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: KLF6

Gene summary for KLF6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLF6

Gene ID

1316

Gene nameKruppel like factor 6
Gene AliasBCD1
Cytomap10p15.2
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

D3GC14


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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
1316KLF6LN22HumanOral cavityOSCC7.60e-122.53e+000.1733
1316KLF6LN38HumanOral cavityOSCC7.38e-153.26e+000.168
1316KLF6LN46HumanOral cavityOSCC3.19e-373.30e+000.1666
1316KLF6LP15HumanOral cavityLP1.22e-122.98e+000.2174
1316KLF6LP17HumanOral cavityLP4.28e-112.11e+000.2349
1316KLF6EOLP-1HumanOral cavityEOLP3.78e-185.05e-01-0.0202
1316KLF6EOLP-2HumanOral cavityEOLP1.86e-043.50e-01-0.0203
1316KLF6NEOLP-2HumanOral cavityNEOLP2.72e-053.59e-01-0.0196
1316KLF6NEOLP-3HumanOral cavityNEOLP1.43e-134.05e-01-0.0191
1316KLF6SYSMH1HumanOral cavityOSCC4.16e-097.80e-010.1127
1316KLF6SYSMH2HumanOral cavityOSCC9.13e-512.70e+000.2326
1316KLF6SYSMH3HumanOral cavityOSCC6.79e-421.73e+000.2442
1316KLF6SYSMH4HumanOral cavityOSCC6.36e-108.32e-010.1226
1316KLF6SYSMH5HumanOral cavityOSCC3.05e-056.18e-010.0647
1316KLF6SYSMH6HumanOral cavityOSCC5.69e-292.02e+000.1275
1316KLF6GSM5252126_BPH283PrGF_ViaHumanProstateBPH3.50e-081.22e+00-0.1771
1316KLF6GSM5252127_BPH283PrSF_ViaHumanProstateBPH3.94e-046.25e-01-0.1453
1316KLF6GSM5252128_BPH327PrGF_ViaHumanProstateBPH3.27e-341.82e+00-0.1688
1316KLF6GSM5252129_BPH327PrSF_ViaHumanProstateBPH2.77e-109.55e-01-0.1697
1316KLF6GSM5252130_BPH340PrGF_ViaHumanProstateBPH1.04e-076.85e-01-0.1972
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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
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
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:19031313BreastPrecancermononuclear cell differentiation43/1080426/187232.61e-043.84e-0343
GO:0030098BreastPrecancerlymphocyte differentiation36/1080374/187231.85e-031.81e-0236
GO:190313111BreastIDCmononuclear cell differentiation51/1434426/187239.81e-041.11e-0251
GO:19031312BreastDCISmononuclear cell differentiation51/1390426/187234.88e-046.40e-0351
GO:19031314CervixCCmononuclear cell differentiation76/2311426/187235.66e-045.42e-0376
GO:00300981CervixCClymphocyte differentiation63/2311374/187236.21e-033.52e-0263
GO:190313112CervixHSIL_HPVmononuclear cell differentiation29/737426/187233.10e-032.84e-0229
GO:0042113CervixHSIL_HPVB cell activation24/737334/187233.48e-033.14e-0224
GO:190313121CervixN_HPVmononuclear cell differentiation24/534426/187231.27e-031.40e-0224
GO:00421131CervixN_HPVB cell activation18/534334/187237.67e-034.96e-0218
GO:1903131ColorectumFAPmononuclear cell differentiation79/2622426/187235.00e-033.33e-0279
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00300984EsophagusESCClymphocyte differentiation192/8552374/187231.52e-024.93e-02192
GO:19031311LungIACmononuclear cell differentiation66/2061426/187232.63e-032.44e-0266
GO:19031316Oral cavityOSCCmononuclear cell differentiation210/7305426/187238.44e-069.02e-05210
GO:00300983Oral cavityOSCClymphocyte differentiation179/7305374/187232.74e-041.74e-03179
GO:190313114Oral cavityEOLPmononuclear cell differentiation88/2218426/187231.07e-073.61e-0688
GO:003009812Oral cavityEOLPlymphocyte differentiation76/2218374/187231.50e-063.55e-0576
GO:00421132Oral cavityEOLPB cell activation61/2218334/187233.68e-043.35e-0361
GO:190313122Oral cavityNEOLPmononuclear cell differentiation77/2005426/187232.80e-066.41e-0577
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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
KLF6BASSkinHealthyNEAT1,IRF2BP2,CEBPB, etc.2.01e-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
KLF6SNVMissense_Mutationc.240G>Cp.Lys80Asnp.K80NQ99612protein_codingtolerated(0.31)benign(0)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
KLF6SNVMissense_Mutationc.394G>Ap.Glu132Lysp.E132KQ99612protein_codingtolerated(0.22)benign(0.026)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KLF6SNVMissense_Mutationrs773677946c.736N>Ap.Glu246Lysp.E246KQ99612protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
KLF6SNVMissense_Mutationc.660N>Ap.His220Glnp.H220QQ99612protein_codingdeleterious(0)probably_damaging(0.982)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KLF6SNVMissense_Mutationc.347N>Gp.Ser116Cysp.S116CQ99612protein_codingtolerated(0.11)benign(0.01)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KLF6SNVMissense_Mutationnovelc.269N>Ap.Leu90Hisp.L90HQ99612protein_codingtolerated(0.21)benign(0.174)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
KLF6SNVMissense_Mutationrs773677946c.736N>Ap.Glu246Lysp.E246KQ99612protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CK-4952-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
KLF6SNVMissense_Mutationc.392G>Ap.Gly131Aspp.G131DQ99612protein_codingtolerated(0.17)benign(0.343)TCGA-AG-A026-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
KLF6SNVMissense_Mutationrs753610916c.232N>Ap.Glu78Lysp.E78KQ99612protein_codingtolerated(0.29)benign(0)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
KLF6SNVMissense_Mutationnovelc.590N>Tp.Arg197Metp.R197MQ99612protein_codingdeleterious(0)probably_damaging(0.928)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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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