Skip to main content

Foot pain and inflammatory markers: a cross sectional study in older adults



Foot disorders may limit independence and reduce quality of life for older adults. Obesity is a risk factor for foot conditions; both mechanical load and metabolic effects may contribute to these conditions. This study determined cross-sectional associations between inflammatory markers and foot disorders.


Participants were drawn from the Framingham Foot Study (2002–2008). C-reactive protein (CRP), interleukin-6 (IL-6), and tumor necrosis factor alpha (TNF-α) were each examined for associations with foot pain, forefoot pain, hindfoot pain, hallux valgus, hallux rigidus, and toe deformities (claw, hammer, or overlapping toes). Unadjusted and adjusted (age, body mass index, physical activity, smoking status) sex-specific logistic regression was performed.


Of 909 participants, 54% were women (mean age 65 \(\pm\) 9 years), 20% had foot pain, 29% had hallux valgus, 3% had hallux rigidus, and 27% had toe deformities. In unadjusted models, higher CRP (OR [95% CI] = 1.5 [1.1, 2.0]) and IL-6 (OR [95% CI] = 1.8 [1.2, 2.6]) were associated with foot pain among men; higher CRP was associated with foot pain (OR [95% CI] = 1.3 [1.0, 1.5]) among women. Higher CRP (OR [95% CI] = 1.9 [1.1, 3.2]) and IL-6 (OR [95% CI] = 2.4 [1.2, 4.7]) were associated with forefoot pain in men. Higher CRP was associated with hindfoot pain ([95% CI] = 1.8 [1.2, 2.6]) in women. After adjustment, CRP ([95% CI] = 1.5 [1.1, 2.0]) and IL-6 ([95% CI] = 1.8 [1.2, 2.6]) remained associated with foot pain in men, and IL-6 with forefoot pain ([95% CI] = 2.9 [1.4, 6.1]) in men. No associations with structural foot disorders were observed.


Inflammation may impact foot pain. Future work assessing whether inflammation is part of the mechanism linking obesity to foot pain may identify areas for intervention and prevention.

Peer Review reports


Foot pain and structural foot disorders can impair mobility, particularly in older adults. Studies have found that that foot pain is associated with self-reported [1] and objectively assessed [2] reductions in mobility and weight bearing tasks, as well as reduced ability to perform instrumental activities of daily living (IADL) [3]. As a result, problems with foot pain and posture increase disability, reduce quality of life, and result in loss of independence [1,2,3].

Increased body mass index (BMI) and fat mass are associated with various presentations of foot pain [4, 5], which some studies have attributed to increased mechanical load [6]. However, this pathway is unable to explain certain findings, such as the fact that fat mass and fat mass index have been associated with foot pain independently of fat free mass, while other measures of body mass have not been associated with foot pain after adjustment for fat mass [4, 7, 8]. Increased BMI is also associated with increased risk of related conditions like osteoarthritis (OA) of the hand, an association which cannot be attributed to mechanical load alone [9,10,11]. Understanding the full likely range of mechanisms linking obesity and foot pain may enable more targeted treatment and prevention strategies.

The metabolic effects of obesity may also explain some relationships between obesity and musculoskeletal pain. A large body of literature has emerged describing the metabolic changes associated with obesity [12]. Obesity has been linked to increased production of several cytokines, including C-reactive protein (CRP), tumor necrosis factor alpha (TNF-α), and interleukin-6 (IL-6) [13]. Previous research has linked inflammation generally and cytokines to pain, and to conditions like OA which involve both pain and structural alterations [14, 15]. However, little research has been conducted exploring the relationship of inflammatory markers with foot pain and foot disorders, and the presence or absence of a relationship has yet to be clearly established. In the North West Adelaide Health Study, IL-6 and TNF-α were assessed for their associations with prevalent and incident foot pain. Levels of both IL-6 and TNF-α were higher among those with prevalent foot pain or future foot pain when compared to those without foot pain, and the association between IL-6 and prevalent foot pain approached significance (p = 0.057) [16].

With the aim of furthering understanding about potential metabolic links between obesity and foot pain, this cross-sectional study aims to assess whether CRP, TNF-α, and IL-6 are associated with prevalent foot pain and structural foot disorders.


Study participants

This study included participants from the Framingham Foot Study (FFS), comprised of members of the Framingham Heart Study (Offspring Cohort) who completed the FFS examination during 2002–2008. The FFS was approved by the Institutional Review Boards (IRBs) at Boston University and Hebrew SeniorLife, and all participants provided written informed consent prior to enrollment. Participants in the FFS received a physical examination of the foot to assess structural disorders and were queried on presence and locations of foot pain. Participants provided information on health status, history, and symptoms through a structured questionnaire. Each participant received a single FFS examination and contributed one observation to the present analysis.

We included only FFS participants with available data on CRP, IL-6, BMI, age, sex, and physical activity index (PAI). Because many participants were missing TNF-α, participants were included with or without TNF-α (Supplementary Fig. 1).

Foot pain and structural foot disorders

Foot pain was assessed with the question “On most days do you have pain, aching, or stiffness in either of your feet?” Answers were dichotomized as yes (pain in one or both feet) and no (no pain in either foot). Forefoot and hindfoot pain were identified by asking participants to locate areas of pain on a picture of the foot.

Feet were examined to determine the presence of hallux valgus, hallux rigidus, hammer toes, claw toes, or overlapping toes [5]. For this analysis, toe deformities were considered present if a hammer, claw, or overlapping toes were present on one or both feet. Hallux valgus and hallux rigidus were each considered present if present on one or both feet.

Inflammatory markers

Information on CRP, TNF-α, and IL-6 was obtained from Framingham Offspring Study visits from 1998—2001. Although these visits preceded FFS visits by 1 to 7 years, prior analyses of longitudinal CRP measurements in the Framingham Offspring Cohort have found measurements to be fairly stable over short and long-term periods averaging 4 and 16 years, respectively [17]. Similar stability has been noted for IL-6 and TNF-α in other populations [18].

Inflammatory markers were measured from fasting blood draws. CRP was measured through particle enhanced immunonephelometry, TNF-α through enzyme immunoassay, and IL-6 through a quantitative enzyme-linked immunosorbent assay. Because the distributions of all inflammatory markers were right skewed, values were log-transformed before modeling.

A normal CRP range has been proposed by the American Board of Internal Medicine as < 8 mg/L [19], however, internal reference ranges vary by institution. Normal ranges for IL-6 and TNF-\(\alpha\) have yet to be established. Higher values for all three markers indicate a greater degree of systemic inflammation.


Age (in years), current smoking status (yes or no), BMI, and physical activity index (PAI) were measured as potential confounders. The PAI is a validated weighted score of usual metabolic activity in a 24-h period, and ranges from 24 to 120 (lowest to highest activity). Covariates were obtained at the time of the FFS exam.

Statistical analysis

Distributions of inflammatory markers, foot outcomes, and confounders were calculated for the whole population and separately for male and female participants. Prior literature has found that incidence of and risk factors for foot pain vary by sex [20]. Therefore sex-specific logistic regression models were used to evaluate unadjusted and adjusted (age, smoking status, BMI, and PAI) relationships between each inflammatory marker and each foot outcome, independently. Covariates were selected for inclusion based on prior literature and a priori hypotheses about confounding relationships. These covariates were included in the model regardless of their statistical significance with the outcome. Because some participants were missing data on TNF-α level, TNF-α models were evaluated on a subset of the full study population.

Sensitivity analysis

For each pain outcome (foot, forefoot, or hindfoot), we tested interactions between BMI and each inflammatory marker to determine whether associations varied by BMI.


In total, 909 FFS participants were included in this analysis, 46% of whom were men (Table 1). TNF-α data were available for 647 (71%) participants (46% men). Foot pain, forefoot pain, and hallux valgus were more prevalent in women, while hallux rigidus was more common in men. Additionally, 163 participants reported knee OA symptoms (93 women and 70 men).

Table 1 Study population characteristics. Mean \(\pm\) S.D. or N (%) given

In unadjusted analyses, CRP and IL-6 were associated with increased odds of foot pain and forefoot pain among men. CRP was also associated with increased odds of hindfoot pain among women. TNF-α was not associated with foot pain or any structural foot disorder outcome. No other significant associations between inflammatory markers and foot outcomes were observed. After adjustment, CRP and IL-6 remained significantly associated with foot pain in men, and IL-6 with forefoot pain in men. No associations remained statistically significant in women (Table 2).

Table 2 Odds ratios and 95% CI for the association between inflammatory markers (logarithmic scale) and foot outcomes among men and women in the Framingham Foot Study

No interactions between BMI and inflammatory markers were statistically significant (p > 0.15 for all interactions, data not shown).


In this cross-sectional study, inflammatory markers were associated with foot pain in men. After adjustment for confounding, CRP and IL-6 were associated with foot pain in men, and IL-6 was additionally associated with forefoot pain in men. No inflammatory markers were associated with structural foot disorders, and no inflammatory markers were associated with foot pain in women after adjustment.

While the biological basis for these findings remains an important area of investigation, prior research on musculoskeletal pain has noted differences in pain prevalence, pain severity, and pain risk factors by sex [5, 20, 21]. Women may report more musculoskeletal pain [21] and have a higher prevalence of foot pain [5]. Proposed mechanisms include differing physiologies of pain receptors and response by sex, as well as sociocultural factors impacting how pain is perceived and reported [21]. Additional work has suggested that, given the relationship between fat mass and foot pain, differences in body composition and fat mass distribution between men and women may also contribute [16].

The present work examined whether inflammatory markers may be associated with foot pain and structural foot disorders in a cross-sectional setting. The associations assessed in this study may help elucidate mechanisms of the established relationship between obesity and foot pain [4,5,6]. The physiological mechanisms underlying the association between obesity, inflammatory markers and pain are complex and not fully understood. CRP is a sensitive but non-specific marker of inflammation, and it has been demonstrated that increased circulating CRP is associated with increased pain sensitivity [22]. TNF-α, and IL-6, both pro-inflammatory cytokines, contribute to cartilage degradation in osteoarthritis and facilitate pain initiation and persistence. All three markers are elevated in obesity, which supports that our results warrant further exploration in relation to previously reported associations between fat mass and foot pain after adjustment for skeletal muscle mass [4]. No associations were observed between inflammatory markers and structural foot disorders, which suggests that the link between inflammation and foot pain is not mediated by alterations in foot morphology.

The etiology of foot pain has implications for interventions to improve mobility and maintain independence. When foot problems emerge due to mechanical load or structural foot disorders, footwear and orthoses may help [1]. However, these interventions may not be as effective in cases where inflammation may be the primary cause of foot pain. The relative benefits of mechanical versus pharmacological treatments in managing foot pain in the presence of obesity and inflammation warrants further investigation.

There are several limitations to this study. First, the cross-sectional nature of the study does not allow for confirmation of the temporal sequence between increases in inflammatory markers and the onset of foot pain. Second, this study controlled only for BMI, and not for body composition. Future work exploring the association between inflammatory markers and foot pain with respect to body composition is warranted. Additionally, foot and hindfoot pain may arise from multiple etiologies (e.g., fat pad insufficiency, plantar fasciitis, or shoe type). The relationship between inflammation and foot pain may differ based on such etiologies, with inflammation causing or mediating pain by different mechanisms and to different degrees. Further research with more detailed case definitions is necessary to explore these potential pathways. Due to low numbers, we were unable to control for several comorbidities (type II diabetes, depression, and inflammatory arthritis) that may be associated both with inflammation and pain. Additionally, inflammatory marker data was collected prior to the foot examination. While inflammatory markers have been shown to be stable over time, this analysis was unable to account for changes in inflammatory marker levels that may have occurred between the time of marker measurement and the FFS exam. Additionally, changes in weight or disease status may have led to trends in inflammation between the time of inflammatory marker measurement and foot assessment that may have impacted outcomes. Finally, the study sample used in this analysis is primarily composed of white individuals from the northeastern United States; replication of these findings in racially and geographically diverse samples is needed to assess the generalizability of these results. Strengths of the study include large numbers of community-dwelling men and women with comprehensive assessments of foot conditions and foot pain. These results point towards areas of future investigations in the relationship between inflammation in foot pain, particularly in older men.


We found evidence that CRP and IL-6 are associated with foot pain in men, and that IL-6 is additionally associated with hindfoot pain in men. These findings support inflammation as having a potential role in the relationship between obesity and foot pain. While additional work confirming these associations in a longitudinal setting is necessary for determining the precise mechanism involved, these results indicate that further study of inflammation may be important for preventing and mitigating foot pain and its impacts on independence and quality of life.

Availability of data and materials

Data used in these analyses may be obtained upon reasonable request from the National Heart, Lung, and Blood Institute’s Framingham Heart Study at


  1. Menz HB, Dufour AB, Katz P, Hannan MT. Foot pain and pronated foot type are associated with self-reported mobility limitations in older adults: the Framingham Foot Study. Gerontology. 2016;62:289–95.

    Article  Google Scholar 

  2. Menz HB, Dufour AB, Casey VA, Riskowski JL, McLean RR, Katz P, et al. Foot pain and mobility limitations in older adults: the Framingham Foot Study. J Gerontol A Biol Sci Med Sci. 2013;68:1281–5.

    Article  Google Scholar 

  3. Benvenuti F, Ferrucci L, Guralnik JM, Gangemi S, Baroni A. Foot pain and disability in older persons: an epidemiologic survey. J Am Geriatr Soc. 1995;43:479–84.

    Article  CAS  Google Scholar 

  4. Tanamas SK, Wluka AE, Berry P, Menz HB, Strauss BJ, Davies-Tuck M, et al. Relationship between obesity and foot pain and its association with fat mass, fat distribution, and muscle mass. Arthritis Care Res. 2012;64:262–8.

    Article  Google Scholar 

  5. Dufour AB, Losina E, Menz HB, LaValley MP, Hannan MT. Obesity, foot pain and foot disorders in older men and women. Obes Res Clin Pract. 2017;11:445–53.

    Article  Google Scholar 

  6. Walsh TP, Butterworth PA, Urquhart DM, Cicuttini FM, Landorf KB, Wluka AE, et al. Increase in body weight over a two-year period is associated with an increase in midfoot pressure and foot pain. J Foot Ankle Res. 2017;10:31.

    Article  Google Scholar 

  7. Butterworth PA, Menz HB, Urquhart DM, Cicuttini FM, Landorf KB, Pasco JA, et al. Fat mass is associated with foot pain in men: the Geelong Osteoporosis Study. J Rheumatol. 2016;43:138–43.

    Article  Google Scholar 

  8. Butterworth PA, Urquhart DM, Cicuttini FM, Menz HB, Strauss BJ, Proietto J, et al. Fat mass is a predictor of incident foot pain. Obes Silver Spring Md. 2013;21:E495-499.

    Article  CAS  Google Scholar 

  9. Yusuf E, Nelissen RG, Ioan-Facsinay A, Stojanovic-Susulic V, DeGroot J, van Osch G, et al. Association between weight or body mass index and hand osteoarthritis: a systematic review. Ann Rheum Dis. 2010;69:761–5.

    Article  Google Scholar 

  10. Grotle M, Hagen KB, Natvig B, Dahl FA, Kvien TK. Obesity and osteoarthritis in knee, hip and/or hand: an epidemiological study in the general population with 10 years follow-up. BMC Musculoskelet Disord. 2008;9:132.

    Article  Google Scholar 

  11. Reyes C, Leyland KM, Peat G, Cooper C, Arden NK, Prieto-Alhambra D. Association between overweight and obesity and risk of clinically diagnosed knee, hip, and hand osteoarthritis: a population-based cohort study. Arthritis Rheumatol Hoboken NJ. 2016;68:1869–75.

    Article  Google Scholar 

  12. Rangel-Huerta OD, Pastor-Villaescusa B, Gil A. Are we close to defining a metabolomic signature of human obesity? A systematic review of metabolomics studies. Metabolomics. 2019;15:93.

    Article  Google Scholar 

  13. Tilg H, Moschen AR. Adipocytokines: mediators linking adipose tissue, inflammation and immunity. Nat Rev Immunol. 2006;6:772–83.

    Article  CAS  Google Scholar 

  14. Berenbaum F, Griffin TM, Liu-Bryan R. Metabolic regulation of inflammation in osteoarthritis. Arthritis Rheumatol Hoboken NJ. 2017;69:9–21.

    Article  Google Scholar 

  15. Neogi T, Zhang Y. Epidemiology of osteoarthritis. Rheum Dis Clin Elsevier. 2013;39:1–19.

    Article  Google Scholar 

  16. Walsh TP, Gill TK, Evans AM, Yaxley A, Shanahan EM, Hill CL. Association of Fat Mass and adipokines with foot pain in a community cohort. Arthritis Care Res. 2016;68:526–33.

    Article  CAS  Google Scholar 

  17. Chen T, Gona P, Sutherland PA, Benjamin EJ, Wilson PWF, Larson MG, et al. Long-term C-Reactive Protein variability and prediction of metabolic risk. Am J Med. 2009;122:53–61.

    Article  CAS  Google Scholar 

  18. Ho GYF, Xue X-N, Burk RD, Kaplan RC, Cornell E, Cushman M. Variability of serum levels of tumor necrosis factor-alpha, interleukin 6, and soluble interleukin 6 receptor over 2 years in young women. Cytokine. 2005;30:1–6.

    Article  CAS  Google Scholar 

  19. Internal Medicine Certification Reference Ranges | Available from: Cited 2022 Jun 27.

  20. Dufour AB, Casey VA, Golightly YM, Hannan MT. Characteristics associated with hallux valgus in a population-based study of older adults: the Framingham Foot Study. Arthritis Care Res. 2014;66:1880–6.

    Article  Google Scholar 

  21. Leveille SG, Zhang Y, McMullen W, Kelly-Hayes M, Felson DT. Sex Differences in musculoskeletal pain in older adults. Pain. 2005;116:332–8.

    Article  Google Scholar 

  22. Afari N, Mostoufi S, Noonan C, Poeschla B, Succop A, Chopko L, et al. C-Reactive protein and pain sensitivity: findings from female twins. Ann Behav Med Publ Soc Behav Med. 2011;42:277–83.

    Article  Google Scholar 

Download references


Not applicable.


This research was supported by a 2019 Graduate Student Preceptorship from the Rheumatology Research Foundation, the National Institute of Arthritis and Musculoskeletal and Skin Diseases and National Institute on Aging (grant number AR047853); and the National Heart, Lung and Blood Institute’s Framingham Heart Study (N01-HC-25195).

Author information

Authors and Affiliations



AS and MTH designed the research; AS and ABD analyzed the data with critical input from all co-authors; AS drafted the manuscript; all authors contributed to editing and approved the final manuscript.

Corresponding author

Correspondence to Anna C. Siefkas.

Ethics declarations

Ethics approval and consent to participate

The Framingham Foot Study was approved by the Institutional Review Boards (IRBs) at Boston University and Hebrew SeniorLife, and all participants provided written informed consent prior to enrollment.

Consent for publication

Not applicable.

Competing interests

The authors report no conflicts to disclose.

Additional information

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Additional file 1: Supplementary Figure 1.

Participant inclusion flowchart. Eligible study participants had available inflammatory marker data form a Framingham Offspring Study visit and completed a Framingham Foot Study exam between 2002 – 2008. Participants were included if they had available data on C-reactive protein, interluekin-6, body mass index, sex, age, and physical activity index (PAI). Abbreviations used: TNF-α: tumor necrosis factor alpha.

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit The Creative Commons Public Domain Dedication waiver ( applies to the data made available in this article, unless otherwise stated in a credit line to the data.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Siefkas, A.C., Dufour, A.B., Golightly, Y.M. et al. Foot pain and inflammatory markers: a cross sectional study in older adults. J Foot Ankle Res 15, 57 (2022).

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: