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: KLF7

Gene summary for KLF7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLF7

Gene ID

8609

Gene nameKruppel like factor 7
Gene AliasUKLF
Cytomap2q33.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O75840


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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
8609KLF7CCI_2HumanCervixCC4.94e-121.02e+000.5249
8609KLF7CCI_3HumanCervixCC4.50e-065.19e-010.516
8609KLF7TumorHumanCervixCC1.23e-031.43e-010.1241
8609KLF7sample3HumanCervixCC6.11e-132.57e-010.1387
8609KLF7T3HumanCervixCC9.83e-062.49e-010.1389
8609KLF7LZE4THumanEsophagusESCC7.84e-082.46e-010.0811
8609KLF7P2T-EHumanEsophagusESCC1.06e-034.73e-020.1177
8609KLF7P4T-EHumanEsophagusESCC1.62e-082.08e-010.1323
8609KLF7P5T-EHumanEsophagusESCC1.70e-153.69e-010.1327
8609KLF7P8T-EHumanEsophagusESCC2.90e-132.25e-010.0889
8609KLF7P9T-EHumanEsophagusESCC6.61e-051.44e-010.1131
8609KLF7P10T-EHumanEsophagusESCC3.47e-111.99e-010.116
8609KLF7P11T-EHumanEsophagusESCC9.31e-137.75e-010.1426
8609KLF7P12T-EHumanEsophagusESCC4.67e-183.35e-010.1122
8609KLF7P15T-EHumanEsophagusESCC2.60e-103.40e-010.1149
8609KLF7P16T-EHumanEsophagusESCC4.91e-02-4.87e-030.1153
8609KLF7P17T-EHumanEsophagusESCC3.26e-074.95e-010.1278
8609KLF7P20T-EHumanEsophagusESCC1.51e-123.01e-010.1124
8609KLF7P21T-EHumanEsophagusESCC7.36e-225.12e-010.1617
8609KLF7P22T-EHumanEsophagusESCC3.65e-061.36e-010.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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:00085446CervixCCepidermis development83/2311324/187233.91e-118.54e-0983
GO:00099137CervixCCepidermal cell differentiation53/2311202/187235.48e-083.25e-0653
GO:00163587CervixCCdendrite development58/2311243/187234.52e-071.76e-0558
GO:00456822CervixCCregulation of epidermis development22/231165/187235.56e-061.38e-0422
GO:00456042CervixCCregulation of epidermal cell differentiation20/231158/187231.07e-052.33e-0420
GO:00615647CervixCCaxon development89/2311467/187231.71e-053.27e-0489
GO:000974310CervixCCresponse to carbohydrate53/2311253/187237.02e-059.85e-0453
GO:003428410CervixCCresponse to monosaccharide48/2311225/187239.48e-051.25e-0348
GO:00308563CervixCCregulation of epithelial cell differentiation36/2311154/187231.02e-041.31e-0336
GO:00074097CervixCCaxonogenesis78/2311418/187231.14e-041.43e-0378
GO:000974610CervixCCresponse to hexose45/2311219/187233.73e-043.86e-0345
GO:00425939CervixCCglucose homeostasis50/2311258/187237.57e-046.76e-0350
GO:00335009CervixCCcarbohydrate homeostasis50/2311259/187238.28e-047.22e-0350
GO:00016788CervixCCcellular glucose homeostasis36/2311172/187239.65e-048.09e-0336
GO:00097499CervixCCresponse to glucose42/2311212/187231.23e-039.87e-0342
GO:00713229CervixCCcellular response to carbohydrate stimulus33/2311163/187232.71e-031.85e-0233
GO:00713338CervixCCcellular response to glucose stimulus31/2311151/187232.86e-031.91e-0231
GO:00488135CervixCCdendrite morphogenesis30/2311146/187233.27e-032.13e-0230
GO:00713318CervixCCcellular response to hexose stimulus31/2311153/187233.53e-032.27e-0231
GO:00713268CervixCCcellular response to monosaccharide stimulus31/2311154/187233.90e-032.46e-0231
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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
KLF7COLCervixHSIL_HPVITGA3,CDH3,ITGB6, etc.2.59e-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.
KLF7DCColorectumADENPP2,MTSS1,RASSF5, etc.7.27e-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.
KLF7MACColorectumADENPP2,MTSS1,RASSF5, etc.1.21e-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.
KLF7BMEMColorectumADENPP2,MTSS1,RASSF5, etc.6.19e-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.
KLF7DCColorectumADJENPP2,MTSS1,RASSF5, etc.7.78e-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.
KLF7MACColorectumADJENPP2,MTSS1,RASSF5, etc.1.53e-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.
KLF7MACColorectumCRCENPP2,MTSS1,RASSF5, etc.4.07e-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.
KLF7DCColorectumCRCENPP2,MTSS1,RASSF5, etc.5.32e-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.
KLF7BNColorectumCRCENPP2,MTSS1,RASSF5, etc.1.58e-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.
KLF7MACColorectumFAPENPP2,MTSS1,RASSF5, etc.2.94e-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
KLF7SNVMissense_Mutationrs761995114c.637N>Ap.Glu213Lysp.E213KO75840protein_codingdeleterious(0.01)possibly_damaging(0.614)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KLF7SNVMissense_Mutationc.884N>Gp.Ala295Glyp.A295GO75840protein_codingdeleterious(0)probably_damaging(0.93)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KLF7SNVMissense_Mutationc.874G>Cp.Asp292Hisp.D292HO75840protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KLF7insertionIn_Frame_Insnovelc.16_17insTGAAAAATACTAGAAACAGTGATTGCCp.Ser6delinsMetLysAsnThrArgAsnSerAspCysArgp.S6delinsMKNTRNSDCRO75840protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
KLF7insertionIn_Frame_Insnovelc.738_739insTCCTCCTGTATTTACATGAATCAGCAGCTGTCTTCTACAGAGTATp.Glu246_Lys247insSerSerCysIleTyrMetAsnGlnGlnLeuSerSerThrGluTyrp.E246_K247insSSCIYMNQQLSSTEYO75840protein_codingTCGA-B6-A0IE-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
KLF7SNVMissense_Mutationrs199543928c.580N>Ap.Val194Ilep.V194IO75840protein_codingtolerated(0.33)benign(0)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KLF7SNVMissense_Mutationnovelc.136N>Ap.Glu46Lysp.E46KO75840protein_codingdeleterious(0)probably_damaging(0.996)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KLF7SNVMissense_Mutationc.659G>Ap.Arg220Hisp.R220HO75840protein_codingdeleterious(0)benign(0.139)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KLF7SNVMissense_Mutationc.41A>Gp.Gln14Argp.Q14RO75840protein_codingdeleterious(0.01)benign(0.051)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
KLF7SNVMissense_Mutationc.776N>Ap.Arg259Hisp.R259HO75840protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
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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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