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: KLHDC2

Gene summary for KLHDC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLHDC2

Gene ID

23588

Gene namekelch domain containing 2
Gene AliasHCLP-1
Cytomap14q21.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9Y2U9


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
23588KLHDC2LZE4THumanEsophagusESCC1.37e-185.15e-010.0811
23588KLHDC2LZE5THumanEsophagusESCC1.70e-086.36e-010.0514
23588KLHDC2LZE20THumanEsophagusESCC1.10e-085.41e-010.0662
23588KLHDC2LZE22D1HumanEsophagusHGIN6.11e-063.18e-010.0595
23588KLHDC2LZE22THumanEsophagusESCC9.47e-056.36e-010.068
23588KLHDC2LZE24THumanEsophagusESCC1.62e-258.19e-010.0596
23588KLHDC2P1T-EHumanEsophagusESCC6.55e-148.10e-010.0875
23588KLHDC2P2T-EHumanEsophagusESCC1.33e-336.06e-010.1177
23588KLHDC2P4T-EHumanEsophagusESCC7.84e-255.18e-010.1323
23588KLHDC2P5T-EHumanEsophagusESCC5.13e-165.04e-010.1327
23588KLHDC2P8T-EHumanEsophagusESCC4.08e-509.90e-010.0889
23588KLHDC2P9T-EHumanEsophagusESCC1.87e-092.62e-010.1131
23588KLHDC2P10T-EHumanEsophagusESCC2.65e-491.03e+000.116
23588KLHDC2P11T-EHumanEsophagusESCC5.09e-228.50e-010.1426
23588KLHDC2P12T-EHumanEsophagusESCC1.04e-378.39e-010.1122
23588KLHDC2P15T-EHumanEsophagusESCC3.27e-531.21e+000.1149
23588KLHDC2P16T-EHumanEsophagusESCC2.12e-295.84e-010.1153
23588KLHDC2P17T-EHumanEsophagusESCC6.85e-095.69e-010.1278
23588KLHDC2P19T-EHumanEsophagusESCC3.14e-044.72e-010.1662
23588KLHDC2P20T-EHumanEsophagusESCC1.64e-224.83e-010.1124
Page: 1 2 3 4 5 6 7 

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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:001049826EsophagusHGINproteasomal protein catabolic process139/2587490/187231.20e-173.41e-15139
GO:004316126EsophagusHGINproteasome-mediated ubiquitin-dependent protein catabolic process114/2587412/187237.00e-141.20e-11114
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:001049812LiverCirrhoticproteasomal protein catabolic process216/4634490/187232.52e-219.29e-19216
GO:004316112LiverCirrhoticproteasome-mediated ubiquitin-dependent protein catabolic process184/4634412/187234.52e-198.85e-17184
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:004316122LiverHCCproteasome-mediated ubiquitin-dependent protein catabolic process299/7958412/187237.82e-368.27e-33299
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:0010498110Oral cavityLPproteasomal protein catabolic process224/4623490/187239.57e-254.00e-22224
GO:0043161110Oral cavityLPproteasome-mediated ubiquitin-dependent protein catabolic process190/4623412/187231.08e-212.93e-19190
GO:001049819ProstateTumorproteasomal protein catabolic process158/3246490/187233.05e-166.76e-14158
GO:004316119ProstateTumorproteasome-mediated ubiquitin-dependent protein catabolic process130/3246412/187237.97e-138.00e-11130
GO:001049828SkincSCCproteasomal protein catabolic process243/4864490/187237.85e-304.10e-27243
GO:004316128SkincSCCproteasome-mediated ubiquitin-dependent protein catabolic process205/4864412/187231.46e-254.16e-23205
GO:0010498113ThyroidPTCproteasomal protein catabolic process297/5968490/187234.58e-409.63e-37297
GO:0043161113ThyroidPTCproteasome-mediated ubiquitin-dependent protein catabolic process254/5968412/187233.91e-364.54e-33254
GO:001049832ThyroidATCproteasomal protein catabolic process309/6293490/187231.78e-411.13e-37309
GO:0043161210ThyroidATCproteasome-mediated ubiquitin-dependent protein catabolic process265/6293412/187237.09e-381.49e-34265
Page: 1 

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
KLHDC2insertionFrame_Shift_Insnovelc.558_559insTTAGp.His187LeufsTer8p.H187Lfs*8Q9Y2U9protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KLHDC2SNVMissense_Mutationc.739N>Ap.Tyr247Asnp.Y247NQ9Y2U9protein_codingdeleterious(0.01)benign(0.188)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
KLHDC2SNVMissense_Mutationc.991N>Ap.Glu331Lysp.E331KQ9Y2U9protein_codingdeleterious(0.03)probably_damaging(0.971)TCGA-AA-3872-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownSD
KLHDC2SNVMissense_Mutationnovelc.1108N>Ap.Glu370Lysp.E370KQ9Y2U9protein_codingdeleterious(0)probably_damaging(0.971)TCGA-AA-3872-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownSD
KLHDC2SNVMissense_Mutationrs376066947c.62N>Gp.Tyr21Cysp.Y21CQ9Y2U9protein_codingtolerated(0.17)benign(0)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
KLHDC2SNVMissense_Mutationc.722N>Cp.Arg241Thrp.R241TQ9Y2U9protein_codingdeleterious(0.02)probably_damaging(0.966)TCGA-NH-A6GA-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinPD
KLHDC2SNVMissense_Mutationc.529N>Gp.Phe177Valp.F177VQ9Y2U9protein_codingtolerated(1)benign(0.357)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
KLHDC2insertionFrame_Shift_Insnovelc.926_927insGAGAGTATp.Phe310ArgfsTer26p.F310Rfs*26Q9Y2U9protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KLHDC2SNVMissense_Mutationnovelc.715G>Ap.Asp239Asnp.D239NQ9Y2U9protein_codingtolerated(0.22)benign(0.006)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
KLHDC2SNVMissense_Mutationrs746017180c.656N>Tp.Ala219Valp.A219VQ9Y2U9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A0LD-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 

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