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: KLF12

Gene summary for KLF12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLF12

Gene ID

11278

Gene nameKruppel like factor 12
Gene AliasAP-2rep
Cytomap13q22.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q8WWI3


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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
11278KLF12A015-C-002HumanColorectumFAP6.44e-09-4.56e-01-0.0763
11278KLF12A001-C-203HumanColorectumFAP2.43e-03-9.28e-02-0.0481
11278KLF12A002-C-116HumanColorectumFAP4.45e-16-4.46e-01-0.0452
11278KLF12A014-C-008HumanColorectumFAP1.25e-08-4.74e-01-0.191
11278KLF12A018-E-020HumanColorectumFAP4.06e-13-4.02e-01-0.2034
11278KLF12F034HumanColorectumFAP6.84e-12-3.59e-01-0.0665
11278KLF12F072BHumanColorectumFAP1.04e-15-5.07e-010.257
11278KLF12CRC-3-11773HumanColorectumCRC1.23e-28-5.90e-010.2564
11278KLF12NAFLD1HumanLiverNAFLD3.06e-171.36e+00-0.04
11278KLF12S41HumanLiverCirrhotic4.10e-077.78e-01-0.0343
11278KLF12S43HumanLiverCirrhotic3.64e-02-2.10e-01-0.0187
11278KLF12HCC1_MengHumanLiverHCC1.40e-16-2.42e-010.0246
11278KLF12HCC2_MengHumanLiverHCC2.87e-05-2.64e-010.0107
11278KLF12cirrhotic1HumanLiverCirrhotic4.50e-06-2.57e-010.0202
11278KLF12cirrhotic2HumanLiverCirrhotic5.89e-06-2.53e-010.0201
11278KLF12HCC1HumanLiverHCC2.01e-043.63e+000.5336
11278KLF12HCC2HumanLiverHCC7.11e-062.47e+000.5341
11278KLF12Pt13.aHumanLiverHCC2.38e-02-2.14e-010.021
11278KLF12Pt13.bHumanLiverHCC2.09e-09-1.40e-010.0251
11278KLF12Pt14.dHumanLiverHCC4.57e-03-2.11e-010.0143
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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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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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
KLF12CD8TEXINTBreastADJTRIB2,GIMAP5,TCF7, etc.7.84e-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.
KLF12CD8TEFFBreastADJTRIB2,GIMAP5,TCF7, etc.1.45e-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.
KLF12CD4TNBreastDCISTRIB2,GIMAP5,TCF7, 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.
KLF12CD8TEXINTBreastHealthyTRIB2,GIMAP5,TCF7, etc.1.34e-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.
KLF12TREGBreastHealthyTRIB2,GIMAP5,TCF7, etc.4.77e-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.
KLF12CD4TNBreastIDCTRIB2,GIMAP5,TCF7, etc.1.06e-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.
KLF12CD8TEXINTBreastIDCTRIB2,GIMAP5,TCF7, etc.6.09e-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.
KLF12KERCervixCCLHFPL6,ARHGAP15,STAT4, etc.2.06e-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.
KLF12BASCervixHSIL_HPVLHFPL6,ARHGAP15,STAT4, etc.1.55e-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.
KLF12BASCervixN_HPVLHFPL6,ARHGAP15,STAT4, etc.1.79e-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
KLF12SNVMissense_Mutationnovelc.1054N>Ap.Glu352Lysp.E352KQ9Y4X4protein_codingdeleterious(0.01)benign(0.048)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
KLF12SNVMissense_Mutationrs762948057c.44C>Tp.Thr15Ilep.T15IQ9Y4X4protein_codingtolerated_low_confidence(0.19)benign(0)TCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
KLF12SNVMissense_Mutationnovelc.964G>Cp.Glu322Glnp.E322QQ9Y4X4protein_codingdeleterious(0.05)possibly_damaging(0.607)TCGA-BH-A28O-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
KLF12insertionFrame_Shift_Insnovelc.907_908insCGGTAAAACATGGCTCACAGCAAGCAAGTCCAGTCCAp.Gln303ProfsTer17p.Q303Pfs*17Q9Y4X4protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
KLF12SNVMissense_Mutationrs375091947c.634N>Ap.Val212Metp.V212MQ9Y4X4protein_codingdeleterious(0.03)benign(0.178)TCGA-VS-A8QA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KLF12SNVMissense_Mutationnovelc.452N>Tp.Ser151Phep.S151FQ9Y4X4protein_codingdeleterious(0)possibly_damaging(0.462)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
KLF12SNVMissense_Mutationc.1156N>Gp.Phe386Valp.F386VQ9Y4X4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KLF12SNVMissense_Mutationnovelc.389N>Cp.Ile130Thrp.I130TQ9Y4X4protein_codingtolerated(0.22)possibly_damaging(0.84)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
KLF12SNVMissense_Mutationc.250N>Gp.Leu84Valp.L84VQ9Y4X4protein_codingdeleterious(0)possibly_damaging(0.899)TCGA-AA-3842-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicPD
KLF12SNVMissense_Mutationnovelc.1075N>Ap.Ala359Thrp.A359TQ9Y4X4protein_codingdeleterious(0.02)benign(0.221)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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