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: KLF2

Gene summary for KLF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLF2

Gene ID

10365

Gene nameKruppel like factor 2
Gene AliasLKLF
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9Y5W3


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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
10365KLF2LZE5THumanEsophagusESCC7.41e-041.32e-010.0514
10365KLF2LZE24THumanEsophagusESCC5.85e-031.36e-010.0596
10365KLF2P2T-EHumanEsophagusESCC7.66e-043.37e-010.1177
10365KLF2P4T-EHumanEsophagusESCC1.95e-151.06e+000.1323
10365KLF2P8T-EHumanEsophagusESCC1.46e-065.70e-010.0889
10365KLF2P9T-EHumanEsophagusESCC3.04e-046.57e-010.1131
10365KLF2P11T-EHumanEsophagusESCC8.02e-078.69e-010.1426
10365KLF2P16T-EHumanEsophagusESCC5.26e-08-8.60e-020.1153
10365KLF2P21T-EHumanEsophagusESCC6.23e-06-7.45e-020.1617
10365KLF2P22T-EHumanEsophagusESCC2.81e-08-1.03e-010.1236
10365KLF2P26T-EHumanEsophagusESCC5.20e-07-1.94e-010.1276
10365KLF2P28T-EHumanEsophagusESCC1.75e-025.81e-020.1149
10365KLF2P42T-EHumanEsophagusESCC1.53e-054.72e-010.1175
10365KLF2P48T-EHumanEsophagusESCC4.38e-06-7.11e-020.0959
10365KLF2P57T-EHumanEsophagusESCC1.40e-021.33e-010.0926
10365KLF2P61T-EHumanEsophagusESCC4.12e-073.33e-010.099
10365KLF2P62T-EHumanEsophagusESCC4.08e-051.44e-010.1302
10365KLF2P75T-EHumanEsophagusESCC2.26e-03-1.29e-010.1125
10365KLF2P76T-EHumanEsophagusESCC1.47e-05-1.34e-010.1207
10365KLF2P79T-EHumanEsophagusESCC2.25e-03-1.16e-010.1154
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:0034599111EsophagusESCCcellular response to oxidative stress197/8552288/187233.76e-152.15e-13197
GO:0000302111EsophagusESCCresponse to reactive oxygen species150/8552222/187233.06e-111.02e-09150
GO:0043618111EsophagusESCCregulation of transcription from RNA polymerase II promoter in response to stress42/855247/187233.91e-101.05e-0842
GO:0043620111EsophagusESCCregulation of DNA-templated transcription in response to stress46/855253/187235.17e-101.33e-0846
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:0030099111EsophagusESCCmyeloid cell differentiation232/8552381/187231.22e-092.90e-08232
GO:0042542111EsophagusESCCresponse to hydrogen peroxide102/8552146/187232.64e-095.81e-08102
GO:003461420EsophagusESCCcellular response to reactive oxygen species103/8552155/187231.34e-072.17e-06103
GO:0002262111EsophagusESCCmyeloid cell homeostasis104/8552157/187231.49e-072.36e-06104
GO:0034101111EsophagusESCCerythrocyte homeostasis88/8552129/187231.81e-072.84e-0688
GO:00400295EsophagusESCCregulation of gene expression, epigenetic74/8552105/187232.24e-073.42e-0674
GO:0048872111EsophagusESCChomeostasis of number of cells163/8552272/187231.40e-061.69e-05163
GO:190165319EsophagusESCCcellular response to peptide208/8552359/187231.68e-062.01e-05208
GO:00703018EsophagusESCCcellular response to hydrogen peroxide68/855298/187231.70e-062.03e-0568
GO:0030218111EsophagusESCCerythrocyte differentiation80/8552120/187232.69e-063.08e-0580
GO:00303239EsophagusESCCrespiratory tube development112/8552181/187237.82e-067.69e-05112
GO:00605417EsophagusESCCrespiratory system development123/8552203/187231.26e-051.15e-04123
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05418211EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa040689EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa05418310EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa0406814EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa0541822LiverCirrhoticFluid shear stress and atherosclerosis62/2530139/84651.53e-041.06e-036.54e-0462
hsa040682LiverCirrhoticFoxO signaling pathway52/2530131/84659.98e-033.32e-022.05e-0252
hsa0541832LiverCirrhoticFluid shear stress and atherosclerosis62/2530139/84651.53e-041.06e-036.54e-0462
hsa040683LiverCirrhoticFoxO signaling pathway52/2530131/84659.98e-033.32e-022.05e-0252
hsa040684LiverHCCFoxO signaling pathway85/4020131/84653.99e-052.16e-041.20e-0485
hsa0541842LiverHCCFluid shear stress and atherosclerosis89/4020139/84655.58e-052.88e-041.60e-0489
hsa040685LiverHCCFoxO signaling pathway85/4020131/84653.99e-052.16e-041.20e-0485
hsa0541852LiverHCCFluid shear stress and atherosclerosis89/4020139/84655.58e-052.88e-041.60e-0489
hsa0541863Oral cavityNEOLPFluid shear stress and atherosclerosis40/1112139/84657.44e-079.10e-065.72e-0640
hsa0406841Oral cavityNEOLPFoxO signaling pathway27/1112131/84651.07e-023.54e-022.22e-0227
hsa0541873Oral cavityNEOLPFluid shear stress and atherosclerosis40/1112139/84657.44e-079.10e-065.72e-0640
hsa0406851Oral cavityNEOLPFoxO signaling pathway27/1112131/84651.07e-023.54e-022.22e-0227
hsa0541828ProstateBPHFluid shear stress and atherosclerosis58/1718139/84655.48e-097.24e-084.48e-0858
hsa040687ProstateBPHFoxO signaling pathway54/1718131/84653.05e-083.59e-072.22e-0754
hsa05418113ProstateBPHFluid shear stress and atherosclerosis58/1718139/84655.48e-097.24e-084.48e-0858
hsa0406812ProstateBPHFoxO signaling pathway54/1718131/84653.05e-083.59e-072.22e-0754
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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
KLF2CD4TNCervixCCFGFBP2,SELL,RHOB, etc.1.28e-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.
KLF2TFHCervixCCFGFBP2,SELL,RHOB, etc.6.38e-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.
KLF2GOBColorectumSERPI3,PHLDA2,GSN, etc.4.05e-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.
KLF2TH17ColorectumADJTSC22D3,CITED2,CD55, etc.7.18e-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.
KLF2PLAColorectumFAPTSC22D3,CITED2,CD55, etc.2.23e-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.
KLF2ENDColorectumFAPHEG1,SRP14,CD34, etc.3.37e-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.
KLF2GDTLungADJGIMAP7,CCND3,ABHD17A, etc.1.30e-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.
KLF2CD8TCMLungAISNKG7,GZMH,KLF3, etc.1.70e-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.
KLF2GDTLungAISNKG7,GZMH,KLF3, etc.1.31e-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.
KLF2CD8TEXPStomachADJRHOB,C12orf57,KLF6, etc.3.05e-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
KLF2SNVMissense_Mutationc.5N>Tp.Ala2Valp.A2VQ9Y5W3protein_codingdeleterious(0)possibly_damaging(0.834)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
KLF2SNVMissense_Mutationc.818C>Tp.Thr273Ilep.T273IQ9Y5W3protein_codingdeleterious(0)benign(0.34)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
KLF2SNVMissense_Mutationnovelc.1027N>Tp.Arg343Cysp.R343CQ9Y5W3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
KLF2SNVMissense_Mutationnovelc.1027N>Tp.Arg343Cysp.R343CQ9Y5W3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
KLF2SNVMissense_Mutationc.910N>Cp.Cys304Argp.C304RQ9Y5W3protein_codingdeleterious(0)probably_damaging(1)TCGA-33-4532-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
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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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