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: KLF3

Gene summary for KLF3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLF3

Gene ID

51274

Gene nameKruppel like factor 3
Gene AliasBKLF
Cytomap4p14
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A024R9T8


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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
51274KLF3HTA11_3410_2000001011HumanColorectumAD3.95e-08-4.48e-010.0155
51274KLF3HTA11_347_2000001011HumanColorectumAD6.26e-085.42e-01-0.1954
51274KLF3HTA11_411_2000001011HumanColorectumSER3.49e-039.36e-01-0.2602
51274KLF3HTA11_99999974143_84620HumanColorectumMSS1.44e-05-3.26e-010.3005
51274KLF3A015-C-203HumanColorectumFAP1.06e-23-3.81e-01-0.1294
51274KLF3A015-C-204HumanColorectumFAP4.96e-04-2.67e-01-0.0228
51274KLF3A002-C-201HumanColorectumFAP5.45e-07-2.50e-010.0324
51274KLF3A001-C-119HumanColorectumFAP9.37e-04-3.58e-01-0.1557
51274KLF3A001-C-108HumanColorectumFAP3.52e-07-2.09e-01-0.0272
51274KLF3A002-C-205HumanColorectumFAP1.26e-15-3.83e-01-0.1236
51274KLF3A015-C-006HumanColorectumFAP6.04e-10-3.17e-01-0.0994
51274KLF3A015-C-106HumanColorectumFAP1.48e-03-1.70e-01-0.0511
51274KLF3A002-C-114HumanColorectumFAP3.76e-14-3.73e-01-0.1561
51274KLF3A015-C-104HumanColorectumFAP6.08e-22-3.49e-01-0.1899
51274KLF3A001-C-014HumanColorectumFAP1.53e-11-3.05e-010.0135
51274KLF3A002-C-016HumanColorectumFAP2.93e-15-3.88e-010.0521
51274KLF3A015-C-002HumanColorectumFAP3.41e-09-4.41e-01-0.0763
51274KLF3A001-C-203HumanColorectumFAP8.60e-04-1.79e-01-0.0481
51274KLF3A002-C-116HumanColorectumFAP1.43e-25-4.34e-01-0.0452
51274KLF3A014-C-008HumanColorectumFAP2.03e-10-4.03e-01-0.191
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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
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
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:1901653ColorectumADcellular response to peptide114/3918359/187238.32e-072.88e-05114
GO:19016531ColorectumSERcellular response to peptide83/2897359/187238.03e-051.77e-0383
GO:19016532ColorectumMSScellular response to peptide91/3467359/187237.38e-047.88e-0391
GO:19016533ColorectumFAPcellular response to peptide89/2622359/187232.93e-082.64e-0689
GO:19016534ColorectumCRCcellular response to peptide64/2078359/187238.54e-051.75e-0364
GO:190165319EsophagusESCCcellular response to peptide208/8552359/187231.68e-062.01e-05208
GO:190165311LiverCirrhoticcellular response to peptide129/4634359/187231.23e-062.49e-05129
GO:190165321LiverHCCcellular response to peptide211/7958359/187232.86e-109.63e-09211
GO:190165316Oral cavityOSCCcellular response to peptide194/7305359/187234.31e-099.57e-08194
GO:190165317Oral cavityLPcellular response to peptide122/4623359/187234.22e-056.10e-04122
GO:190165323Oral cavityEOLPcellular response to peptide85/2218359/187232.06e-102.06e-0885
GO:190165310ProstateBPHcellular response to peptide104/3107359/187232.51e-091.00e-07104
GO:190165315ProstateTumorcellular response to peptide104/3246359/187232.71e-088.90e-07104
GO:190165320SkinAKcellular response to peptide61/1910359/187234.60e-057.21e-0461
GO:1901653110SkincSCCcellular response to peptide124/4864359/187231.75e-041.49e-03124
GO:1901653111ThyroidPTCcellular response to peptide169/5968359/187239.81e-102.89e-08169
GO:190165325ThyroidATCcellular response to peptide173/6293359/187235.87e-091.28e-07173
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05202ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa052021ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa052027ProstateBPHTranscriptional misregulation in cancer53/1718193/84659.56e-032.92e-021.81e-0253
hsa0520212ProstateBPHTranscriptional misregulation in cancer53/1718193/84659.56e-032.92e-021.81e-0253
hsa0520221ProstateTumorTranscriptional misregulation in cancer59/1791193/84651.22e-035.26e-033.26e-0359
hsa0520231ProstateTumorTranscriptional misregulation in cancer59/1791193/84651.22e-035.26e-033.26e-0359
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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
KLF3INMONEsophagusADJDVL1,PWAR6,RP5-1021I20.1, etc.5.15e-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.
KLF3DUCT1PancreasPDACAC015912.3,SNHG17,CCDC68, etc.6.33e-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.
KLF3CD8TEXPStomachGCSELL,AES,CD55, etc.1.60e-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
KLF3SNVMissense_Mutationrs773018621c.967N>Tp.Pro323Serp.P323SP57682protein_codingtolerated(0.06)possibly_damaging(0.613)TCGA-B6-A0I9-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
KLF3SNVMissense_Mutationc.130N>Ap.Glu44Lysp.E44KP57682protein_codingtolerated(0.42)benign(0.003)TCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
KLF3insertionFrame_Shift_Insnovelc.404_405insCTCCAGCCTGAGTAACAGTGAGACCCTATCTCAAAp.Ile136SerfsTer61p.I136Sfs*61P57682protein_codingTCGA-BH-A0DP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
KLF3insertionNonsense_Mutationnovelc.391_392insAAGTGTCTGAATATGGTAGCAACTGAGCAATAAGGATTTTATp.Leu131delinsGlnValSerGluTyrGlySerAsnTerAlaIleArgIleLeuPhep.L131delinsQVSEYGSN*AIRILFP57682protein_codingTCGA-BH-A0HU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
KLF3deletionFrame_Shift_Delnovelc.85delNp.Met29Terp.M29*P57682protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
KLF3SNVMissense_Mutationrs183262895c.770N>Ap.Arg257Glnp.R257QP57682protein_codingdeleterious(0)probably_damaging(0.982)TCGA-C5-A7CH-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificSD
KLF3SNVMissense_Mutationc.1022G>Ap.Arg341Hisp.R341HP57682protein_codingdeleterious(0)benign(0.073)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
KLF3SNVMissense_Mutationc.769C>Tp.Arg257Trpp.R257WP57682protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3814-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
KLF3SNVMissense_Mutationnovelc.1010N>Gp.Leu337Argp.L337RP57682protein_codingdeleterious(0)benign(0.211)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
KLF3SNVMissense_Mutationc.1022N>Ap.Arg341Hisp.R341HP57682protein_codingdeleterious(0)benign(0.073)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=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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