| Literature DB >> 35923841 |
Dian Zhang1,2, Minshan Feng1, Wei Liu3, Jie Yu1, Xu Wei1, Kexin Yang1, Jiawen Zhan1, Wei Peng1,2, Mingyi Luo1,2, Tao Han1, Zhefeng Jin1, He Yin1, Kai Sun1, Xunlu Yin1, Liguo Zhu1.
Abstract
Neck pain and low back pain are major challenges in public health, and intervertebral disc (IVD) biomechanics is an important multidisciplinary field. To date, no bibliometric literature review of the relevant literature has been performed, so we explored the emerging trends, landmark studies, and major contributors to IVD biomechanics research. We searched the Web of Science core collection (1900-2022) using keywords mainly composed of "biomechanics" and "intervertebral disc" to conduct a bibliometric analysis of original papers and their references, focusing on citations, authors, journals, and countries/regions. A co-citation analysis and clustering of the references were also completed. A total of 3189 records met the inclusion criteria. In the co-citation network, cluster #0, labeled as "annulus fibrosus tissue engineering", and cluster #1, labeled as "micromechanical environment", were the biggest clusters. References by MacLean et al and Holzapfel et al were positioned exactly between them and had high betweenness centrality. There existed a research topic evolution between mechanobiology and mechanical repair strategies of IVDs, and the latter had been identified as an emerging trend in IVD biomechanics. Numerous landmark studies had contributed to several fields, including mechanical testing of normal and pathological IVDs, mechanical evaluation of new repair strategies and development of finite element model. Adams MA was the author most cited by IVD biomechanics papers. Spine, the European Spine Journal, and the Journal of Biomechanics were the three journals where the most original articles and their references have been published. The United States has contributed most to the literature (n = 1277 papers); however, the research output of China is increasing. In conclusion, the present study suggests that IVD repair is an emerging trend in IVD biomechanics.Entities:
Keywords: CiteSpace; annulus fibrosus; co-citation; emerging trend
Year: 2022 PMID: 35923841 PMCID: PMC9342884 DOI: 10.2147/JPR.S361938
Source DB: PubMed Journal: J Pain Res ISSN: 1178-7090 Impact factor: 2.832
Search Strategy Used to Identify Original Papers of IVD Biomechanics in the Web of Science Core Collection
| Category | Search Field | Search String |
|---|---|---|
| TI | ((disc OR disk) AND (intervertebral OR lumbar OR cervical OR thoracic OR degenerat* OR herniat*)) OR (“annulus fibrosus” OR “nucleus pulposus” OR endplate) | |
| OR | ||
| AK | ((disc OR disk) AND (intervertebral OR lumbar OR cervical OR thoracic OR degenerat* OR herniat*)) OR (“annulus fibrosus” OR “nucleus pulposus” OR endplate) | |
| OR | ||
| KP | ((disc OR disk) AND (intervertebral OR lumbar OR cervical OR thoracic OR degenerat* OR herniat*)) OR (“annulus fibrosus” OR “nucleus pulposus” OR endplate) | |
| AND | ||
| TI | (biomechanic* or mechanic* or finite element) | |
| OR | ||
| AK | (biomechanic* or mechanic* or finite element) | |
| OR | ||
| KP | (biomechanic* or mechanic* or finite element) | |
Note: Asterisk *is a search wildcard of Web of Science representing any group of characters.
Abbreviations: TI, title; AK, author keyword; KP, keyword plus.
Figure 1Flowchart of literature selection in this study.
Figure 2Trends of paper counts of IVD biomechanics. Each blue bar represents how many papers in IVD biomechanics were published each year. The trend of publications is represented by the red line, where the nodes were calculated by average count of two adjacent years.
Top 10 Original Papers in IVD Biomechanics with the Highest Annual Average Citation Counts
| Papers | Total Citations | Average per Year |
|---|---|---|
| Wilke et al. | 903 | 37.63 |
| Vergroesen et al. | 292 | 36.5 |
| Eck et al. | 491 | 23.38 |
| Adams et al. | 451 | 19.61 |
| Dreischarf et al. | 176 | 19.56 |
| Iatridis et al. | 177 | 17.7 |
| Nerurkar et al. | 245 | 17.5 |
| Adams et al. | 469 | 17.37 |
| Norman et al. | 403 | 16.12 |
| Sato et al. | 373 | 15.54 |
Largest Clusters in the Co-Citation Network
| Cluster ID | Size | Silhouette | Optimal Labels (LLR, P value) | Most Relevant Citer | Average Year |
|---|---|---|---|---|---|
| 0 | 148 | 0.918 | Annulus fibrosus tissue engineering (566.81, 0.0001) | Iatridis et al (2013) | 2007 |
| 1 | 144 | 0.825 | Micromechanical environment (542.97, 0.0001) | Setton et al (2004) | 2000 |
| 2 | 118 | 0.828 | Ovine lumbar (487.96, 0.0001) | Casaroli et al (2017) | 2012 |
| 3 | 117 | 0.905 | Mechanical evaluation (227.49, 0.0001) | McNally et al (2002) | 1999 |
| 4 | 107 | 0.922 | Intervertebral disc (610.11, 0.0001) | Noailly et al (2012) | 2006 |
| 5 | 99 | 0.898 | Digital volume correlation (492.17, 0.0001) | Tamoud et al (2021) | 2017 |
| 6 | 97 | 0.937 | Herniation risk (651.98, 0.0001) | Fujii et al (2020) | 2015 |
| 7 | 62 | 0.973 | Total disc arthroplasties (395.63, 0.0001) | Li et al (2017) | 2014 |
| 8 | 55 | 0.963 | Induced volume change (66.66, 0.0001) | Pritchard S (2002) | 1999 |
| 9 | 47 | 0.952 | Human cadaveric spine model (157.73, 0.0001) | Huang RC (2005) | 2001 |
Abbreviations: ID, identification; LLR, log-likelihood ratio.
Figure 3Co-citation network of the references and its clustering. Nodes in the network represent references, and their size indicates citation counts contributed by IVD biomechanical studies. A node may have a number of rings with different colors, which means that they were cited in different time slices.23 Connections represent co-citation relationships.
References Most Highly Cited by Papers of IVD Biomechanics
| References | Citation Counts | Cluster ID |
|---|---|---|
| Newell et al. | 50 | 5 |
| Dreischarf et al. | 44 | 2 |
| Rohlmann et al. | 43 | 0 |
| Schmidt et al. | 40 | 0 |
| Vergroesen et al. | 40 | 6 |
| Goel et al. | 35 | 4 |
| Nerurkar et al. | 32 | 0 |
| Iatridis et al. | 32 | 6 |
| Schmidt et al. | 31 | 0 |
| Guerin et al. | 29 | 0 |
Figure 4Citation bursts in the co-citation network. Red rings around the nodes represent the years when citation bursts can be found.
Top 10 References with the Strongest Citation Bursts
| References | Cluster ID | Strength | Start | End | 2000–2022 |
|---|---|---|---|---|---|
| Newell et al. | 5 | 23.75 | 2018 | 2022 | |
| Dreischarf et al. | 2 | 19.74 | 2015 | 2019 | |
| Rohlmann et al. | 0 | 19.67 | 2007 | 2011 | |
| Vergroesen et al. | 6 | 18.81 | 2017 | 2020 | |
| Schmidt et al. | 0 | 18.29 | 2007 | 2011 | |
| Goel et al. | 4 | 16.88 | 2006 | 2010 | |
| Iatridis et al. | 6 | 14.81 | 2014 | 2018 | |
| Nerurkar et al. | 0 | 14.42 | 2011 | 2015 | |
| Galbusera et al. | 2 | 14.09 | 2013 | 2016 | |
| OConnell et al. | 2 | 14.09 | 2013 | 2016 |
Note: In the right-most column, the color represents the strength of the citation burst (red, strong burst; green, weak burst).
References with the Highest Betweenness Centrality in the Co-Citation Network
| References | Cluster ID | Centrality |
|---|---|---|
| MacLean et al. | 1 | 0.22 |
| Hsieh et al. | 0 | 0.13 |
| Iatridis et al. | 6 | 0.12 |
| Elliott et al. | 1 | 0.12 |
| Mcnally et al. | 3 | 0.12 |
| Adams et al. | 3 | 0.10 |
| Nerurkar et al. | 0 | 0.10 |
| Guilak et al. | 1 | 0.10 |
| Holzapfel et al. | 0 | 0.10 |
| Olmarker et al. | 3 | 0.10 |
Figure 5Nodes positioned between clusters #0 and #1. There were five nodes with highest betweenness centrality highlighted by purple rings, where the thickness indicated the strength of betweenness centrality. Specifically, MacLean et al (2005)32 and Holzapfel et al (2005)33 were positioned between clusters #1 and 0, which are more likely to provide insights into topics evolution or emerging trends, while the other highlighted nodes were highly connected to other nodes within the same cluster, which may make them less important than the former. (A) Spotlight model of the co-citation network, which highlights nodes with high betweenness centrality. Close-ups of MacLean et al (2005)32 (B) and Holzapfel et al (2005)33 (C), which are positioned between clusters #0 and #1.
Top 10 Authors with the Highest Citation Counts Contributed by Papers of IVD Biomechanics
| Rank | Up to Jan 2022 | Jan 2002–Dec 2006 | Jan 2007–Dec 2011 | Jan 2012–Dec 2016 | Jan 2017–Dec 2021 |
|---|---|---|---|---|---|
| 1 | Adams MA (917) | Adams MA (91) | Adams MA (196) | Adams MA (258) | Adams MA (267) |
| 2 | Panjabi MM (747) | Panjabi MM (84) | Panjabi MM (165) | Wilke HJ (229) | Wilke HJ (238) |
| 3 | Wilke HJ (692) | Iatridis JC (71) | Goel VK (149) | Panjabi MM (217) | Schmidt H (234) |
| 4 | Iatridis JC (611) | Goel VK (65) | Iatridis JC (147) | Iatridis JC (181) | Panjabi MM (201) |
| 5 | Goel VK (562) | Shiraziadl A (63) | Wilke HJ (146) | Schmidt H (153) | Iatridis JC (187) |
| 6 | Urban JPG (500) | Nachemson A (60) | Urban JPG (102) | Rohlmann A (150) | Urban JPG (149) |
| 7 | Schmidt H (473) | Urban JPG (58) | Nachemson A (100) | Urban JPG (146) | Oconnell GD (147) |
| 8 | Nachemson A (430) | Wilke HJ (57) | Rohlmann A (98) | Goel VK (142) | Goel VK (140) |
| 9 | Shiraziadl A (416) | White AA (46) | Natarajan RN (89) | Oconnell GD (100) | Rohlmann A (137) |
| 10 | Rohlmann A (406) | Lotz JC (44) | Schmidt H (84) | Nachemson A (99) | Shiraziadl A (117) |
Note: Data are presented as “first or corresponding author (citation count in corresponding time slice)”.
Top 10 Most Productive Journals in IVD Biomechanics
| Journal | Count (%) | IF (2020) | JCR (Rank/Category) |
|---|---|---|---|
| 414 (12.98%) | 3.468 | Q1/Orthopedics | |
| 208 (6.52%) | 2.712 | Q3/Biophysics | |
| 158 (4.96%) | 3.134 | Q2/Orthopedics | |
| 103 (3.23%) | 2.097 | Q3/Engineering, Biomedical | |
| 97 (3.04%) | 2.063 | Q3/Engineering, Biomedical | |
| 86 (2.70%) | 4.166 | Q1/Orthopedics | |
| 84 (2.63%) | 3.494 | Q1/Orthopedics | |
| 79 (2.48%) | 3.902 | Q2/Engineering, Biomedical | |
| 52 (1.63%) | 1.763 | Q4/Computer Science, Interdisciplinary Applications | |
| 46 (1.44%) | 3.602 | Q1/Surgery |
Abbreviations: IF, impact factor; JCR, journal citation report.
Figure 6Top 20 journals with the most citations contributed by papers of IVD biomechanics in each 5-year slice. The fluctuation of top 10 journals with the most citations were presented. The gray straight line showed the ranking change of a certain journal in each 5-year slice. Spine, Eur Spine J, and J Biomech were the journals cited most by papers in IVD biomechanics in each time slice.
Most Productive Countries/Regions in Two Recent 5-Year Time Slices
| 2012–2016 | 2017–2021 | ||
|---|---|---|---|
| Countries/Regions | Paper Counts | Countries/Regions | Paper Counts |
| United States | 336 | United States | 293 |
| China | 118 | China | 275 |
| Canada | 85 | Germany | 81 |
| Germany | 74 | Canada | 60 |
| England | 56 | England | 58 |
| Netherlands | 47 | Australia | 47 |
| Switzerland | 45 | Switzerland | 43 |
| South Korea | 43 | France | 34 |
| Taiwan | 35 | Netherlands | 33 |
| Italy | 33 | India | 32 |