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: KLHL18

Gene summary for KLHL18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLHL18

Gene ID

23276

Gene namekelch like family member 18
Gene AliasKLHL18
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

A0A024R2T4


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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
23276KLHL18LZE4THumanEsophagusESCC1.20e-047.69e-020.0811
23276KLHL18LZE22THumanEsophagusESCC4.50e-022.05e-010.068
23276KLHL18P2T-EHumanEsophagusESCC1.12e-055.65e-020.1177
23276KLHL18P4T-EHumanEsophagusESCC1.00e-071.41e-010.1323
23276KLHL18P5T-EHumanEsophagusESCC1.82e-126.80e-020.1327
23276KLHL18P8T-EHumanEsophagusESCC3.00e-043.55e-020.0889
23276KLHL18P9T-EHumanEsophagusESCC1.08e-021.20e-020.1131
23276KLHL18P10T-EHumanEsophagusESCC7.79e-071.03e-010.116
23276KLHL18P11T-EHumanEsophagusESCC1.07e-027.18e-020.1426
23276KLHL18P12T-EHumanEsophagusESCC1.46e-051.13e-010.1122
23276KLHL18P15T-EHumanEsophagusESCC2.05e-048.84e-020.1149
23276KLHL18P16T-EHumanEsophagusESCC3.27e-063.94e-020.1153
23276KLHL18P17T-EHumanEsophagusESCC5.04e-031.15e-010.1278
23276KLHL18P19T-EHumanEsophagusESCC4.82e-021.42e-010.1662
23276KLHL18P20T-EHumanEsophagusESCC1.31e-069.64e-020.1124
23276KLHL18P21T-EHumanEsophagusESCC1.06e-096.37e-020.1617
23276KLHL18P22T-EHumanEsophagusESCC5.62e-126.54e-020.1236
23276KLHL18P23T-EHumanEsophagusESCC1.49e-039.58e-020.108
23276KLHL18P24T-EHumanEsophagusESCC3.16e-091.67e-010.1287
23276KLHL18P26T-EHumanEsophagusESCC1.08e-131.86e-010.1276
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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
∗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:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:004578710EsophagusESCCpositive regulation of cell cycle196/8552313/187239.27e-102.24e-08196
GO:004593116EsophagusESCCpositive regulation of mitotic cell cycle83/8552121/187232.78e-074.08e-0683
GO:19019896EsophagusESCCpositive regulation of cell cycle phase transition77/8552115/187233.20e-063.58e-0577
GO:00900689EsophagusESCCpositive regulation of cell cycle process142/8552236/187234.79e-065.08e-05142
GO:19019925EsophagusESCCpositive regulation of mitotic cell cycle phase transition62/855293/187233.47e-052.83e-0462
GO:00447722LiverHCCmitotic cell cycle phase transition240/7958424/187232.47e-096.84e-08240
GO:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:19019901LiverHCCregulation of mitotic cell cycle phase transition167/7958299/187231.96e-062.71e-05167
GO:19019871LiverHCCregulation of cell cycle phase transition211/7958390/187232.11e-062.89e-05211
GO:004578711LiverHCCpositive regulation of cell cycle172/7958313/187235.29e-066.58e-05172
GO:00900683LiverHCCpositive regulation of cell cycle process125/7958236/187237.21e-044.40e-03125
GO:004593111LiverHCCpositive regulation of mitotic cell cycle69/7958121/187238.79e-045.20e-0369
GO:1901989LiverHCCpositive regulation of cell cycle phase transition63/7958115/187235.21e-032.18e-0263
GO:19019921LiverHCCpositive regulation of mitotic cell cycle phase transition51/795893/187231.09e-024.04e-0251
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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
KLHL18SNVMissense_Mutationnovelc.815N>Cp.His272Prop.H272PO94889protein_codingtolerated(0.2)benign(0.268)TCGA-A8-A0A6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinCR
KLHL18SNVMissense_Mutationc.1153N>Tp.Ile385Phep.I385FO94889protein_codingdeleterious(0)possibly_damaging(0.908)TCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
KLHL18SNVMissense_Mutationrs759741447c.1417G>Ap.Ala473Thrp.A473TO94889protein_codingtolerated(0.1)possibly_damaging(0.669)TCGA-E2-A1LL-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydocetaxelPD
KLHL18insertionFrame_Shift_Insnovelc.587_588insGTCTCGGCTCACTGCAAGCTCCGCCTCCTGGGTTCACAGCp.Glu198ArgfsTer14p.E198Rfs*14O94889protein_codingTCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
KLHL18insertionFrame_Shift_Insnovelc.589_590insTCTCp.Ser197PhefsTer3p.S197Ffs*3O94889protein_codingTCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
KLHL18insertionNonsense_Mutationnovelc.1016_1017insGCTGTGCTCTAAACAAGTGGTCTCATTTGTTTTAATp.Tyr339delinsTerp.Y339delins*O94889protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
KLHL18SNVMissense_Mutationrs748872849c.1244N>Tp.Ser415Leup.S415LO94889protein_codingdeleterious(0.01)benign(0.347)TCGA-LP-A5U2-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
KLHL18insertionIn_Frame_Insnovelc.100_101insGCCGGAp.Gln34delinsArgArgLysp.Q34delinsRRKO94889protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
KLHL18SNVMissense_Mutationnovelc.290N>Gp.Tyr97Cysp.Y97CO94889protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
KLHL18SNVMissense_Mutationrs777261722c.842N>Ap.Arg281Hisp.R281HO94889protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3492-01Colorectumcolon 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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