The association between osteocalcin and C-reactive protein; A relation of bone with inflammation: A systematic review and meta-analysis
Abstract
Abstract A meta-analysis was performed to summarize the evidence from observational studies regarding the association between serum osteocalcin (OC) and C-reactive protein (CRP). A systemic research of the literature databases including PubMed, SCOPUS, and Google Scholar was performed to identify the relevant studies up to March 2018. We used the random-effects model by the method of DerSimonian and Laird to calculate the overall effect size. Q-test and I 2-statistics were used to assess between-study heterogeneity. In addition, we did subgroup analysis to detect possible sources of heterogeneity based on BMI range, gender, type of study population and age. We identified 21studies of association between serum osteocalcin and CRP eligible for the meta-analysis. The overall effect size showed a significant inverse association between OC and CRP (Fisher’s z=–0.127; 95% CI: –0.166, –0.088, p<0.0001). However, the significant chi-squared statistic result, indicates a heterogeneity of effect sizes (I 2=61.6, df=20, p<0.0001). The subgroup analysis found BMI range, type of study population, and age were the potential sources of heterogeneity. In addition, the strongest correlation was observed in the subgroup of obese subjects (Fisher’s z=–0.264, p=0.002), less than 40 years old (Fisher’s z=–0.115, p<0.0001) and healthy subjects (Fisher’s z=–0.115, p<0.0001). These findings suggest that there is a significant inverse association between serum OC and CRP levels in the adult population.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Meta-analyses of clinical studies showed inverse correlations between OCN levels and BMI, insulin resistance, the inflammatory marker CRP, body fat mass, and specifically, visceral fat mass, determined with radiologic imaging studies.
“Meta-analyses of clinical studies showed inverse correlations between OCN levels and BMI [202], insulin resistance [203], the inflammatory marker CRP [204], body fat mass [205], and specifically, visceral fat mass, determined with radiologic imaging studies [206,207,208].”
Cites
Meta-analysis in clinical trials
DerSimonian, R., & Laird, N. (1986) · Controlled Clinical Trials · doi:10.1016/0197-2456(86)90046-2 · Cited by 39,552 · see citing works
Quantifying heterogeneity in a meta‐analysis
Higgins, J. P. T., & Thompson, S. G. (2002) · Statistics in Medicine · doi:10.1002/sim.1186 · Cited by 36,763 · see citing works
Inflammation and metabolic disorders
Hotamisligil, G. S. (2006) · Nature · doi:10.1038/nature05485 · Cited by 9,199 · see citing works
Xu, H., Barnes, G. T., Yang, Q., Tan, G., Yang, D., Chou, C. J., Sole, J., Nichols, A., Ross, J. S., Tartaglia, L. A., et al. (2003) · Journal of Clinical Investigation · doi:10.1172/jci200319451 · Cited by 6,760 · see citing works
An estimate of the worldwide prevalence and disability associated with osteoporotic fractures
Johnell, O., & Kanis, J. (2006) · Osteoporosis International · doi:10.1007/s00198-006-0172-4 · Cited by 4,770 · see citing works
Endocrine regulation of energy metabolism by the skeleton
Lee, N. K., Sowa, H., Hinoi, E., Ferron, M., Ahn, J. D., Confavreux, C., Dacquin, R., Mee, P. J., McKee, M. D., Jung, D. Y., et al. (2007) · Cell · doi:10.1016/j.cell.2007.05.047 · Cited by 2,554 · see citing works
Fisher, R. A. (1915) · Biometrika · doi:10.1093/biomet/10.4.507 · Cited by 2,159 · see citing works
Adipose Tissue, Inflammation, and Cardiovascular Disease
Berg, A. H., & Scherer, P. E. (2005) · Circulation Research · doi:10.1161/01.res.0000163635.62927.34 · Cited by 2,113 · see citing works
Epidemiology, etiology, and diagnosis of osteoporosis
Lane, N. E. (2006) · American Journal of Obstetrics and Gynecology · doi:10.1016/j.ajog.2005.08.047 · Cited by 1,300 · see citing works
Ferron, M., Hinoi, E., Karsenty, G., & Ducy, P. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0711119105 · Cited by 900 · see citing works
Bone recognition mechanism of porcine osteocalcin from crystal structure
Hoang, Q. Q., Sicheri, F., Howard, A. J., & Yang, D. S. C. (2003) · Nature · doi:10.1038/nature02079 · Cited by 554 · see citing works
Maternal and Offspring Pools of Osteocalcin Influence Brain Development and Functions
Oury, F., Khrimian, L., Denny, C. A., Gardin, A., Chamouni, A., Goeden, N., Huang, Y.-Y., Lee, H., Srinivas, P., Gao, X.-B., et al. (2013) · Cell · doi:10.1016/j.cell.2013.08.042 · Cited by 484 · see citing works
Osteocalcin Signaling in Myofibers Is Necessary and Sufficient for Optimum Adaptation to Exercise
Mera, P., Laue, K., Ferron, M., Confavreux, C. B., Wei, J., Galán-Díez, M., Lacampagne, A., Mitchell, S. J., Mattison, J. A., Chen, Y., et al. (2016) · Cell Metabolism · doi:10.1016/j.cmet.2016.05.004 · Cited by 429 · see citing works
Ferron, M., McKee, M. D., Levine, R. L., Ducy, P., & Karsenty, G. (2012) · Bone · doi:10.1016/j.bone.2011.04.017 · Cited by 414 · see citing works
Association between Serum Osteocalcin and Markers of Metabolic Phenotype
Pittas, A. G., Harris, S. S., Eliades, M., Stark, P. C., & Dawson-Hughes, B. F. (2008) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2008-1422 · Cited by 400 · see citing works
Induction of inflammatory cytokine release from cultured human monocytes by C-reactive protein
Ballou, S. P., & Lozanski, G. (1992) · Cytokine · doi:10.1016/1043-4666(92)90079-7 · Cited by 371 · see citing works
Plasma Osteocalcin Is Inversely Related to Fat Mass and Plasma Glucose in Elderly Swedish Men
Kindblom, J. M., Ohlsson, C., Ljunggren, Ö., Karlsson, M. K., Tivesten, Å., Smith, U., & Mellström, D. (2008) · Journal of Bone and Mineral Research · doi:10.1359/jbmr.081234 · Cited by 351 · see citing works
Holroyd, C. R., Cooper, C. C., & Dennison, E. M. (2008) · Best Practice & Research Clinical Endocrinology & Metabolism · doi:10.1016/j.beem.2008.06.001 · Cited by 318 · see citing works
THE LIVER AS THE SITE OF C-REACTIVE PROTEIN FORMATION
HURLIMANN, J., Thorbecke, G. J., & Hochwald, G. M. (1966) · The Journal of Experimental Medicine · doi:10.1084/jem.123.2.365 · Cited by 318 · see citing works
Biochemical Markers of Bone Metabolism and Prediction of Fracture in Elderly Women
Gerdhem, P., Ivaska, K. K., Alatalo, S. L., Halleen, J. M., Hellman, J., Isaksson, A., Pettersson, K. S. I., Väänänen, H. K., Åkesson, K., & Obrant, K. J. (2004) · Journal of Bone and Mineral Research · doi:10.1359/jbmr.0301244 · Cited by 283 · see citing works
Role of Adipose Tissue as an Inflammatory Organ in Human Diseases
Schäffler, A., Müller-Ladner, U., Schölmerich, J., & Büchler, C. (2006) · Endocrine Reviews · doi:10.1210/er.2005-0022 · Cited by 258 · see citing works
Effects of cytokine combinations on acute phase protein production in two human hepatoma cell lines
Mackiewicz, A., Speroff, T., Ganapathi, M. K., & Kushner, I. (1991) · The Journal of Immunology · doi:10.4049/jimmunol.146.9.3032 · Cited by 240 · see citing works
Kanazawa, I., Yamaguchi, T., Yamauchi, M., Yamamoto, M., Kurioka, S., Yano, S., & Sugimoto, T. (2010) · Osteoporosis International · doi:10.1007/s00198-010-1184-7 · Cited by 239 · see citing works
Ferrari, S., Luong, L. A., Garnero, P., Humphries, S. E., & Greenspan, S. L. (2003) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2002-020092 · Cited by 239 · see citing works
Rosen, C. J., Chesnut, C. H., & Mallinak, N. J. S. (1997) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jcem.82.6.4004 · Cited by 229 · see citing works
Interleukin-6-dependent and -independent regulation of the human C-reactive protein gene
Weinhold, B., & Rüther, U. (1997) · Biochemical Journal · doi:10.1042/bj3270425 · Cited by 161 · see citing works
Gundberg, C. M., Lian, J. B., Gallop, P. M., et al. (1983) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jcem-57-6-1221 · Cited by 155 · see citing works
Getting the message across: mechanisms of physiological cross talk by adipose tissue
Lee, D.-E., Kehlenbrink, S., Lee, H., Hawkins, M. A., & Yudkin, J. S. (2009) · American Journal of Physiology-Endocrinology and Metabolism · doi:10.1152/ajpendo.00015.2009 · Cited by 137 · see citing works
Inverse relationship between serum osteocalcin levels and visceral fat area in Chinese men
Bao, Y., Ma, X., Yang, R., Wang, F., Hao, Y., Dou, J., He, H., & Jia, W. (2013) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2012-2906 · Cited by 116 · see citing works
Shea, M. K., Booth, S. L., Gundberg, C. M., Peterson, J. W., Waddell, C., Dawson-Hughes, B. F., & Saltzman, E. J. (2010) · Journal of Nutrition · doi:10.3945/jn.109.118380 · Cited by 104 · see citing works
Vitamin K, circulating cytokines, and bone mineral density in older men and women
Shea, M. K., Dallal, G. E., Dawson-Hughes, B. F., Ordovás, J. M., O’Donnell, C. J., Gundberg, C. M., Peterson, J. W., & Booth, S. L. (2008) · American Journal of Clinical Nutrition · doi:10.1093/ajcn/88.2.356 · Cited by 103 · see citing works
Eriksson, A. L., Movérare‐Skrtic, S., Ljunggren, Ö., Karlsson, M. K., Mellström, D., & Ohlsson, C. (2013) · Journal of Bone and Mineral Research · doi:10.1002/jbmr.2037 · Cited by 81 · see citing works
Hill, H., Grams, J., Walton, R., Liu, J., Moellering, D., & Garvey, W. (2014) · Hormone and Metabolic Research · doi:10.1055/s-0034-1368709 · Cited by 80 · see citing works
Damera, S., Raphael, K. L., Baird, B. C., Cheung, A. K., Greene, T., & Beddhu, S. (2010) · Kidney International · doi:10.1038/ki.2010.356 · Cited by 75 · see citing works
Kunutsor, S. K., Bakker, S. J. L., Kootstra‐Ros, J. E., Gansevoort, R. T., Gregson, J., & Dullaart, R. P. F. (2015) · PLoS ONE · doi:10.1371/journal.pone.0132822 · Cited by 72 · see citing works
Movahed, A., Larijani, B. A., Nabipour, I., Kalantarhormozi, M., Asadipooya, K., Vahdat, K., Akbarzadeh, S., Farrokhnia, M., Assadi, M., Amirinejad, R., et al. (2012) · Journal of Bone and Mineral Metabolism · doi:10.1007/s00774-012-0367-z · Cited by 68 · see citing works
INCREASED LEVELS OF OSTEOCALCIN (SERUM BONE GLA-PROTEIN) IN RHEUMATOID ARTHRITIS
GEVERS, G., DEVOS, P., DE ROO, M., & DEQUEKER, J. (1986) · Rheumatology · doi:10.1093/rheumatology/25.3.260 · Cited by 68 · cited 1× · see citing works
“In addition, studies on populations with inflammatory diseases such as rheumatoid arthritis reported a positive association between OC and CRP levels [70].”
BackgroundChen, L., Li, Q., Yang, Z., Ye, Z., Huang, Y., He, M., Wen, J., Wang, X., Lü, B., Hu, J., et al. (2012) · Diabetic Medicine · doi:10.1111/j.1464-5491.2012.03769.x · Cited by 64 · see citing works
Confavreux, C. B., Szulc, P., Casey, R., Boutroy, S., Varennes, A., Vilayphiou, N., Goudable, J., & Chapurlat, R. D. (2013) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2012-3426 · Cited by 63 · see citing works
Polgreen, L. E., Jacobs, D. R., Nathan, B. M., Steinberger, J., Moran, A., & Sinaiko, A. R. (2012) · Obesity · doi:10.1038/oby.2012.108 · Cited by 57 · see citing works
Association between obesity, metabolic risks and serum osteocalcin level in postmenopausal women
Lee, S. W., Jo, H. H., Kim, M. R., You, Y. O., & Kim, J. H. (2011) · Gynecological Endocrinology · doi:10.3109/09513590.2011.633660 · Cited by 55 · see citing works
Knapen, M. H. J., Schurgers, L. J., Shearer, M. J., Newman, P., Theuwissen, E., & Vermeer, C. (2011) · British Journal Of Nutrition · doi:10.1017/s000711451100626x · Cited by 54 · see citing works
Relation of Serum Osteocalcin Level to Risk of Coronary Heart Disease in Chinese Adults
Zhang, Y., Qi, L., Gu, W., Yan, Q., Dai, M., Shi, J., Zhai, Y., Chen, Y., Liu, J., Wang, W., et al. (2010) · The American Journal of Cardiology · doi:10.1016/j.amjcard.2010.07.013 · Cited by 53 · see citing works
Associations of Serum Skeletal Alkaline Phosphatase with Elevated C-Reactive Protein and Mortality
Filipowicz, R., Greene, T., Wei, G., et al. (2012) · Clinical Journal of the American Society of Nephrology · doi:10.2215/cjn.12031111 · Cited by 49 · see citing works
Sheng, L., Cao, W., Cha, B., Chen, Z., Wang, F., & Liu, J. (2013) · Cardiovascular Diabetology · doi:10.1186/1475-2840-12-22 · Cited by 43 · see citing works
Association between serum osteocalcin and body mass index: A systematic review and meta-analysis
Kord-Varkaneh, H., Djafarian, K., khorshidi, M., & Shab-Bidar, S. (2017) · Endocrine · doi:10.1007/s12020-017-1384-4 · Cited by 43 · see citing works
Lucey, A. J., Paschos, G. K., Þórsdóttir, I., Martínez, J. A., Cashman, K. D., & Kiely, M. E. (2012) · Nutrition Research · doi:10.1016/j.nutres.2012.11.011 · Cited by 42 · see citing works
Garanty‐Bogacka, B., Syrenicz, M., Rać, M. E., Krupa, B., Czaja‐Bulsa, G., Walczak, M., Sowińska-Przepiera, E., & Syrenicz, A. (2013) · Endokrynologia Polska · doi:10.5603/ep.2013.0016 · Cited by 41 · see citing works
Association of adiposity indices with bone density and bone turnover in the Chinese population
Wang, J., Yan, D., Hou, X., Chen, P., Sun, Q., Bao, Y., Hu, C., Zhang, Z., & Jia, W. (2017) · Osteoporosis International · doi:10.1007/s00198-017-4081-5 · Cited by 34 · see citing works
Confavreux, C. B., Szulc, P., Casey, R., Varennes, A., Goudable, J., & Chapurlat, R. D. (2014) · European Journal of Endocrinology · doi:10.1530/eje-13-0567 · Cited by 32 · see citing works
Bonneau, J., Ferland, G., Karelis, A. D., Doucet, É., Faraj, M., RABASA-LHORET, R. P. R., & Ferron, M. (2017) · Journal of Diabetes and its Complications · doi:10.1016/j.jdiacomp.2017.01.023 · Cited by 32 · see citing works
Association between osteocalcin and metabolic syndrome in postmenopausal women
Lee, S. W., Jo, H. H., Kim, M. R., Kim, J. H., & You, Y. O. (2015) · Archives of Gynecology and Obstetrics · doi:10.1007/s00404-015-3656-7 · Cited by 31 · see citing works
Circulating osteocalcin is increased in early-stage diabetes
Aoki, A., Muneyuki, T., Yoshida, M., et al. (2011) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2011.01.009 · Cited by 26 · see citing works
Ahn, N., & Kim, K. (2016) · Journal of Physical Therapy Science · doi:10.1589/jpts.28.2227 · Cited by 26 · see citing works
Prevalence of osteoporosis and osteopenia in Thai COPD patients.
Rittayamai, N., Chuaychoo, B., & Sriwijitkamol, A. (2012) · PubMed · Cited by 22 · see citing works
Zhang, X., Shen, Y., Ma, X., Lu, Z., Xu, Y., Xiong, Q., & Bao, Y. (2018) · Acta Pharmacologica Sinica · doi:10.1038/s41401-018-0080-0 · Cited by 22 · see citing works
Association between serum osteocalcin level and visceral obesity in Chinese postmenopausal women
Luo, Y., Ma, X., Hao, Y., Xu, Y., Xiong, Q., Tang, J., Pan, X., Xiao, Y., Bao, Y., & Jia, W. (2015) · Clinical Endocrinology · doi:10.1111/cen.12793 · Cited by 21 · see citing works
Liao, M., Huang, L., Mao, Y. K., Jiang, Y., Yao, Z., Lin, X., Lu, Z., Wu, C., Qin, X. Y., Zhang, H., et al. (2015) · Mediators of Inflammation · doi:10.1155/2015/683739 · Cited by 20 · see citing works
Kang, A. R., Oh, Y. R., Kim, H. Y., Park, M. J., Joo, B. S., Choi, W. J., Lee, J. Y., Jung, M. H., Ji, Y. I., & Choi, J. S. (2011) · Archives of Gynecology and Obstetrics · doi:10.1007/s00404-011-2141-1 · Cited by 19 · see citing works
Bilić-Čurčić, I. (2017) · Acta Clinica Croatica · doi:10.20471/acc.2017.56.01.09 · Cited by 18 · see citing works
Darwish, L., Nguyen, M., Saleem, M., Eakin, K. A., Herrmann, N., Sugamori, K. S., OH, P. I., Yang, P., Mitchell, J., Lanctôt, K. L., et al. (2019) · Journal of Diabetes and its Complications · doi:10.1016/j.jdiacomp.2019.01.003 · Cited by 16 · see citing works
Pepene, C. E. (2013) · Journal of Ovarian Research · doi:10.1186/1757-2215-6-4 · Cited by 15 · see citing works
Du, J., Pan, X., Lu, Z., Gao, M., Hu, X., Zhang, X., Bao, Y., & Jia, W. (2015) · PubMed Central · Cited by 13 · see citing works
Alissa, E. M., Alnahdi, W. A., Alama, N., & Ferns, G. A. (2014) · PubMed · doi:10.6133/apjcn.2014.23.2.06 · Cited by 11 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Gonzalez-Gil, A. M., & Elizondo-Montemayor, L. (2020) · Nutrients · doi:10.3390/nu12061899 · Cited by 278 · see citing works
- Authors
- Fatahi, S., Ghaedi, E., Mousavi, S. M., Bawadi, H., Rahmani, J., Pezeshki, M., & Varkaneh, H. K.
- Affiliations
- Iran University of Medical Sciences (IR)
- Tehran University of Medical Sciences (IR)
- Qatar University (QA)
- Shahid Beheshti University (IR)
- Student Research Committee, Department of Clinical Nutrition and Dietetics, Faculty of Nutrition and Food Technology, Shahid Beheshti University of Medical Sciences, Tehran, Iran
- Venue
- Hormone and Metabolic Research
- Publisher
- Georg Thieme Verlag KG
- Published
- 2019-06
- Volume
- 51
- Issue
- 06
- Pages
- 353-361
- ISSN
- 0018-5043 (ISSN-L)
- 1439-4286
- OpenAlex
- W2949173291
- Cited by
- 6
- References
- 64
- Citations by year
- 2025: 1 · 2024: 1 · 2022: 1 · 2021: 1 · 2020: 2
- FWCI
- 0.19
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Hormone and Metabolic Research (publishedVersion)
- PubMed (publishedVersion)
- Qatar University QSpace (Qatar University) (submittedVersion)
- Topics
- Health Sciences › Medicine › Orthopedics and Sports Medicine › Bone health and osteoporosis research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Bone Metabolism and Diseases
- Health Sciences › Medicine › Epidemiology › Adipokines, Inflammation, and Metabolic Diseases
- Keywords
- osteocalcin, C-reactive protein, bone, inflammation, obesity, body mass index, serum biomarkers, bone remodeling, healthy adults
- MeSH terms
- Bone Diseases, C-Reactive Protein, Humans, Inflammation, Prognosis, Biomarkers, Osteocalcin, Incidence
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review