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: KLHL12

Gene summary for KLHL12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLHL12

Gene ID

59349

Gene namekelch like family member 12
Gene AliasC3IP1
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0001837

UniProtAcc

Q53G59


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
59349KLHL12LZE2THumanEsophagusESCC1.37e-025.38e-010.082
59349KLHL12LZE4THumanEsophagusESCC4.25e-072.18e-010.0811
59349KLHL12LZE7THumanEsophagusESCC1.82e-073.27e-010.0667
59349KLHL12LZE22THumanEsophagusESCC6.28e-053.12e-010.068
59349KLHL12LZE24THumanEsophagusESCC8.67e-153.73e-010.0596
59349KLHL12LZE21THumanEsophagusESCC7.69e-073.20e-010.0655
59349KLHL12P1T-EHumanEsophagusESCC8.75e-052.35e-010.0875
59349KLHL12P2T-EHumanEsophagusESCC7.07e-163.54e-010.1177
59349KLHL12P4T-EHumanEsophagusESCC3.76e-082.55e-010.1323
59349KLHL12P5T-EHumanEsophagusESCC1.27e-082.13e-010.1327
59349KLHL12P8T-EHumanEsophagusESCC2.01e-091.51e-010.0889
59349KLHL12P9T-EHumanEsophagusESCC4.82e-041.18e-010.1131
59349KLHL12P10T-EHumanEsophagusESCC1.96e-132.49e-010.116
59349KLHL12P11T-EHumanEsophagusESCC5.08e-072.84e-010.1426
59349KLHL12P12T-EHumanEsophagusESCC7.80e-192.39e-010.1122
59349KLHL12P15T-EHumanEsophagusESCC1.35e-224.24e-010.1149
59349KLHL12P16T-EHumanEsophagusESCC8.40e-173.16e-010.1153
59349KLHL12P17T-EHumanEsophagusESCC7.04e-072.30e-010.1278
59349KLHL12P19T-EHumanEsophagusESCC3.04e-033.21e-010.1662
59349KLHL12P20T-EHumanEsophagusESCC7.49e-031.22e-010.1124
Page: 1 2 3 4 5 

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
∗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:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:000688815EsophagusESCCendoplasmic reticulum to Golgi vesicle-mediated transport102/8552130/187231.73e-149.22e-13102
GO:0006900111EsophagusESCCvesicle budding from membrane54/855261/187232.66e-121.07e-1054
GO:005165016EsophagusESCCestablishment of vesicle localization114/8552161/187238.20e-112.53e-09114
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:005164815EsophagusESCCvesicle localization119/8552177/187235.16e-091.08e-07119
GO:00065136EsophagusESCCprotein monoubiquitination53/855267/187232.11e-084.03e-0753
GO:009011414EsophagusESCCCOPII-coated vesicle budding27/855229/187238.09e-081.39e-0627
GO:00069038EsophagusESCCvesicle targeting38/855245/187238.42e-081.43e-0638
GO:004819914EsophagusESCCvesicle targeting, to, from or within Golgi19/855221/187232.28e-051.96e-0419
GO:000690115EsophagusESCCvesicle coating16/855217/187233.46e-052.82e-0416
GO:00488638EsophagusESCCstem cell differentiation122/8552206/187235.95e-054.59e-04122
GO:00018378EsophagusESCCepithelial to mesenchymal transition95/8552157/187231.25e-048.56e-0495
GO:00487628EsophagusESCCmesenchymal cell differentiation133/8552236/187235.94e-043.22e-03133
GO:004820714EsophagusESCCvesicle targeting, rough ER to cis-Golgi12/855213/187236.18e-043.32e-0312
GO:004820814EsophagusESCCCOPII vesicle coating12/855213/187236.18e-043.32e-0312
GO:00604856EsophagusESCCmesenchyme development156/8552291/187233.76e-031.53e-02156
Page: 1 2 3 4 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
KLHL12SNVMissense_Mutationc.1533C>Gp.Cys511Trpp.C511WQ53G59protein_codingdeleterious(0.01)probably_damaging(1)TCGA-A8-A09N-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
KLHL12SNVMissense_Mutationc.793C>Tp.Arg265Trpp.R265WQ53G59protein_codingdeleterious(0)probably_damaging(0.973)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KLHL12SNVMissense_Mutationc.1412T>Cp.Leu471Prop.L471PQ53G59protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-EW-A1P8-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyfluorouracilPD
KLHL12deletionFrame_Shift_Delnovelc.1378delGp.Ala460ProfsTer9p.A460Pfs*9Q53G59protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
KLHL12SNVMissense_Mutationrs754879214c.977C>Tp.Ser326Phep.S326FQ53G59protein_codingdeleterious(0.02)benign(0.025)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KLHL12SNVMissense_Mutationc.596C>Ap.Ala199Aspp.A199DQ53G59protein_codingdeleterious(0.03)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KLHL12SNVMissense_Mutationnovelc.580G>Cp.Glu194Glnp.E194QQ53G59protein_codingdeleterious(0)probably_damaging(0.988)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KLHL12SNVMissense_Mutationc.949C>Tp.Arg317Cysp.R317CQ53G59protein_codingdeleterious(0)benign(0.399)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
KLHL12SNVMissense_Mutationnovelc.166G>Cp.Asp56Hisp.D56HQ53G59protein_codingtolerated(0.05)probably_damaging(0.998)TCGA-VS-AA62-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
KLHL12SNVMissense_Mutationnovelc.958N>Tp.Arg320Cysp.R320CQ53G59protein_codingtolerated(0.05)probably_damaging(0.999)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
Page: 1 2 3 4 5 6 7 

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