Bibliometric and visualized analysis of metal‒organic frameworks in bone tissue engineering and bone diseases
Source abstract
Abstract
BACKGROUND: Given their tunable structures, high porosity, and multifunctional therapeutic potential, metal-organic frameworks (MOFs) have emerged as versatile biomaterials for bone tissue engineering and bone-related diseases. Despite rapid research growth, a systematic and bone-specific bibliometric understanding of its knowledge structure, thematic evolution, and emerging research frontiers remains limited. METHODS: Publications on MOFs related to bone tissue engineering and bone diseases (2015-2025) were retrieved from the Web of Science Core Collection. Bibliometric and visualized analyses using Bibliometrix, VOSviewer, and CiteSpace were performed to evaluate publication trends, global contributions, collaboration networks, journals, references, and keyword dynamics. Keyword frequency, co-occurrence clustering, trend topic analysis, thematic mapping, and citation burst detection were integrated to elucidate structural and temporal evolution. RESULTS: A total of 350 English-language publications were analyzed, showing a marked increase in annual output after 2022 but a decline in average citation rate. China was the most productive country, led by Sichuan University and Shanghai Jiao Tong University, while Australia and Canada achieved higher average citation impacts. Keyword analyses identified bone regeneration and osteogenesis as enduring cores, whereas temporal trends revealed a shift from early material synthesis and drug delivery to function-oriented, clinically motivated research. Emerging topics such as oxidative stress, photothermal therapy, corrosion resistance, and magnesium alloys highlight ongoing therapeutic integration and implant optimization. CONCLUSION: This study delineates the evolution of MOF-based bone research from material-centered exploration to clinically driven innovation, offering data-driven insights to guide future research and translational applications.
Source: openalex_inverted_index · Quality: baseline
Research context
OpenAlex topics: Metal-Organic Frameworks: Synthesis and Applications · Nanocluster Synthesis and Applications · Advanced Nanomaterials in Catalysis
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (48)
Show source-provided references
1. Horcajada P, Gref R, Baati T, Allan PK, Maurin G, Couvreur P, et al. Metal-organic frameworks in biomedicine. Chem Rev. 2012;112(2):1232–68.10.1021/cr200256v ↗
2. Lin X, Song D, Shao T, Xue T, Hu W, Jiang W, et al. A Multifunctional biosensor via mxene assisted by conductive metal–organic framework for healthcare monitoring. Adv Funct Mater. 2024;34(11):2311637.10.1002/adfm.202311637 ↗
3. Shyngys M, Ren J, Liang X, Miao J, Blocki A, Beyer S. Metal-organic framework (MOF)-based biomaterials for tissue engineering and regenerative medicine. Front Bioeng Biotechnol. 2021;9:603608.10.3389/fbioe.2021.603608 ↗
4. Petrovic V, Zivkovic P, Petrovic D, Stefanovic V. Craniofacial bone tissue engineering. Oral Surgery, Oral Medicine. Oral Pathol Oral Radiol. 2012;114(3):e1–9.10.1016/j.oooo.2012.02.030 ↗
5. Oliveira ÉR, Nie L, Podstawczyk D, Allahbakhsh A, Ratnayake J, Brasil DL et al. Advances in growth factor delivery for bone tissue engineering. Int J Mol Sci. 2021;22(2).10.3390/ijms22020903 ↗
6. Kim H, Amirthalingam S, Kim S, Lee S, Rangasamy J, Hwang N. Biomimetic materials and fabrication approaches for bone tissue engineering. Adv Healthc Mater. 2017;6(23):1700612.10.1002/adhm.201700612 ↗
7. Zhao Y, Xiong Y, Zhao Y. Beyond drug delivery: metal–organic framework-derived nanosystems for bone regeneration under complicated pathological microenvironments. Acc Mater Res. 2024;5(12):1532–43.10.1021/accountsmr.3c00263 ↗
8. Yun C, Yuan Z, El Haddaoui-Drissi R, Ni R, Xiao Y, Qi Z, et al. Biomedical applications of functionalized composites based on metal–organic frameworks in bone diseases. Pharmaceutics. 2025;17(6):757.10.3390/pharmaceutics17060757 ↗
9. Shen X, Zhang Y, Ma P, Sutrisno L, Luo Z, Hu Y, et al. Fabrication of magnesium/zinc-metal organic framework on titanium implants to inhibit bacterial infection and promote bone regeneration. Biomaterials. 2019;212:1–16.10.1016/j.biomaterials.2019.05.008 ↗
10. Chen J, Zhang X, Huang C, Cai H, Hu S, Wan Q, et al. Osteogenic activity and antibacterial effect of porous titanium modified with metal-organic framework films. J Biomed Mater Res A. 2017;105(3):834–46.10.1002/jbm.a.35960 ↗
11. Tan L, Song N, Zhang S, Li H, Wang B, Yang Y. Ca(2+), pH and thermo triple-responsive mechanized Zr-based MOFs for on-command drug release in bone diseases. J Mater Chem B. 2016;4(1):135–40.10.1039/C5TB01789K ↗
12. Ninkov A, Frank J, Maggio L, Bibliometrics. Methods for studying academic publishing. Perspect Med Educ. 2022;11(3):173–6.10.1007/S40037-021-00695-4 ↗
13. Kokol P, Blažun Vošner H, Završnik J. Application of bibliometrics in medicine: a historical bibliometrics analysis. Health Info Libr J. 2021;38(2):125–38.10.1111/hir.12295 ↗
14. Yu S, Xu K, Wang Z, Zhang Z, Zhang Z. Bibliometric and visualized analysis of metal-organic frameworks in biomedical application. Front Bioeng Biotechnol. 2023;11:1190654.10.3389/fbioe.2023.1190654 ↗
15. Naseer M, Jaafar J, Junoh H, Zaidi A, Kumar M, Alqahtany A, et al. Metal-organic frameworks for wastewater decontamination: discovering intellectual structure and research trends. Mater (Basel). 2022;15(14):5053.10.3390/ma15145053 ↗
16. Martín-Martín A, Thelwall M, Orduna-Malea E, Delgado López-Cózar E. Google scholar, microsoft academic, scopus, dimensions, web of science, and openCitations’ COCI: a multidisciplinary comparison of coverage via citations. Scientometrics. 2021;126(1):871–906.10.1007/s11192-020-03690-4 ↗
17. Aria M, Cuccurullo C. bibliometrix: an R-tool for comprehensive science mapping analysis. J Informetrics. 2017;11(4):959–75.10.1016/j.joi.2017.08.007 ↗
18. Van Eck N, Waltman L. Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics. 2010;84(2):523–38.10.1007/s11192-009-0146-3 ↗
19. Chen C, Leydesdorff L. Patterns of connections and movements in dual-map overlays: a new method of publication portfolio analysis. J Assoc Inf Sci Technol. 2014;65(2):334–51.10.1002/asi.22968 ↗
20. Heine M. Bradford ranking conventions and their application to a growing literature. J Doc. 1998;54(3):303–31.10.1108/EUM0000000007173 ↗
21. Yu Y, Tan L, Li Z, Liu X, Zheng Y, Feng X, et al. Single-atom catalysis for efficient sonodynamic therapy of methicillin-resistant staphylococcus aureus-infected osteomyelitis. ACS Nano. 2021;15(6):10628–39.10.1021/acsnano.1c03424 ↗
22. Liu Y, Zhu Z, Pei X, Zhang X, Cheng X, Hu S, et al. ZIF-8-Modified multifunctional bone-adhesive hydrogels promoting angiogenesis and osteogenesis for bone regeneration. ACS Appl Mater Interfaces. 2020;12(33):36978–95.10.1021/acsami.0c12090 ↗
23. Kang Y, Xu C, Meng L, Dong X, Qi M, Jiang D. Exosome-functionalized magnesium-organic framework-based scaffolds with osteogenic, angiogenic and anti-inflammatory properties for accelerated bone regeneration. Bioact Mater. 2022;18:26–41.
24. Xue S, Zhou X, Sang W, Wang C, Lu H, Xu Y, et al. Cartilage-targeting peptide-modified dual-drug delivery nanoplatform with NIR laser response for osteoarthritis therapy. Bioact Mater. 2021;6(8):2372–89.
25. Li M, Yin S, Lin M, Chen X, Pan Y, Peng Y, et al. Current status and prospects of metal-organic frameworks for bone therapy and bone repair. J Mater Chem B. 2022;10(27):5105–28.10.1039/D2TB00742H ↗
26. Jiang Y, Pan X, Yao M, Han L, Zhang X, Jia Z, et al. Bioinspired adhesive and tumor microenvironment responsive nanoMOFs assembled 3D-printed scaffold for anti-tumor therapy and bone regeneration. Nano Today. 2021;39:101182.10.1016/j.nantod.2021.101182 ↗
27. Dang W, Ma B, Li B, Huan Z, Ma N, Zhu H, et al. 3D printing of metal-organic framework nanosheets-structured scaffolds with tumor therapy and bone construction. Biofabrication. 2020;12(2):025005.10.1088/1758-5090/ab5ae3 ↗
28. Xue Y, Zhu Z, Zhang X, Chen J, Yang X, Gao X, et al. Accelerated bone regeneration by MOF modified multifunctional membranes through enhancement of osteogenic and angiogenic performance. Adv Healthc Mater. 2021;10(6):2001369.10.1002/adhm.202001369 ↗
29. Gao X, Xue Y, Zhu Z, Chen J, Liu Y, Cheng X, et al. Nanoscale zeolitic imidazolate framework-8 activator of canonical MAPK signaling for bone repair. ACS Appl Mater Interfaces. 2021;13(1):97–111.10.1021/acsami.0c15945 ↗
30. Zheng Z, Chen Y, Guo B, Wang Y, Liu W, Sun J, et al. Magnesium-organic framework-based stimuli-responsive systems that optimize the bone microenvironment for enhanced bone regeneration. Chem Eng J. 2020;396:125241.10.1016/j.cej.2020.125241 ↗
31. Zhong L, Chen J, Ma Z, Feng H, Chen S, Cai H, et al. 3D printing of metal-organic framework incorporated porous scaffolds to promote osteogenic differentiation and bone regeneration. Nanoscale. 2020;12(48):24437–49.10.1039/D0NR06297A ↗
32. Toprak Ö, Topuz B, Monsef YA, Oto Ç, Orhan K, Karakeçili A. BMP-6 carrying metal organic framework-embedded in bioresorbable electrospun fibers for enhanced bone regeneration. Mater Sci Eng C. 2021;120:111738.10.1016/j.msec.2020.111738 ↗
33. Ran J, Zeng H, Cai J, Jiang P, Yan P, Zheng L, et al. Rational design of a stable, effective, and sustained dexamethasone delivery platform on a titanium implant: an innovative application of metal organic frameworks in bone implants. Chem Eng J. 2018;333:20–33.10.1016/j.cej.2017.09.145 ↗
34. Marginson S. Global science and national comparisons: beyond bibliometrics and scientometrics. Comp Educ. 2022;58(2):125–46.10.1080/03050068.2021.1981725 ↗
35. Wagner C, Whetsell T, Leydesdorff L. Growth of international collaboration in science: revisiting six specialties. Scientometrics. 2017;110(3):1633–52.10.1007/s11192-016-2230-9 ↗
36. Yang Y, Wang Y, Zhou Y, Zhang X, Chen Y, Lu B, et al. Mapping the landscape of metal-organic frameworks in orthopedics: a review. Med Mat. 2025;2(2):118–32.
37. Xu Z. Research trends and progress in the field of metal materials and bone repair: Comprehensive bibliometric and visual analysis (2012–2021). Front Mater. 2022;9:954525.10.3389/fmats.2022.954525 ↗
38. Zhang X, Chen J, Pei X, Wang J, Wan Q, Jiang S, et al. Enhanced osseointegration of porous titanium modified with zeolitic imidazolate framework-8. ACS Appl Mater Interfaces. 2017;9(30):25171–83.10.1021/acsami.7b07800 ↗
39. Chandra DK, Kumar A, Mahapatra C. Smart nano-hybrid metal-organic frameworks: Revolutionizing advancements, applications, and challenges in biomedical therapeutics and diagnostics. Hybrid Adv. 2025;9:100406.10.1016/j.hybadv.2025.100406 ↗
40. Shen X, Deng H, Lin J, Wang J, Liu Y, Mo S. Biomaterial-driven regenerative drug delivery: a vicennial bibliometric landscape. Front Med. 2025;12:1593985.10.3389/fmed.2025.1593985 ↗
41. Niu H, Du H, Ji Z, Li X, Xiao W, He A, et al. Global trends and characteristics of metal–organic frameworks in cancer research: a machine-learning-based bibliometric analysis. Discover Oncol. 2025;16(1):978.10.1007/s12672-025-02716-8 ↗
42. Yang J, Yang Y. Metal-organic frameworks for biomedical applications. Small. 2020;16(10):1906846.10.1002/smll.201906846 ↗
43. Wu M, Yang Y. Metal-organic framework (MOF)-based drug/cargo delivery and cancer therapy. Adv Mater. 2017;29(23):1606134.10.1002/adma.201606134 ↗
44. Nguyen LM, Wang Y, Quynh Vu GT, Hoai Ta QT, Tran DL, Nguyen NH, et al. The synergy of metal-organic frameworks and biomaterials for bone tissue engineering: recent advances, challenges, and future recommendations. Nanoscale Adv. 2025;7(18):5479–500.10.1039/D5NA00279F ↗
45. Liu Y, Wang S, Quan C, Luan S, Shi H, Wang L. Metal-organic framework-based platforms for implantation applications: recent advances and challenges. J Mater Chem B. 2024;12(3):637–49.10.1039/D3TB02620E ↗
46. Wang A, Walden M, Ettlinger R, Kiessling F, Gassensmith JJ, Lammers T, et al. Biomedical metal–organic framework materials: perspectives and challenges. Adv Funct Mater. 2024;34(43):2308589.10.1002/adfm.202308589 ↗
47. Salehipour M, Rezaei S, Rezaei M, Yazdani M, Mogharabi-Manzari M. Opportunities and challenges in biomedical applications of metal–organic frameworks. J Inorg Organomet Polym Mater. 2021;31(12):4443–62.10.1007/s10904-021-02118-7 ↗
48. Savadkouhi Ghoudjanaki M, Bahadorani F, Hosseini M, Panta R, Karimi B. Metal-based categorization of recent metal organic frameworks with application in bone disease treatment. ACS Biomater Sci Eng. 2025;11(12):6895–929.10.1021/acsbiomaterials.5c00830 ↗