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: KLF9

Gene summary for KLF9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KLF9

Gene ID

687

Gene nameKruppel like factor 9
Gene AliasBTEB
Cytomap9q21.12
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024R260


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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
687KLF9LZE24THumanEsophagusESCC2.62e-145.41e-010.0596
687KLF9P1T-EHumanEsophagusESCC1.08e-047.06e-020.0875
687KLF9P2T-EHumanEsophagusESCC9.78e-193.27e-010.1177
687KLF9P4T-EHumanEsophagusESCC2.33e-041.38e-010.1323
687KLF9P5T-EHumanEsophagusESCC1.18e-04-1.13e-010.1327
687KLF9P8T-EHumanEsophagusESCC2.81e-081.04e-010.0889
687KLF9P9T-EHumanEsophagusESCC3.33e-031.37e-010.1131
687KLF9P10T-EHumanEsophagusESCC1.67e-13-8.39e-020.116
687KLF9P11T-EHumanEsophagusESCC3.55e-073.65e-010.1426
687KLF9P12T-EHumanEsophagusESCC6.53e-224.66e-010.1122
687KLF9P16T-EHumanEsophagusESCC1.75e-11-6.37e-020.1153
687KLF9P19T-EHumanEsophagusESCC2.67e-025.70e-010.1662
687KLF9P20T-EHumanEsophagusESCC3.31e-031.21e-010.1124
687KLF9P23T-EHumanEsophagusESCC4.36e-093.99e-010.108
687KLF9P24T-EHumanEsophagusESCC9.50e-121.38e-010.1287
687KLF9P26T-EHumanEsophagusESCC1.11e-191.51e-010.1276
687KLF9P27T-EHumanEsophagusESCC4.35e-222.92e-010.1055
687KLF9P28T-EHumanEsophagusESCC3.49e-061.04e-020.1149
687KLF9P30T-EHumanEsophagusESCC2.81e-045.58e-010.137
687KLF9P32T-EHumanEsophagusESCC1.98e-091.29e-010.1666
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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
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
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:009730518ProstateTumorresponse to alcohol68/3246253/187239.02e-058.88e-0468
GO:001083714ProstateTumorregulation of keratinocyte proliferation15/324635/187233.66e-042.86e-0315
GO:004361611ProstateTumorkeratinocyte proliferation16/324646/187233.34e-031.73e-0216
GO:009730611ProstateTumorcellular response to alcohol27/324693/187233.59e-031.85e-0227
GO:0010839ProstateTumornegative regulation of keratinocyte proliferation7/324614/187235.15e-032.48e-027
GO:00970663ProstateTumorresponse to thyroid hormone10/324626/187238.67e-033.76e-0210
GO:004854530ThyroidHTresponse to steroid hormone54/1272339/187233.80e-093.52e-0754
GO:005138426ThyroidHTresponse to glucocorticoid29/1272148/187231.95e-071.02e-0529
GO:003196026ThyroidHTresponse to corticosteroid31/1272167/187232.67e-071.28e-0531
GO:007138327ThyroidHTcellular response to steroid hormone stimulus34/1272204/187231.00e-063.99e-0534
GO:007138515ThyroidHTcellular response to glucocorticoid stimulus15/127256/187233.21e-061.10e-0415
GO:000762324ThyroidHTcircadian rhythm33/1272210/187235.38e-061.66e-0433
GO:00970673ThyroidHTcellular response to thyroid hormone stimulus8/127217/187236.20e-061.86e-048
GO:007138416ThyroidHTcellular response to corticosteroid stimulus15/127261/187231.01e-052.77e-0415
GO:004851120ThyroidHTrhythmic process41/1272298/187231.26e-053.27e-0441
GO:00970664ThyroidHTresponse to thyroid hormone9/127226/187233.25e-056.90e-049
GO:190165426ThyroidHTresponse to ketone29/1272194/187235.04e-059.95e-0429
GO:009730527ThyroidHTresponse to alcohol33/1272253/187232.37e-043.34e-0333
GO:005067320ThyroidHTepithelial cell proliferation48/1272437/187236.86e-047.77e-0348
GO:005067820ThyroidHTregulation of epithelial cell proliferation43/1272381/187237.38e-048.23e-0343
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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
KLF9DCCervixADJADIRF,C1R,TM4SF1, etc.1.54e-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.
KLF9M1MACCervixHealthyADIRF,C1R,TM4SF1, etc.1.99e-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.
KLF9GDTOral cavityNEOLPGREM1,COL15A1,MXRA7, etc.1.92e-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.
KLF9pDCProstateBPHC11orf96,ADAMTS4,ZNF430, etc.2.09e-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.
KLF9pDCProstateHealthyC11orf96,ADAMTS4,ZNF430, etc.2.57e-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.
KLF9pDCProstateTumorC11orf96,ADAMTS4,ZNF430, etc.1.15e-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
KLF9deletionIn_Frame_Delnovelc.557_571delNNNNNNNNNNNNNNNp.Arg186_Thr191delinsProp.R186_T191delinsPQ13886protein_codingTCGA-A2-A0CS-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
KLF9deletionIn_Frame_Delnovelc.557_571delGCTCAGACGAGCTGAp.Arg186_Thr191delinsProp.R186_T191delinsPQ13886protein_codingTCGA-E2-A15M-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
KLF9SNVMissense_Mutationrs867125164c.290N>Tp.Ser97Ilep.S97IQ13886protein_codingtolerated(0.13)benign(0.017)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KLF9SNVMissense_Mutationc.293A>Cp.Asp98Alap.D98AQ13886protein_codingtolerated(1)benign(0.003)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
KLF9SNVMissense_Mutationnovelc.265C>Tp.Pro89Serp.P89SQ13886protein_codingtolerated(0.52)benign(0)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KLF9SNVMissense_Mutationnovelc.506N>Cp.Gly169Alap.G169AQ13886protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KLF9SNVMissense_Mutationc.266N>Tp.Pro89Leup.P89LQ13886protein_codingtolerated(0.66)benign(0.001)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
KLF9SNVMissense_Mutationnovelc.467N>Cp.Lys156Thrp.K156TQ13886protein_codingdeleterious(0.04)possibly_damaging(0.456)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
KLF9deletionFrame_Shift_Delc.713delNp.Lys238ArgfsTer32p.K238Rfs*32Q13886protein_codingTCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
KLF9SNVMissense_Mutationnovelc.190N>Ap.Ala64Thrp.A64TQ13886protein_codingdeleterious(0)probably_damaging(0.967)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<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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