573N>Gp.Met525Valp.M525VQ6TFL4protein_codingtolerated(0.29)benign(0)TCGA-A7-A0DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
KLHL24SNVMissense_Mutationc.1162N>Gp.Ile388Valp.I388VQ6TFL4protein_codingtolerated(0.27)benign(0.055)TCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
KLHL24SNVMissense_Mutationc.1096N>Gp.Leu366Valp.L366VQ6TFL4protein_codingtolerated(0.1)benign(0.091)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
KLHL24SNVMissense_Mutationrs763228635c.178N>Tp.Arg60Cysp.R60CQ6TFL4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KLHL24deletionFrame_Shift_Delnovelc.947delNp.Val317SerfsTer22p.V317Sfs*22Q6TFL4protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
KLHL24SNVMissense_Mutationc.604N>Ap.Glu202Lysp.E202KQ6TFL4protein_codingdeleterious(0.04)possibly_damaging(0.904)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KLHL24SNVMissense_Mutationc.179N>Ap.Arg60Hisp.R60HQ6TFL4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-MA-AA3Z-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KLHL24SNVMissense_Mutationc.1337N>Ap.Ser446Tyrp.S446YQ6TFL4protein_codingdeleterious(0)possibly_damaging(0.566)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
KLHL24SNVMissense_Mutationc.293N>Gp.Asp98Glyp.D98GQ6TFL4protein_codingtolerated(0.56)benign(0.042)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
KLHL24SNVMissense_Mutationc.698T>Ap.Val233Aspp.V233DQ6TFL4protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AA-A02H-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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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