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: PFKFB1

Gene summary for PFKFB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PFKFB1

Gene ID

5207

Gene name6-phosphofructo-2-kinase/fructose-2,6-biphosphatase 1
Gene AliasF6PK
CytomapXp11.21
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

I1Z9G4


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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
5207PFKFB1NAFLD1HumanLiverNAFLD2.13e-098.76e-01-0.04
5207PFKFB1S41HumanLiverCirrhotic2.43e-066.51e-01-0.0343
5207PFKFB1S43HumanLiverCirrhotic1.15e-05-1.42e-01-0.0187
5207PFKFB1HCC1_MengHumanLiverHCC6.78e-06-1.89e-010.0246
5207PFKFB1HCC2_MengHumanLiverHCC2.30e-06-1.90e-010.0107
5207PFKFB1cirrhotic1HumanLiverCirrhotic2.33e-07-1.90e-010.0202
5207PFKFB1cirrhotic2HumanLiverCirrhotic5.01e-07-1.90e-010.0201
5207PFKFB1Pt13.aHumanLiverHCC1.20e-04-1.85e-010.021
5207PFKFB1Pt14.dHumanLiverHCC6.64e-04-1.80e-010.0143
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00319606LiverNAFLDresponse to corticosteroid37/1882167/187233.03e-061.23e-0437
GO:00061093LiverNAFLDregulation of carbohydrate metabolic process38/1882178/187235.71e-062.04e-0438
GO:00091357LiverNAFLDpurine nucleoside diphosphate metabolic process26/1882103/187237.51e-062.55e-0426
GO:00091797LiverNAFLDpurine ribonucleoside diphosphate metabolic process26/1882103/187237.51e-062.55e-0426
GO:00060907LiverNAFLDpyruvate metabolic process26/1882106/187231.31e-053.93e-0426
GO:0046364LiverNAFLDmonosaccharide biosynthetic process22/188282/187231.31e-053.93e-0422
GO:0019319LiverNAFLDhexose biosynthetic process21/188278/187231.93e-055.52e-0421
GO:00460317LiverNAFLDADP metabolic process23/188290/187232.00e-055.64e-0423
GO:00163115LiverNAFLDdephosphorylation69/1882417/187232.27e-056.23e-0469
GO:00091327LiverNAFLDnucleoside diphosphate metabolic process28/1882124/187233.22e-058.40e-0428
GO:0006094LiverNAFLDgluconeogenesis20/188275/187233.52e-058.95e-0420
GO:00060967LiverNAFLDglycolytic process21/188281/187233.58e-059.07e-0421
GO:00311003LiverNAFLDanimal organ regeneration20/188276/187234.33e-051.06e-0320
GO:00067577LiverNAFLDATP generation from ADP21/188282/187234.37e-051.06e-0321
GO:00106753LiverNAFLDregulation of cellular carbohydrate metabolic process31/1882146/187234.47e-051.08e-0331
GO:00336747LiverNAFLDpositive regulation of kinase activity74/1882467/187235.16e-051.19e-0374
GO:00160526LiverNAFLDcarbohydrate catabolic process32/1882154/187235.29e-051.21e-0332
GO:00466837LiverNAFLDresponse to organophosphorus28/1882131/187239.05e-051.82e-0328
GO:00109063LiverNAFLDregulation of glucose metabolic process26/1882119/187231.09e-042.13e-0326
GO:00061657LiverNAFLDnucleoside diphosphate phosphorylation22/188299/187232.77e-044.46e-0322
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041528LiverNAFLDAMPK signaling pathway28/1043121/84656.26e-049.78e-037.88e-0328
hsa0492210LiverNAFLDGlucagon signaling pathway24/1043107/84652.33e-032.46e-021.99e-0224
hsa0415211LiverNAFLDAMPK signaling pathway28/1043121/84656.26e-049.78e-037.88e-0328
hsa0492211LiverNAFLDGlucagon signaling pathway24/1043107/84652.33e-032.46e-021.99e-0224
hsa0415221LiverCirrhoticAMPK signaling pathway49/2530121/84657.90e-032.74e-021.69e-0249
hsa0492221LiverCirrhoticGlucagon signaling pathway43/2530107/84651.42e-024.35e-022.68e-0243
hsa0415231LiverCirrhoticAMPK signaling pathway49/2530121/84657.90e-032.74e-021.69e-0249
hsa0492231LiverCirrhoticGlucagon signaling pathway43/2530107/84651.42e-024.35e-022.68e-0243
hsa0415241LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
hsa0492241LiverHCCGlucagon signaling pathway64/4020107/84656.70e-031.87e-021.04e-0264
hsa0415251LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
hsa0492251LiverHCCGlucagon signaling pathway64/4020107/84656.70e-031.87e-021.04e-0264
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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
∗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
PFKFB1SNVMissense_Mutationnovelc.1212C>Ap.Phe404Leup.F404LP16118protein_codingpossibly_damaging(0.497)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PFKFB1SNVMissense_Mutationc.569T>Cp.Leu190Prop.L190PP16118protein_codingpossibly_damaging(0.68)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PFKFB1SNVMissense_Mutationrs745575470c.1100N>Gp.Ser367Cysp.S367CP16118protein_codingprobably_damaging(1)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
PFKFB1SNVMissense_Mutationrs747113593c.418N>Tp.Arg140Trpp.R140WP16118protein_codingprobably_damaging(1)TCGA-JW-A5VH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
PFKFB1SNVMissense_Mutationrs147029348c.992N>Tp.Ala331Valp.A331VP16118protein_codingbenign(0.12)TCGA-VS-A9UZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PFKFB1SNVMissense_Mutationrs150213595c.122N>Tp.Ser41Phep.S41FP16118protein_codingbenign(0.054)TCGA-A6-3810-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PFKFB1SNVMissense_Mutationc.1092G>Tp.Lys364Asnp.K364NP16118protein_codingbenign(0.035)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PFKFB1SNVMissense_Mutationc.1373G>Ap.Arg458Glnp.R458QP16118protein_codingpossibly_damaging(0.514)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PFKFB1SNVMissense_Mutationrs771700798c.1075C>Tp.Arg359Cysp.R359CP16118protein_codingbenign(0.279)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PFKFB1SNVMissense_Mutationnovelc.1352N>Tp.Pro451Leup.P451LP16118protein_codingprobably_damaging(0.995)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<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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