Identification of Potential Biomarkers and Small Molecule Drugs for Bisphosphonate-Related Osteonecrosis of the Jaw (BRONJ): An Integrated Bioinformatics Study Using Big Data
被引:4
作者:
Balachandran, Kumarendran
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机构:
Univ Kebangsaan Malaysia, Fac Dent, Dept Craniofacial Diagnost & Biosci, Jalan Raja Muda Abdul Aziz, Kuala Lumpur 50300, MalaysiaUniv Kebangsaan Malaysia, Fac Dent, Dept Craniofacial Diagnost & Biosci, Jalan Raja Muda Abdul Aziz, Kuala Lumpur 50300, Malaysia
Balachandran, Kumarendran
[1
]
Ramli, Roszalina
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机构:
Univ Kebangsaan Malaysia, Fac Dent, Dept Oral & Maxillofacial Surg, Kuala Lumpur 50300, MalaysiaUniv Kebangsaan Malaysia, Fac Dent, Dept Craniofacial Diagnost & Biosci, Jalan Raja Muda Abdul Aziz, Kuala Lumpur 50300, Malaysia
Ramli, Roszalina
[2
]
Karsani, Saiful Anuar
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机构:
Univ Malaya, Inst Biol Sci, Fac Sci, Kuala Lumpur 50603, MalaysiaUniv Kebangsaan Malaysia, Fac Dent, Dept Craniofacial Diagnost & Biosci, Jalan Raja Muda Abdul Aziz, Kuala Lumpur 50300, Malaysia
Karsani, Saiful Anuar
[3
]
Rahman, Mariati Abdul
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机构:
Univ Kebangsaan Malaysia, Fac Dent, Dept Craniofacial Diagnost & Biosci, Jalan Raja Muda Abdul Aziz, Kuala Lumpur 50300, MalaysiaUniv Kebangsaan Malaysia, Fac Dent, Dept Craniofacial Diagnost & Biosci, Jalan Raja Muda Abdul Aziz, Kuala Lumpur 50300, Malaysia
Rahman, Mariati Abdul
[1
]
机构:
[1] Univ Kebangsaan Malaysia, Fac Dent, Dept Craniofacial Diagnost & Biosci, Jalan Raja Muda Abdul Aziz, Kuala Lumpur 50300, Malaysia
[2] Univ Kebangsaan Malaysia, Fac Dent, Dept Oral & Maxillofacial Surg, Kuala Lumpur 50300, Malaysia
[3] Univ Malaya, Inst Biol Sci, Fac Sci, Kuala Lumpur 50603, Malaysia
bisphosphonate-related osteonecrosis of the jaw;
bioinformatics;
gene expression;
molecular target;
MULTIPLE-MYELOMA;
VALIDATION;
D O I:
10.3390/ijms24108635
中图分类号:
Q5 [生物化学];
Q7 [分子生物学];
学科分类号:
071010 ;
081704 ;
摘要:
This study aimed to identify potential molecular mechanisms and therapeutic targets for bisphosphonate-related osteonecrosis of the jaw (BRONJ), a rare but serious side effect of bisphosphonate therapy. This study analyzed a microarray dataset (GSE7116) of multiple myeloma patients with BRONJ (n = 11) and controls (n = 10), and performed gene ontology, a pathway enrichment analysis, and a protein-protein interaction network analysis. A total of 1481 differentially expressed genes were identified, including 381 upregulated and 1100 downregulated genes, with enriched functions and pathways related to apoptosis, RNA splicing, signaling pathways, and lipid metabolism. Seven hub genes (FN1, TNF, JUN, STAT3, ACTB, GAPDH, and PTPRC) were also identified using the cytoHubba plugin in Cytoscape. This study further screened small-molecule drugs using CMap and verified the results using molecular docking methods. This study identified 3-(5-(4-(Cyclopentyloxy)-2-hydroxybenzoyl)-2-((3-hydroxybenzo[d]isoxazol-6-yl) methoxy) phenyl) propanoic acid as a potential drug treatment and prognostic marker for BRONJ. The findings of this study provide reliable molecular insight for biomarker validation and potential drug development for the screening, diagnosis, and treatment of BRONJ. Further research is needed to validate these findings and develop an effective biomarker for BRONJ.
机构:
Queens Univ Belfast, Patrick G Johnston Ctr Canc Res PGJCCR, Belfast, Antrim, North IrelandQueens Univ Belfast, Patrick G Johnston Ctr Canc Res PGJCCR, Belfast, Antrim, North Ireland
Al Barashdi, Maryam Ahmed
Ali, Ahlam
论文数: 0引用数: 0
h-index: 0
机构:
Queens Univ Belfast, Patrick G Johnston Ctr Canc Res PGJCCR, Belfast, Antrim, North IrelandQueens Univ Belfast, Patrick G Johnston Ctr Canc Res PGJCCR, Belfast, Antrim, North Ireland
Ali, Ahlam
McMullin, Mary Frances
论文数: 0引用数: 0
h-index: 0
机构:
Belfast City Hosp, Haematol, Belfast, Antrim, North IrelandQueens Univ Belfast, Patrick G Johnston Ctr Canc Res PGJCCR, Belfast, Antrim, North Ireland
机构:
Dana Dwek Childrens Hosp, Dept Pediat Orthoped, Tel Aviv, Israel
Tel Aviv Univ, Sackler Fac Med, Tel Aviv, IsraelPrinceton Univ, Dept Mol Biol, Princeton, NJ 08544 USA
Wientroub, S.
Ovadia, D.
论文数: 0引用数: 0
h-index: 0
机构:
Dana Dwek Childrens Hosp, Dept Pediat Orthoped, Tel Aviv, Israel
Tel Aviv Univ, Sackler Fac Med, Tel Aviv, IsraelPrinceton Univ, Dept Mol Biol, Princeton, NJ 08544 USA
机构:
Clin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, ItalyClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
Castelletti, Federica
Donadelli, Roberta
论文数: 0引用数: 0
h-index: 0
机构:
Clin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, ItalyClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
Donadelli, Roberta
Banterla, Federica
论文数: 0引用数: 0
h-index: 0
机构:
Clin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, ItalyClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
Banterla, Federica
Hildebrandt, Friedhelm
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Pediat, Ann Arbor, MI 48109 USA
Univ Michigan, Dept Human Genet, Ann Arbor, MI 48109 USAClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
Hildebrandt, Friedhelm
Zipfel, Peter F.
论文数: 0引用数: 0
h-index: 0
机构:
Hans Knoell Inst, Leibniz Inst Nat Prod Res & Infect Biol, Dept Infect Biol, D-07745 Jena, GermanyClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
Zipfel, Peter F.
Bresin, Elena
论文数: 0引用数: 0
h-index: 0
机构:
Clin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, ItalyClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
Bresin, Elena
Otto, Edgar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Pediat, Ann Arbor, MI 48109 USA
Univ Michigan, Dept Human Genet, Ann Arbor, MI 48109 USAClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
Otto, Edgar
Skerka, Christine
论文数: 0引用数: 0
h-index: 0
机构:
Hans Knoell Inst, Leibniz Inst Nat Prod Res & Infect Biol, Dept Infect Biol, D-07745 Jena, GermanyClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
Skerka, Christine
论文数: 引用数:
h-index:
机构:
Renieri, Alessandra
Todeschini, Marta
论文数: 0引用数: 0
h-index: 0
机构:
Clin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, ItalyClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
Todeschini, Marta
Caprioli, Jessica
论文数: 0引用数: 0
h-index: 0
机构:
Clin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, ItalyClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
机构:
Stanford Univ, Sch Med, Biomed Informat Training Program, Stanford, CA 94305 USAStanford Univ, Sch Med, Biomed Informat Training Program, Stanford, CA 94305 USA
Fernald, Guy Haskin
Capriotti, Emidio
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
Univ Balearic Isl, Dept Math & Comp Sci, Palma de Mallorca, SpainStanford Univ, Sch Med, Biomed Informat Training Program, Stanford, CA 94305 USA
Capriotti, Emidio
Daneshjou, Roxana
论文数: 0引用数: 0
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机构:Stanford Univ, Sch Med, Biomed Informat Training Program, Stanford, CA 94305 USA
Daneshjou, Roxana
Karczewski, Konrad J.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Sch Med, Biomed Informat Training Program, Stanford, CA 94305 USA
Stanford Univ, Dept Genet, Stanford, CA 94305 USAStanford Univ, Sch Med, Biomed Informat Training Program, Stanford, CA 94305 USA
Karczewski, Konrad J.
Altman, Russ B.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
Stanford Univ, Dept Genet, Stanford, CA 94305 USAStanford Univ, Sch Med, Biomed Informat Training Program, Stanford, CA 94305 USA
机构:
Ehime Univ, Dept Mol Pathol, Grad Sch Med, Toon City, Ehime 7910295, Japan
Ehime Univ Hosp, Dept Diagnost Pathol, Toon City, Ehime 7910295, JapanEhime Univ, Dept Mol Pathol, Grad Sch Med, Toon City, Ehime 7910295, Japan
Kitazawa, Riko
Imai, Yuuki
论文数: 0引用数: 0
h-index: 0
机构:
Ehime Univ, Div Integrat Pathophysiol, Proteosci Ctr, Grad Sch Med, Toon City, Ehime 7910295, JapanEhime Univ, Dept Mol Pathol, Grad Sch Med, Toon City, Ehime 7910295, Japan
Imai, Yuuki
Kitazawa, Sohei
论文数: 0引用数: 0
h-index: 0
机构:
Ehime Univ, Dept Mol Pathol, Grad Sch Med, Toon City, Ehime 7910295, JapanEhime Univ, Dept Mol Pathol, Grad Sch Med, Toon City, Ehime 7910295, Japan
机构:
Queens Univ Belfast, Patrick G Johnston Ctr Canc Res PGJCCR, Belfast, Antrim, North IrelandQueens Univ Belfast, Patrick G Johnston Ctr Canc Res PGJCCR, Belfast, Antrim, North Ireland
Al Barashdi, Maryam Ahmed
Ali, Ahlam
论文数: 0引用数: 0
h-index: 0
机构:
Queens Univ Belfast, Patrick G Johnston Ctr Canc Res PGJCCR, Belfast, Antrim, North IrelandQueens Univ Belfast, Patrick G Johnston Ctr Canc Res PGJCCR, Belfast, Antrim, North Ireland
Ali, Ahlam
McMullin, Mary Frances
论文数: 0引用数: 0
h-index: 0
机构:
Belfast City Hosp, Haematol, Belfast, Antrim, North IrelandQueens Univ Belfast, Patrick G Johnston Ctr Canc Res PGJCCR, Belfast, Antrim, North Ireland
机构:
Dana Dwek Childrens Hosp, Dept Pediat Orthoped, Tel Aviv, Israel
Tel Aviv Univ, Sackler Fac Med, Tel Aviv, IsraelPrinceton Univ, Dept Mol Biol, Princeton, NJ 08544 USA
Wientroub, S.
Ovadia, D.
论文数: 0引用数: 0
h-index: 0
机构:
Dana Dwek Childrens Hosp, Dept Pediat Orthoped, Tel Aviv, Israel
Tel Aviv Univ, Sackler Fac Med, Tel Aviv, IsraelPrinceton Univ, Dept Mol Biol, Princeton, NJ 08544 USA
机构:
Clin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, ItalyClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
Castelletti, Federica
Donadelli, Roberta
论文数: 0引用数: 0
h-index: 0
机构:
Clin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, ItalyClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
Donadelli, Roberta
Banterla, Federica
论文数: 0引用数: 0
h-index: 0
机构:
Clin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, ItalyClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
Banterla, Federica
Hildebrandt, Friedhelm
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Pediat, Ann Arbor, MI 48109 USA
Univ Michigan, Dept Human Genet, Ann Arbor, MI 48109 USAClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
Hildebrandt, Friedhelm
Zipfel, Peter F.
论文数: 0引用数: 0
h-index: 0
机构:
Hans Knoell Inst, Leibniz Inst Nat Prod Res & Infect Biol, Dept Infect Biol, D-07745 Jena, GermanyClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
Zipfel, Peter F.
Bresin, Elena
论文数: 0引用数: 0
h-index: 0
机构:
Clin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, ItalyClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
Bresin, Elena
Otto, Edgar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Pediat, Ann Arbor, MI 48109 USA
Univ Michigan, Dept Human Genet, Ann Arbor, MI 48109 USAClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
Otto, Edgar
Skerka, Christine
论文数: 0引用数: 0
h-index: 0
机构:
Hans Knoell Inst, Leibniz Inst Nat Prod Res & Infect Biol, Dept Infect Biol, D-07745 Jena, GermanyClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
Skerka, Christine
论文数: 引用数:
h-index:
机构:
Renieri, Alessandra
Todeschini, Marta
论文数: 0引用数: 0
h-index: 0
机构:
Clin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, ItalyClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
Todeschini, Marta
Caprioli, Jessica
论文数: 0引用数: 0
h-index: 0
机构:
Clin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, ItalyClin Res Ctr Rare Dis, Mario Negri Inst Pharmacol Res, I-24020 Bergamo, Italy
机构:
Stanford Univ, Sch Med, Biomed Informat Training Program, Stanford, CA 94305 USAStanford Univ, Sch Med, Biomed Informat Training Program, Stanford, CA 94305 USA
Fernald, Guy Haskin
Capriotti, Emidio
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
Univ Balearic Isl, Dept Math & Comp Sci, Palma de Mallorca, SpainStanford Univ, Sch Med, Biomed Informat Training Program, Stanford, CA 94305 USA
Capriotti, Emidio
Daneshjou, Roxana
论文数: 0引用数: 0
h-index: 0
机构:Stanford Univ, Sch Med, Biomed Informat Training Program, Stanford, CA 94305 USA
Daneshjou, Roxana
Karczewski, Konrad J.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Sch Med, Biomed Informat Training Program, Stanford, CA 94305 USA
Stanford Univ, Dept Genet, Stanford, CA 94305 USAStanford Univ, Sch Med, Biomed Informat Training Program, Stanford, CA 94305 USA
Karczewski, Konrad J.
Altman, Russ B.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
Stanford Univ, Dept Genet, Stanford, CA 94305 USAStanford Univ, Sch Med, Biomed Informat Training Program, Stanford, CA 94305 USA
机构:
Ehime Univ, Dept Mol Pathol, Grad Sch Med, Toon City, Ehime 7910295, Japan
Ehime Univ Hosp, Dept Diagnost Pathol, Toon City, Ehime 7910295, JapanEhime Univ, Dept Mol Pathol, Grad Sch Med, Toon City, Ehime 7910295, Japan
Kitazawa, Riko
Imai, Yuuki
论文数: 0引用数: 0
h-index: 0
机构:
Ehime Univ, Div Integrat Pathophysiol, Proteosci Ctr, Grad Sch Med, Toon City, Ehime 7910295, JapanEhime Univ, Dept Mol Pathol, Grad Sch Med, Toon City, Ehime 7910295, Japan
Imai, Yuuki
Kitazawa, Sohei
论文数: 0引用数: 0
h-index: 0
机构:
Ehime Univ, Dept Mol Pathol, Grad Sch Med, Toon City, Ehime 7910295, JapanEhime Univ, Dept Mol Pathol, Grad Sch Med, Toon City, Ehime 7910295, Japan