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: KLHL22

Gene summary for KLHL22

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLHL22

Gene ID

84861

Gene namekelch like family member 22
Gene AliasKELCHL
Cytomap22q11.21
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q53GT1


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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
84861KLHL22LZE4THumanEsophagusESCC1.15e-031.12e-010.0811
84861KLHL22LZE7THumanEsophagusESCC9.69e-062.12e-010.0667
84861KLHL22LZE24THumanEsophagusESCC2.77e-059.44e-020.0596
84861KLHL22LZE21THumanEsophagusESCC2.64e-031.63e-010.0655
84861KLHL22LZE6THumanEsophagusESCC4.25e-031.20e-010.0845
84861KLHL22P2T-EHumanEsophagusESCC4.84e-172.34e-010.1177
84861KLHL22P4T-EHumanEsophagusESCC1.42e-051.10e-010.1323
84861KLHL22P8T-EHumanEsophagusESCC1.14e-041.58e-010.0889
84861KLHL22P9T-EHumanEsophagusESCC7.29e-091.23e-010.1131
84861KLHL22P10T-EHumanEsophagusESCC8.86e-051.86e-010.116
84861KLHL22P11T-EHumanEsophagusESCC3.39e-174.21e-010.1426
84861KLHL22P12T-EHumanEsophagusESCC4.93e-153.08e-010.1122
84861KLHL22P15T-EHumanEsophagusESCC3.06e-068.58e-020.1149
84861KLHL22P16T-EHumanEsophagusESCC3.92e-122.56e-010.1153
84861KLHL22P17T-EHumanEsophagusESCC1.01e-071.87e-010.1278
84861KLHL22P19T-EHumanEsophagusESCC7.61e-062.63e-010.1662
84861KLHL22P20T-EHumanEsophagusESCC4.76e-131.52e-010.1124
84861KLHL22P21T-EHumanEsophagusESCC5.35e-204.16e-010.1617
84861KLHL22P22T-EHumanEsophagusESCC4.08e-091.91e-010.1236
84861KLHL22P23T-EHumanEsophagusESCC3.86e-173.37e-010.108
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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
∗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
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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:0009895111EsophagusESCCnegative regulation of catabolic process201/8552320/187233.88e-101.05e-08201
GO:00000754EsophagusESCCcell cycle checkpoint117/8552169/187234.47e-101.17e-08117
GO:0010639110EsophagusESCCnegative regulation of organelle organization215/8552348/187238.20e-102.01e-08215
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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
KLHL22insertionIn_Frame_Insnovelc.963_964insCGGp.Leu321_Asn322insArgp.L321_N322insRQ53GT1protein_codingTCGA-A7-A0CD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
KLHL22insertionNonsense_Mutationnovelc.962_963insCTTTGGGGTAGGCTAGGTTGCGAGTGCATTGTGCAGGAGGAGp.Leu321_Asn322insPheGlyValGlyTerValAlaSerAlaLeuCysArgArgArgp.L321_N322insFGVG*VASALCRRRQ53GT1protein_codingTCGA-A7-A0CD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
KLHL22insertionIn_Frame_Insnovelc.909_910insAGAp.Phe303_Gly304insArgp.F303_G304insRQ53GT1protein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
KLHL22insertionNonsense_Mutationnovelc.908_909insAAGCTGATGAGACTp.Phe303LeufsTer3p.F303Lfs*3Q53GT1protein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
KLHL22deletionFrame_Shift_Delnovelc.143delTp.Ile48ThrfsTer36p.I48Tfs*36Q53GT1protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
KLHL22SNVMissense_Mutationrs184134803c.1207N>Ap.Ala403Thrp.A403TQ53GT1protein_codingdeleterious(0)possibly_damaging(0.859)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KLHL22SNVMissense_Mutationc.1655G>Ap.Arg552Hisp.R552HQ53GT1protein_codingtolerated(0.09)probably_damaging(0.999)TCGA-EA-A5O9-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KLHL22SNVMissense_Mutationc.194N>Ap.Arg65Hisp.R65HQ53GT1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KLHL22SNVMissense_Mutationrs775705834c.1823G>Ap.Arg608Hisp.R608HQ53GT1protein_codingdeleterious(0.02)benign(0)TCGA-AA-3519-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownSD
KLHL22SNVMissense_Mutationc.1406G>Ap.Gly469Aspp.G469DQ53GT1protein_codingtolerated(0.71)benign(0)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
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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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