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: KLF13

Gene summary for KLF13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLF13

Gene ID

51621

Gene nameKruppel like factor 13
Gene AliasBTEB3
Cytomap15q13.3
Gene Typeprotein-coding
GO ID

GO:0002262

UniProtAcc

Q9Y2Y9


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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
51621KLF13HTA11_3410_2000001011HumanColorectumAD1.27e-024.29e-020.0155
51621KLF13HTA11_2487_2000001011HumanColorectumSER5.91e-053.66e-01-0.1808
51621KLF13HTA11_1938_2000001011HumanColorectumAD5.22e-094.72e-01-0.0811
51621KLF13HTA11_78_2000001011HumanColorectumAD1.16e-053.15e-01-0.1088
51621KLF13HTA11_347_2000001011HumanColorectumAD8.37e-195.19e-01-0.1954
51621KLF13HTA11_83_2000001011HumanColorectumSER5.52e-044.00e-01-0.1526
51621KLF13HTA11_696_2000001011HumanColorectumAD1.75e-134.90e-01-0.1464
51621KLF13HTA11_866_2000001011HumanColorectumAD6.94e-032.63e-01-0.1001
51621KLF13HTA11_1391_2000001011HumanColorectumAD1.95e-094.84e-01-0.059
51621KLF13HTA11_7862_2000001011HumanColorectumAD4.11e-022.00e-01-0.0179
51621KLF13HTA11_8622_2000001021HumanColorectumSER3.15e-022.91e-010.0528
51621KLF13HTA11_6818_2000001021HumanColorectumAD3.27e-032.83e-010.0588
51621KLF13HTA11_99999970781_79442HumanColorectumMSS7.32e-032.68e-010.294
51621KLF13A015-C-203HumanColorectumFAP1.14e-02-1.11e-01-0.1294
51621KLF13A015-C-104HumanColorectumFAP3.59e-04-1.56e-01-0.1899
51621KLF13A002-C-116HumanColorectumFAP2.05e-02-1.67e-01-0.0452
51621KLF13LZE4THumanEsophagusESCC3.51e-05-2.15e-010.0811
51621KLF13LZE7THumanEsophagusESCC3.34e-05-6.92e-020.0667
51621KLF13LZE24THumanEsophagusESCC6.98e-11-1.51e-010.0596
51621KLF13P1T-EHumanEsophagusESCC1.15e-061.28e-010.0875
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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.

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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:0034101ColorectumADerythrocyte homeostasis51/3918129/187231.07e-063.59e-0551
GO:0030099ColorectumADmyeloid cell differentiation119/3918381/187231.24e-064.01e-05119
GO:0002262ColorectumADmyeloid cell homeostasis57/3918157/187236.17e-061.56e-0457
GO:0048872ColorectumADhomeostasis of number of cells87/3918272/187231.16e-052.61e-0487
GO:0030218ColorectumADerythrocyte differentiation45/3918120/187232.22e-054.39e-0445
GO:0045646ColorectumADregulation of erythrocyte differentiation20/391847/187236.54e-046.75e-0320
GO:1903706ColorectumADregulation of hemopoiesis99/3918367/187233.08e-032.28e-0299
GO:0045637ColorectumADregulation of myeloid cell differentiation61/3918210/187233.17e-032.35e-0261
GO:00341011ColorectumSERerythrocyte homeostasis39/2897129/187231.70e-055.11e-0439
GO:00022621ColorectumSERmyeloid cell homeostasis44/2897157/187234.09e-051.03e-0344
GO:00488721ColorectumSERhomeostasis of number of cells65/2897272/187231.70e-043.19e-0365
GO:00302181ColorectumSERerythrocyte differentiation33/2897120/187235.15e-047.30e-0333
GO:00456461ColorectumSERregulation of erythrocyte differentiation16/289747/187231.29e-031.44e-0216
GO:00300991ColorectumSERmyeloid cell differentiation80/2897381/187232.28e-032.18e-0280
GO:00341012ColorectumMSSerythrocyte homeostasis49/3467129/187231.58e-077.19e-0649
GO:00300992ColorectumMSSmyeloid cell differentiation110/3467381/187234.48e-071.75e-05110
GO:00022622ColorectumMSSmyeloid cell homeostasis55/3467157/187236.35e-072.34e-0555
GO:00488722ColorectumMSShomeostasis of number of cells82/3467272/187232.02e-066.28e-0582
GO:00302182ColorectumMSSerythrocyte differentiation44/3467120/187232.03e-066.28e-0544
GO:00456462ColorectumMSSregulation of erythrocyte differentiation19/346747/187233.88e-044.86e-0319
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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
KLF13ABSColorectumADJAZIN2,SNRPE,HSPA12A, etc.3.15e-01The 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.
KLF13KEREsophagusESCCPCSK1,LTBP4,RXRA, etc.3.59e-01The 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.
KLF13STMEsophagusHealthyTSLP,PGF,TPBG, etc.4.48e-01The 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.
KLF13TFHLungMIACMIR4435-2HG,ABHD17A,ARL4D, etc.1.96e-01The 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.
KLF13PLAStomachADJSSR4,MAFF,FKBP11, etc.4.53e-01The 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.
KLF13PLAStomachCAGSSR4,MAFF,FKBP11, etc.5.00e-01The 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.
KLF13PLAStomachCAG with IMSSR4,MAFF,FKBP11, etc.5.49e-01The 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.
KLF13PLAStomachCSGSSR4,MAFF,FKBP11, etc.6.06e-01The 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.
KLF13PLAStomachGCSSR4,MAFF,FKBP11, etc.2.92e-01The 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.
KLF13PLAStomachSIMSSR4,MAFF,FKBP11, etc.6.00e-01The 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.
∗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
KLF13deletionFrame_Shift_Delnovelc.512_516delACGCGp.Tyr171TrpfsTer22p.Y171Wfs*22Q9Y2Y9protein_codingTCGA-E2-A9RU-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
KLF13SNVMissense_Mutationnovelc.592G>Ap.Ala198Thrp.A198TQ9Y2Y9protein_codingdeleterious(0.01)possibly_damaging(0.72)TCGA-AA-3549-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
KLF13SNVMissense_Mutationc.712C>Tp.Arg238Cysp.R238CQ9Y2Y9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
KLF13SNVMissense_Mutationnovelc.614A>Gp.Asn205Serp.N205SQ9Y2Y9protein_codingtolerated(0.93)benign(0.03)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
KLF13SNVMissense_Mutationc.704N>Ap.Arg235Hisp.R235HQ9Y2Y9protein_codingdeleterious(0)probably_damaging(0.993)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KLF13SNVMissense_Mutationrs778732073c.794N>Ap.Arg265Glnp.R265QQ9Y2Y9protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.92)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KLF13SNVMissense_Mutationnovelc.592N>Ap.Ala198Thrp.A198TQ9Y2Y9protein_codingdeleterious(0.01)possibly_damaging(0.72)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
KLF13SNVMissense_Mutationrs147413291c.703N>Tp.Arg235Cysp.R235CQ9Y2Y9protein_codingdeleterious(0.03)possibly_damaging(0.658)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
KLF13SNVMissense_Mutationnovelc.595N>Cp.Cys199Argp.C199RQ9Y2Y9protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A5OC-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycisplatinSD
KLF13SNVMissense_Mutationc.712N>Tp.Arg238Cysp.R238CQ9Y2Y9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
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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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