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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: KLHL9

Gene summary for KLHL9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLHL9

Gene ID

55958

Gene namekelch like family member 9
Gene AliasKLHL9
Cytomap9p21.3
Gene Typeprotein-coding
GO ID

GO:0000910

UniProtAcc

Q58EZ4


Top

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
55958KLHL9LZE2DHumanEsophagusHGIN2.32e-023.66e-010.0642
55958KLHL9LZE4THumanEsophagusESCC5.14e-112.96e-010.0811
55958KLHL9LZE8THumanEsophagusESCC1.23e-061.67e-010.067
55958KLHL9LZE24THumanEsophagusESCC1.63e-052.25e-010.0596
55958KLHL9P2T-EHumanEsophagusESCC1.62e-295.54e-010.1177
55958KLHL9P4T-EHumanEsophagusESCC7.20e-101.94e-010.1323
55958KLHL9P5T-EHumanEsophagusESCC2.52e-057.33e-020.1327
55958KLHL9P8T-EHumanEsophagusESCC2.10e-161.68e-010.0889
55958KLHL9P9T-EHumanEsophagusESCC5.81e-162.05e-010.1131
55958KLHL9P10T-EHumanEsophagusESCC7.56e-213.11e-010.116
55958KLHL9P11T-EHumanEsophagusESCC8.44e-064.12e-010.1426
55958KLHL9P15T-EHumanEsophagusESCC6.94e-141.97e-010.1149
55958KLHL9P16T-EHumanEsophagusESCC4.73e-102.16e-010.1153
55958KLHL9P17T-EHumanEsophagusESCC8.31e-072.92e-010.1278
55958KLHL9P19T-EHumanEsophagusESCC6.15e-053.39e-010.1662
55958KLHL9P20T-EHumanEsophagusESCC8.11e-051.72e-010.1124
55958KLHL9P21T-EHumanEsophagusESCC7.48e-151.97e-010.1617
55958KLHL9P22T-EHumanEsophagusESCC1.73e-191.43e-010.1236
55958KLHL9P23T-EHumanEsophagusESCC1.83e-121.62e-010.108
55958KLHL9P24T-EHumanEsophagusESCC1.85e-121.76e-010.1287
Page: 1 2 3 4 

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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000091015EsophagusHGINcytokinesis44/2587173/187233.26e-058.32e-0444
GO:000091016EsophagusESCCcytokinesis115/8552173/187232.48e-084.68e-07115
GO:00324653EsophagusESCCregulation of cytokinesis57/855292/187231.20e-035.88e-0357
GO:00513025EsophagusESCCregulation of cell division97/8552177/187238.93e-033.12e-0297
GO:000091019ThyroidPTCcytokinesis82/5968173/187231.37e-051.47e-0482
GO:00324655ThyroidPTCregulation of cytokinesis40/596892/187231.26e-024.92e-0240
GO:0000910110ThyroidATCcytokinesis93/6293173/187233.59e-086.67e-0793
GO:003246511ThyroidATCregulation of cytokinesis47/629392/187233.95e-042.39e-0347
GO:00513027ThyroidATCregulation of cell division80/6293177/187238.54e-044.68e-0380
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412026EsophagusHGINUbiquitin mediated proteolysis49/1383142/84657.78e-081.33e-061.06e-0649
hsa04120111EsophagusHGINUbiquitin mediated proteolysis49/1383142/84657.78e-081.33e-061.06e-0649
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
KLHL9SNVMissense_Mutationnovelc.1616G>Ap.Gly539Glup.G539EQ9P2J3protein_codingdeleterious(0)probably_damaging(1)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
KLHL9insertionFrame_Shift_Insnovelc.1612_1613insGp.Val538GlyfsTer7p.V538Gfs*7Q9P2J3protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
KLHL9deletionFrame_Shift_Delc.1742delNp.Pro581GlnfsTer42p.P581Qfs*42Q9P2J3protein_codingTCGA-OL-A5S0-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxolCR
KLHL9SNVMissense_Mutationc.259N>Cp.Glu87Glnp.E87QQ9P2J3protein_codingdeleterious(0)probably_damaging(0.996)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KLHL9SNVMissense_Mutationc.1588G>Ap.Ala530Thrp.A530TQ9P2J3protein_codingdeleterious(0)benign(0.311)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
KLHL9SNVMissense_Mutationnovelc.277N>Cp.Ile93Leup.I93LQ9P2J3protein_codingdeleterious(0.01)probably_damaging(0.934)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
KLHL9SNVMissense_Mutationc.722G>Ap.Arg241Glnp.R241QQ9P2J3protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
KLHL9SNVMissense_Mutationc.347C>Ap.Ser116Tyrp.S116YQ9P2J3protein_codingtolerated(1)benign(0.105)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
KLHL9SNVMissense_Mutationc.1030G>Ap.Val344Ilep.V344IQ9P2J3protein_codingtolerated(0.07)probably_damaging(0.92)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KLHL9SNVMissense_Mutationnovelc.1831T>Cp.Ser611Prop.S611PQ9P2J3protein_codingtolerated(0.15)benign(0.001)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
Page: 1 2 3 4 5 6 7 8 

Top

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
Page: 1