For patients
Chronic pain and metabolic health
If you have had pain for years and every scan looks the same as the last one, the thing that has not been measured is often metabolic.
Why the two are connected
Chronic metabolic inflammation is inflammation without infection: a whole-body, low-grade inflammatory state driven by metabolic disturbance rather than by injury. It is not the inflammation of a sprained ankle. It is systemic, it is persistent, and it changes how pain is generated and how it is perceived.
It also does damage that shows up in exactly the measurements this suite takes: small nerve fibers, autonomic regulation, endothelial function and vascular stiffness. Which means a person with long-standing pain and a metabolic problem usually has measurable abnormalities long before anyone thinks to look for them.
What the numbers look like in a pain population
12.2% of american adults met a full definition of optimal metabolic health in the national health and nutrition examination survey for 2009 to 2016 — so roughly 88% of us adults did not. In the Padda Institute patient population the picture is starker still: fewer than 3% of patients overall, and fewer than 1% of chronic pain patients, meet the same definition of metabolic health. Those are practice-reported figures from our own population, not trial outcomes, and individual results vary.
Read carefully: the clinic figures describe patients who have already sought care for pain. They are not a claim about the general population, and they are not a trial result. They are the reason metabolic measurement is standard rather than optional in this practice.
What this does not mean
It does not mean your pain is caused by your weight, and it does not mean pain is a metabolic problem in disguise. Structural disease is real, injuries are real, and nerve damage is real. What it means is that a metabolic and autonomic abnormality is a common, measurable and modifiable contributor that is routinely left out of the assessment.
It also means something more practical. Several of the things that reduce metabolic inflammation — dietary pattern, sleep, movement, glycemic control — are things people can act on, and their effects can be measured rather than assumed.
What gets measured
- Sudomotor testing, because small-fiber injury is common in this population and is frequently missed.
- Autonomic testing, because pain and autonomic dysregulation reinforce each other.
- Inflammatory and metabolic panels, including insulin and inflammatory markers.
- Body composition and measured metabolic rate.
If you are a clinician: the same subject written for the person ordering the test is at specialty applications.
Evidence and limitations
Written for a reader who wants the literature rather than the summary. Where the evidence is thin we say so and give both sides, and where a claim is mechanistic rather than demonstrated we label it as such.
Mechanism
Chronic metabolic inflammation is a low-grade, systemic inflammatory state driven by metabolic disturbance rather than infection or injury. Pro-inflammatory signaling from expanded and immune-infiltrated adipose tissue lowers nociceptor activation thresholds peripherally and contributes to glial activation centrally. The same milieu damages the tissues this suite measures: small unmyelinated fibers, autonomic regulation and the vascular endothelium, whose signaling is coupled to insulin action in the vessel wall.
What the evidence shows
On the association between excess weight and pain, a 2024 systematic review and meta-analysis screened 2,194 records, appraised 31 eligible studies and pooled data from 22. It reported that adults with excess weight (body mass index at or above 25.0) or with obesity (at or above 30.0), but not those with overweight alone (25.0 to 29.9), reported greater self-perceived pain intensity than individuals of normal weight. The authors were explicit that the prior literature was contradictory, with studies reporting both lower and higher pain thresholds in obesity, and that inconsistent outcome definitions made firm conclusions difficult.
On the metabolic side, nerve injury associated with impaired glucose tolerance and metabolic syndrome preferentially affects small fibers and is relatively insensitive to nerve conduction studies. And the population figures make the base rate concrete: 12.2% of American adults met a full definition of optimal metabolic health in the 2009–2016 survey.
In the Padda Institute patient population the figures are lower still — fewer than 3% of patients overall and fewer than 1% of chronic pain patients meet the same definition. Those are practice-reported figures from our own population, not trial outcomes, and individual results vary.
Limitations of that evidence
- Association, not causation. The pain-and-weight meta-analysis pools cross-sectional and observational data. Pain reduces activity, which affects weight, so the arrow runs both ways.
- Self-reported pain intensity on heterogeneous scales, normalized for pooling, is a soft outcome with real measurement error.
- Heterogeneity was substantial and the authors said so, noting contradictory threshold findings in the underlying literature.
- Body mass index as the exposure is exactly the variable this site argues is too coarse; a body-composition-based analysis would be more informative and largely does not exist.
- The clinic figures are ours. They describe patients who have already sought care at one practice. They are not a general-population estimate and must never be blended with the survey figure.
What remains uncertain
Whether treating metabolic inflammation reduces chronic pain, in whom, and by how much, is not settled. The mechanistic and observational case is coherent and the interventional evidence is thinner than either side of the argument usually admits.
What is defensible, and what this site claims, is narrower: a measurable, modifiable contributor is present in most of this population, it is routinely left out of the assessment, and it can be measured in an hour and re-measured later. That converts a general instruction to lose weight into a set of numbers that can be watched. It does not mean pain is caused by weight, that structural disease is imaginary, or that a metabolic plan substitutes for treating the pain.
Talk to someone about testing
Tell us what you are trying to find out and we will explain which Measura assessments answer that question, what each one involves, and how the results are reviewed with a clinician.
4477 Woodson Rd, Suite 201, St. Louis, MO 63134. Monday to Friday, 9:00 a.m. to 5:00 p.m. Please do not send symptoms, diagnoses or images through a web form — a website form is not a secure medical channel. Call us with clinical detail.
Common questions
Are you saying my pain is because I am overweight?
No. Weight is one input among several and body composition matters more than weight does. Why metabolic health belongs in a pain practice.
My imaging is normal. Does that mean nothing is wrong?
Imaging shows structure. It says nothing about small-fiber function, autonomic regulation or inflammation, all of which are measurable separately. Small-fiber versus large-fiber neuropathy.
Will changing my diet actually reduce pain?
Dietary pattern is one of the inputs that moves metabolic markers, and those markers can be remeasured. Read more.
Does Measura treat pain?
No. Measura measures; treatment is a separate clinical relationship. What a result can and cannot tell you.
References
- Garcia MM, Corrales P, Huerta MÁ, et al. Adults with excess weight or obesity, but not with overweight, report greater pain intensities than individuals with normal weight: a systematic review and meta-analysis. Frontiers in Endocrinology. 2024;15:1340465. doi:10.3389/fendo.2024.1340465
- Araújo J, Cai J, Stevens J. Prevalence of Optimal Metabolic Health in American Adults: National Health and Nutrition Examination Survey 2009–2016. Metabolic Syndrome and Related Disorders. 2019;17(1):46–52. doi:10.1089/met.2018.0105
- Cortez M, Singleton JR, Smith AG. Glucose intolerance, metabolic syndrome, and neuropathy. Handbook of Clinical Neurology. 2014;126:109–122. doi:10.1016/B978-0-444-53480-4.00009-6
Medically reviewed by Dr. Gurpreet Singh Padda, MD, MBA, MHP, medical director of Measura. Last reviewed .