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:00485457LiverNAFLDresponse to steroid hormone75/1882339/187233.44e-111.12e-0875
GO:00316677LiverNAFLDresponse to nutrient levels85/1882474/187238.23e-087.09e-0685
GO:00434346LiverNAFLDresponse to peptide hormone76/1882414/187231.51e-071.09e-0576
GO:00092596LiverNAFLDribonucleotide metabolic process72/1882385/187231.51e-071.09e-0572
GO:00196936LiverNAFLDribose phosphate metabolic process73/1882396/187232.23e-071.53e-0573
GO:00059965LiverNAFLDmonosaccharide metabolic process53/1882257/187232.89e-071.92e-0553
GO:00091177LiverNAFLDnucleotide metabolic process85/1882489/187233.31e-072.18e-0585
GO:00513846LiverNAFLDresponse to glucocorticoid36/1882148/187233.88e-072.52e-0536
GO:00620125LiverNAFLDregulation of small molecule metabolic process63/1882334/187236.55e-073.79e-0563
GO:00067537LiverNAFLDnucleoside phosphate metabolic process85/1882497/187236.69e-073.83e-0585
GO:00328685LiverNAFLDresponse to insulin53/1882264/187236.99e-073.95e-0553
GO:00060917LiverNAFLDgeneration of precursor metabolites and energy84/1882490/187237.03e-073.95e-0584
GO:00193185LiverNAFLDhexose metabolic process49/1882237/187237.41e-074.12e-0549
GO:00725217LiverNAFLDpurine-containing compound metabolic process74/1882416/187237.73e-074.27e-0574
GO:00091507LiverNAFLDpurine ribonucleotide metabolic process67/1882368/187231.10e-065.44e-0567
GO:00442623LiverNAFLDcellular carbohydrate metabolic process55/1882283/187231.27e-066.01e-0555
GO:00091857LiverNAFLDribonucleoside diphosphate metabolic process28/1882106/187231.29e-066.02e-0528
GO:0016051LiverNAFLDcarbohydrate biosynthetic process43/1882202/187231.55e-066.96e-0543
GO:00060065LiverNAFLDglucose metabolic process42/1882196/187231.70e-067.47e-0542
GO:00061637LiverNAFLDpurine nucleotide metabolic process70/1882396/187231.93e-068.23e-0570
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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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