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: KLHL5

Gene summary for KLHL5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLHL5

Gene ID

51088

Gene namekelch like family member 5
Gene AliasKLHL5
Cytomap4p14
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q7Z6D5


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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
51088KLHL5P128T-EHumanEsophagusESCC5.05e-299.40e-010.1241
51088KLHL5P130T-EHumanEsophagusESCC3.03e-173.56e-010.1676
51088KLHL5HCC1_MengHumanLiverHCC9.78e-47-2.54e-020.0246
51088KLHL5HCC1HumanLiverHCC4.82e-083.81e+000.5336
51088KLHL5HCC2HumanLiverHCC6.92e-314.50e+000.5341
51088KLHL5HCC5HumanLiverHCC2.26e-042.47e+000.4932
51088KLHL5S014HumanLiverHCC1.30e-033.06e-010.2254
51088KLHL5S027HumanLiverHCC3.27e-161.47e+000.2446
51088KLHL5S028HumanLiverHCC7.26e-311.28e+000.2503
51088KLHL5S029HumanLiverHCC3.69e-231.30e+000.2581
51088KLHL5C21HumanOral cavityOSCC9.46e-238.12e-010.2678
51088KLHL5C30HumanOral cavityOSCC3.56e-231.12e+000.3055
51088KLHL5C43HumanOral cavityOSCC4.09e-174.85e-010.1704
51088KLHL5C46HumanOral cavityOSCC1.76e-082.81e-010.1673
51088KLHL5C08HumanOral cavityOSCC3.01e-124.33e-010.1919
51088KLHL5LN22HumanOral cavityOSCC1.08e-028.26e-010.1733
51088KLHL5LN46HumanOral cavityOSCC8.30e-063.70e-010.1666
51088KLHL5EOLP-1HumanOral cavityEOLP6.55e-052.07e-01-0.0202
51088KLHL5SYSMH1HumanOral cavityOSCC1.68e-123.26e-010.1127
51088KLHL5SYSMH2HumanOral cavityOSCC3.52e-061.02e-010.2326
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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
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
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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
KLHL5SNVMissense_Mutationc.2205G>Tp.Trp735Cysp.W735CQ96PQ7protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
KLHL5SNVMissense_Mutationnovelc.1442C>Ap.Ala481Glup.A481EQ96PQ7protein_codingdeleterious(0.01)possibly_damaging(0.9)TCGA-A2-A3XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePR
KLHL5SNVMissense_Mutationnovelc.1286N>Tp.Arg429Leup.R429LQ96PQ7protein_codingdeleterious(0.05)benign(0.357)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
KLHL5SNVMissense_Mutationrs201110544c.344G>Ap.Arg115Glnp.R115QQ96PQ7protein_codingtolerated_low_confidence(0.77)benign(0)TCGA-A8-A093-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
KLHL5SNVMissense_Mutationrs201110544c.344G>Ap.Arg115Glnp.R115QQ96PQ7protein_codingtolerated_low_confidence(0.77)benign(0)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KLHL5SNVMissense_Mutationc.2205N>Tp.Trp735Cysp.W735CQ96PQ7protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A1XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamide+tamoxifenSD
KLHL5insertionIn_Frame_Insnovelc.503_504insACATTCATATATATAp.Ser168_Asp169insHisSerTyrIleTyrp.S168_D169insHSYIYQ96PQ7protein_codingTCGA-A8-A07Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificExemestaneSD
KLHL5insertionFrame_Shift_Insnovelc.779_780insTGAGATATCATTTp.Glu260AspfsTer29p.E260Dfs*29Q96PQ7protein_codingTCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
KLHL5SNVMissense_Mutationrs201110544c.344G>Ap.Arg115Glnp.R115QQ96PQ7protein_codingtolerated_low_confidence(0.77)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KLHL5SNVMissense_Mutationrs758479877c.676N>Ap.Ala226Thrp.A226TQ96PQ7protein_codingdeleterious(0.02)probably_damaging(0.946)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
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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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