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: KLF11

Gene summary for KLF11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLF11

Gene ID

8462

Gene nameKruppel like factor 11
Gene AliasFKLF
Cytomap2p25.1
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

B7ZAX4


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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
8462KLF11LZE24THumanEsophagusESCC1.50e-044.67e-020.0596
8462KLF11P1T-EHumanEsophagusESCC3.99e-033.71e-010.0875
8462KLF11P2T-EHumanEsophagusESCC3.32e-194.72e-010.1177
8462KLF11P4T-EHumanEsophagusESCC7.05e-081.93e-010.1323
8462KLF11P5T-EHumanEsophagusESCC1.63e-04-4.32e-020.1327
8462KLF11P8T-EHumanEsophagusESCC1.45e-09-6.17e-020.0889
8462KLF11P10T-EHumanEsophagusESCC1.75e-05-5.25e-020.116
8462KLF11P11T-EHumanEsophagusESCC2.45e-095.78e-010.1426
8462KLF11P12T-EHumanEsophagusESCC2.14e-063.61e-020.1122
8462KLF11P15T-EHumanEsophagusESCC5.34e-072.06e-010.1149
8462KLF11P16T-EHumanEsophagusESCC8.69e-10-9.10e-020.1153
8462KLF11P20T-EHumanEsophagusESCC6.23e-299.15e-010.1124
8462KLF11P21T-EHumanEsophagusESCC1.21e-131.09e-010.1617
8462KLF11P22T-EHumanEsophagusESCC3.93e-132.15e-010.1236
8462KLF11P23T-EHumanEsophagusESCC3.37e-164.32e-010.108
8462KLF11P24T-EHumanEsophagusESCC7.31e-048.26e-020.1287
8462KLF11P26T-EHumanEsophagusESCC3.23e-081.77e-010.1276
8462KLF11P27T-EHumanEsophagusESCC3.46e-215.11e-010.1055
8462KLF11P28T-EHumanEsophagusESCC1.25e-153.77e-010.1149
8462KLF11P30T-EHumanEsophagusESCC6.53e-228.16e-010.137
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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
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
∗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:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000008214EsophagusESCCG1/S transition of mitotic cell cycle134/8552214/187234.04e-075.55e-06134
GO:004484314EsophagusESCCcell cycle G1/S phase transition148/8552241/187235.68e-077.48e-06148
GO:190165319EsophagusESCCcellular response to peptide208/8552359/187231.68e-062.01e-05208
GO:00447728Oral cavityOSCCmitotic cell cycle phase transition255/7305424/187235.29e-196.98e-17255
GO:190165316Oral cavityOSCCcellular response to peptide194/7305359/187234.31e-099.57e-08194
GO:00000826Oral cavityOSCCG1/S transition of mitotic cell cycle120/7305214/187232.86e-074.40e-06120
GO:00448436Oral cavityOSCCcell cycle G1/S phase transition131/7305241/187238.77e-071.20e-05131
GO:190165331Oral cavityNEOLPcellular response to peptide78/2005359/187237.21e-105.54e-0878
GO:000008231Oral cavityNEOLPG1/S transition of mitotic cell cycle40/2005214/187233.21e-043.11e-0340
GO:004477231Oral cavityNEOLPmitotic cell cycle phase transition67/2005424/187237.30e-045.98e-0367
GO:004484331Oral cavityNEOLPcell cycle G1/S phase transition41/2005241/187231.87e-031.28e-0241
GO:004477223SkincSCCmitotic cell cycle phase transition180/4864424/187237.09e-144.45e-12180
GO:000008222SkincSCCG1/S transition of mitotic cell cycle85/4864214/187236.90e-069.60e-0585
GO:004484322SkincSCCcell cycle G1/S phase transition92/4864241/187231.95e-052.28e-0492
GO:1901653110SkincSCCcellular response to peptide124/4864359/187231.75e-041.49e-03124
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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
KLF11M1MACBreastIDCPCYT1A,NBL1,HYAL2, etc.2.09e-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.
KLF11PVAPancreasHealthyAQP7,ZNF93,ALG10B, etc.6.50e-02The 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
KLF11SNVMissense_Mutationrs868399686c.1486N>Ap.Ala496Thrp.A496TO14901protein_codingtolerated(0.14)benign(0.031)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
KLF11SNVMissense_Mutationc.788N>Gp.Asn263Serp.N263SO14901protein_codingtolerated(0.41)benign(0.01)TCGA-AO-A03L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
KLF11SNVMissense_Mutationc.149N>Gp.Ala50Glyp.A50GO14901protein_codingdeleterious(0)possibly_damaging(0.749)TCGA-AO-A124-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
KLF11SNVMissense_Mutationrs756956843c.1385N>Ap.Arg462Hisp.R462HO14901protein_codingdeleterious(0)probably_damaging(1)TCGA-AQ-A54O-01Breastbreast invasive carcinomaMale<65I/IIChemotherapyadriamycinCR
KLF11SNVMissense_Mutationc.913N>Tp.Pro305Serp.P305SO14901protein_codingtolerated(0.33)benign(0.018)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
KLF11SNVMissense_Mutationc.1495N>Cp.Glu499Glnp.E499QO14901protein_codingtolerated(0.13)benign(0.07)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
KLF11SNVMissense_Mutationrs751202965c.845N>Tp.Ala282Valp.A282VO14901protein_codingtolerated(0.08)benign(0.055)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
KLF11SNVMissense_Mutationrs541774526c.457G>Ap.Ala153Thrp.A153TO14901protein_codingtolerated(0.4)benign(0)TCGA-AA-A02E-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
KLF11SNVMissense_Mutationnovelc.347N>Gp.Glu116Glyp.E116GO14901protein_codingdeleterious(0)probably_damaging(0.994)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
KLF11SNVMissense_Mutationc.307N>Cp.Thr103Prop.T103PO14901protein_codingdeleterious(0.01)probably_damaging(0.974)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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