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: KLHL7

Gene summary for KLHL7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLHL7

Gene ID

55975

Gene namekelch like family member 7
Gene AliasCISS3
Cytomap7p15.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

A8K364


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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
55975KLHL7LZE4THumanEsophagusESCC1.81e-173.10e-010.0811
55975KLHL7LZE5THumanEsophagusESCC1.90e-021.17e-010.0514
55975KLHL7LZE7THumanEsophagusESCC7.64e-073.86e-010.0667
55975KLHL7LZE24THumanEsophagusESCC4.92e-134.56e-010.0596
55975KLHL7LZE21THumanEsophagusESCC4.35e-042.17e-010.0655
55975KLHL7LZE6THumanEsophagusESCC3.62e-072.78e-010.0845
55975KLHL7P2T-EHumanEsophagusESCC1.77e-293.86e-010.1177
55975KLHL7P4T-EHumanEsophagusESCC2.98e-307.36e-010.1323
55975KLHL7P5T-EHumanEsophagusESCC7.69e-183.28e-010.1327
55975KLHL7P8T-EHumanEsophagusESCC6.19e-161.70e-010.0889
55975KLHL7P9T-EHumanEsophagusESCC1.10e-203.79e-010.1131
55975KLHL7P10T-EHumanEsophagusESCC7.76e-263.88e-010.116
55975KLHL7P11T-EHumanEsophagusESCC1.09e-105.47e-010.1426
55975KLHL7P12T-EHumanEsophagusESCC4.72e-365.59e-010.1122
55975KLHL7P15T-EHumanEsophagusESCC7.82e-153.05e-010.1149
55975KLHL7P16T-EHumanEsophagusESCC1.14e-234.60e-010.1153
55975KLHL7P19T-EHumanEsophagusESCC5.62e-076.63e-010.1662
55975KLHL7P20T-EHumanEsophagusESCC1.04e-142.74e-010.1124
55975KLHL7P21T-EHumanEsophagusESCC6.75e-214.40e-010.1617
55975KLHL7P22T-EHumanEsophagusESCC9.74e-142.38e-010.1236
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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
KLHL7SNVMissense_Mutationc.149N>Gp.Val50Glyp.V50GQ8IXQ5protein_codingdeleterious(0)probably_damaging(0.928)TCGA-A8-A06R-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
KLHL7SNVMissense_Mutationc.1733N>Ap.Gly578Glup.G578EQ8IXQ5protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.994)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
KLHL7SNVMissense_Mutationnovelc.1280A>Gp.Glu427Glyp.E427GQ8IXQ5protein_codingtolerated(0.18)probably_damaging(0.98)TCGA-BH-A1FU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
KLHL7SNVMissense_Mutationnovelc.937G>Tp.Asp313Tyrp.D313YQ8IXQ5protein_codingdeleterious(0.01)benign(0.363)TCGA-D8-A1X8-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadrimicin+cyclophosphamideSD
KLHL7SNVMissense_Mutationc.1570N>Tp.Ala524Serp.A524SQ8IXQ5protein_codingdeleterious(0.01)probably_damaging(0.958)TCGA-E2-A1BD-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
KLHL7SNVMissense_Mutationc.1571N>Tp.Ala524Valp.A524VQ8IXQ5protein_codingtolerated(0.16)probably_damaging(0.932)TCGA-E2-A1BD-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
KLHL7SNVMissense_Mutationnovelc.277N>Cp.Asp93Hisp.D93HQ8IXQ5protein_codingtolerated(0.12)benign(0.291)TCGA-EW-A3E8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
KLHL7SNVMissense_Mutationnovelc.308N>Gp.Tyr103Cysp.Y103CQ8IXQ5protein_codingdeleterious(0)probably_damaging(0.954)TCGA-HN-A2NL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
KLHL7SNVMissense_Mutationc.403G>Cp.Asp135Hisp.D135HQ8IXQ5protein_codingdeleterious(0.02)possibly_damaging(0.499)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KLHL7SNVMissense_Mutationrs771084569c.1325N>Gp.Asn442Serp.N442SQ8IXQ5protein_codingtolerated(0.75)possibly_damaging(0.839)TCGA-AA-3685-01Colorectumcolon 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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