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: PFKFB3

Gene summary for PFKFB3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PFKFB3

Gene ID

5209

Gene name6-phosphofructo-2-kinase/fructose-2,6-biphosphatase 3
Gene AliasIPFK2
Cytomap10p15.1
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

B7Z8A0


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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
5209PFKFB3P128T-EHumanEsophagusESCC9.46e-101.52e-010.1241
5209PFKFB3P130T-EHumanEsophagusESCC1.15e-126.05e-010.1676
5209PFKFB3C04HumanOral cavityOSCC1.84e-219.38e-010.2633
5209PFKFB3C21HumanOral cavityOSCC1.69e-063.02e-010.2678
5209PFKFB3C30HumanOral cavityOSCC5.76e-301.11e+000.3055
5209PFKFB3C38HumanOral cavityOSCC2.48e-035.94e-010.172
5209PFKFB3C43HumanOral cavityOSCC1.65e-176.97e-010.1704
5209PFKFB3C46HumanOral cavityOSCC2.80e-116.86e-010.1673
5209PFKFB3C51HumanOral cavityOSCC6.95e-055.67e-010.2674
5209PFKFB3C57HumanOral cavityOSCC2.14e-073.81e-010.1679
5209PFKFB3C06HumanOral cavityOSCC1.03e-071.36e+000.2699
5209PFKFB3C09HumanOral cavityOSCC6.36e-227.26e-010.1431
5209PFKFB3LN22HumanOral cavityOSCC1.63e-037.08e-010.1733
5209PFKFB3LN46HumanOral cavityOSCC6.00e-382.32e+000.1666
5209PFKFB3LP15HumanOral cavityLP6.55e-071.15e+000.2174
5209PFKFB3EOLP-1HumanOral cavityEOLP3.87e-093.91e-01-0.0202
5209PFKFB3NEOLP-1HumanOral cavityNEOLP2.81e-094.11e-01-0.0194
5209PFKFB3NEOLP-3HumanOral cavityNEOLP1.41e-022.03e-01-0.0191
5209PFKFB3SYSMH1HumanOral cavityOSCC2.12e-042.51e-010.1127
5209PFKFB3SYSMH2HumanOral cavityOSCC1.92e-052.07e-010.2326
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:00163119Oral cavityOSCCdephosphorylation220/7305417/187236.33e-091.34e-07220
GO:00059968Oral cavityOSCCmonosaccharide metabolic process129/7305257/187231.63e-041.13e-03129
GO:00193188Oral cavityOSCChexose metabolic process118/7305237/187234.53e-042.73e-03118
GO:00442625Oral cavityOSCCcellular carbohydrate metabolic process130/7305283/187239.98e-033.49e-02130
GO:000599613Oral cavityLPmonosaccharide metabolic process86/4623257/187239.13e-047.79e-0386
GO:001931813Oral cavityLPhexose metabolic process78/4623237/187232.55e-031.80e-0278
GO:001631114Oral cavityEOLPdephosphorylation85/2218417/187233.19e-079.47e-0685
GO:001631122Oral cavityNEOLPdephosphorylation64/2005417/187231.98e-031.33e-0264
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0406620EndometriumAEHHIF-1 signaling pathway29/1197109/84654.23e-043.11e-032.27e-0329
hsa04066110EndometriumAEHHIF-1 signaling pathway29/1197109/84654.23e-043.11e-032.27e-0329
hsa0406624EndometriumEECHIF-1 signaling pathway29/1237109/84657.33e-045.13e-033.82e-0329
hsa0406634EndometriumEECHIF-1 signaling pathway29/1237109/84657.33e-045.13e-033.82e-0329
hsa0406629EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
hsa0415210EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa000512EsophagusESCCFructose and mannose metabolism24/420534/84651.09e-022.51e-021.29e-0224
hsa04066113EsophagusESCCHIF-1 signaling pathway75/4205109/84653.66e-051.68e-048.60e-0575
hsa0415213EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa0005111EsophagusESCCFructose and mannose metabolism24/420534/84651.09e-022.51e-021.29e-0224
hsa0406627Oral cavityOSCCHIF-1 signaling pathway68/3704109/84656.30e-052.48e-041.26e-0468
hsa041529Oral cavityOSCCAMPK signaling pathway71/3704121/84656.29e-041.86e-039.49e-0471
hsa04066112Oral cavityOSCCHIF-1 signaling pathway68/3704109/84656.30e-052.48e-041.26e-0468
hsa0415212Oral cavityOSCCAMPK signaling pathway71/3704121/84656.29e-041.86e-039.49e-0471
hsa0406628Oral cavityLPHIF-1 signaling pathway42/2418109/84651.52e-024.75e-023.06e-0242
hsa0406636Oral cavityLPHIF-1 signaling pathway42/2418109/84651.52e-024.75e-023.06e-0242
hsa0406643Oral cavityEOLPHIF-1 signaling pathway33/1218109/84651.48e-058.08e-054.76e-0533
hsa0406653Oral cavityEOLPHIF-1 signaling pathway33/1218109/84651.48e-058.08e-054.76e-0533
hsa0406661Oral cavityNEOLPHIF-1 signaling pathway27/1112109/84656.86e-043.58e-032.25e-0327
hsa0406671Oral cavityNEOLPHIF-1 signaling pathway27/1112109/84656.86e-043.58e-032.25e-0327
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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
PFKFB3SNVMissense_Mutationc.1504N>Ap.Ala502Thrp.A502TQ16875protein_codingbenign(0.006)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PFKFB3insertionIn_Frame_Insnovelc.376_377insATTTTAGATTCGGGTACATGTp.Ser126delinsAsnPheArgPheGlyTyrMetCysp.S126delinsNFRFGYMCQ16875protein_codingTCGA-A7-A0CG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PFKFB3insertionFrame_Shift_Insnovelc.378_379insATGTTTGTp.Tyr127MetfsTer27p.Y127Mfs*27Q16875protein_codingTCGA-A7-A0CG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PFKFB3insertionFrame_Shift_Insnovelc.133_134insCTCAGGCGCCCCTCTCTTTGTTTTTp.Leu45ProfsTer71p.L45Pfs*71Q16875protein_codingTCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
PFKFB3SNVMissense_Mutationc.363N>Cp.Leu121Phep.L121FQ16875protein_codingprobably_damaging(1)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PFKFB3SNVMissense_Mutationrs140784797c.701N>Ap.Arg234Glnp.R234QQ16875protein_codingbenign(0.048)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PFKFB3SNVMissense_Mutationrs750254792c.1507N>Ap.Ala503Thrp.A503TQ16875protein_codingbenign(0.009)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PFKFB3SNVMissense_Mutationc.1213N>Cp.Val405Leup.V405LQ16875protein_codingprobably_damaging(0.998)TCGA-CI-6619-01Colorectumrectum adenocarcinomaMale<65III/IVUnknownUnknownSD
PFKFB3SNVMissense_Mutationnovelc.467A>Cp.Lys156Thrp.K156TQ16875protein_codingbenign(0.031)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PFKFB3SNVMissense_Mutationrs753664642c.742N>Tp.Arg248Cysp.R248CQ16875protein_codingprobably_damaging(0.965)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
5209PFKFB3ENZYME, KINASEinhibitor381118835
5209PFKFB3ENZYME, KINASEINGAP peptide15492571
5209PFKFB3ENZYME, KINASEinhibitor336446948
5209PFKFB3ENZYME, KINASEPFK-158
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