Cited by 1Multiple Sclerosis Research StudiesPain Mechanisms and TreatmentsPain Management and Treatment

The Prevalence of Neuropathic Pain in Multiple Sclerosis—A Systematic Review and Meta‐Analysis Using the NeuPSIG Algorithm

Open access
Jungersen, Rasmus C., Baccaro, Victor K., Hvid, Lars G., Dalgas, Ulrik, Hoegh, Morten·2026·European Journal of Pain

Abstract

Background and Objectives: Multiple sclerosis (MS) is a neurodegenerative disorder frequently leading to neuropathic pain. Due to the neurodegenerative nature, the diagnosis of neuropathic pain remains challenging. A grading system has been developed providing an overview of diagnostic certainty (i.e., possible , probable and definite ). Since no previous review has accounted for this, differences in diagnostic certainty may have affected prevalence estimates. To elucidate this issue, the current meta‐analysis aimed to estimate the prevalence of possible, probable and definite neuropathic pain separately, as well as the overall prevalence of neuropathic pain in MS. Databases and Data Treatment: A comprehensive systematic literature review was conducted (by 14‐10‐2025) using PubMed, Embase and Scopus databases, adhering to the PRISMA guidelines. For the meta‐analysis, we applied the Generic Inverse Variance method, using a random‐effects model for proportions to compute prevalence estimates for possible , probable and definite neuropathic pain, as well as for overall prevalence. Results: The literature search yielded 1638 records, of which 32 papers were considered eligible for inclusion. Disregarding diagnostic certainty, the overall prevalence of neuropathic pain in people with MS was estimated at 22.3% (95% CI: 17.3; 27.3). Following stratification by diagnostic certainty, the prevalence of possible neuropathic pain was 22.0% (95% CI: 16.0; 28.0), probable neuropathic pain was 23.7% (95% CI: 19.4; 28.0), and definite neuropathic pain was 23.4% (95% CI: 1.11; 35.8). Conclusions: Neuropathic pain in MS was estimated at an overall prevalence of 22.3%. Moreover, estimates of neuropathic pain in MS across diagnostic certainty levels yielded numerically similar results. However, these findings may not provide evidence of comparability; rather, they reflect methodological heterogeneity among the included studies. As such, in line with international recommendations, a diagnosis of possible neuropathic pain appears appropriate for epidemiological purposes as well as for initial screening in pwMS. However, probable and/or definite diagnoses should be adopted in clinical practice and in future studies investigating pain‐phenotype‐based effects in pwMS. Significance Statement: This review estimates the prevalence of neuropathic pain in multiple sclerosis across NeuPSIG diagnostic certainty levels, providing novel and valuable methodological insights into the application of the grading framework. Findings support the use of possible neuropathic pain for epidemiological and screening purposes, while emphasizing the importance of probable or definite diagnoses for clinical practice and pain‐phenotype‐based research. The review also highlights limitations of the framework and operationalization thereof that can inform future applications and refinements, particularly for central neuropathic pain, where diagnostic classification remains inherently challenging.

AI snapshot

Written from the paper’s full text.

TL;DR

This systematic review and meta-analysis estimated neuropathic pain prevalence in people with multiple sclerosis (pwMS) using the NeuPSIG diagnostic certainty framework. Overall prevalence was 22.3%, with numerically similar estimates across possible, probable, and definite neuropathic pain, but the authors caution these do not demonstrate comparability because of methodological heterogeneity.

Key findings

  • Across 32 included papers, the overall pooled prevalence of neuropathic pain in pwMS was 22.3% (95% CI: 17.3; 27.3), with heterogeneity of 97.1%.
  • Stratified by NeuPSIG certainty: possible neuropathic pain was 22.0% (95% CI: 16.0; 28.0; 26 studies, n = 5399; I² = 97.4%); probable was 23.7% (95% CI: 19.4; 28.0; 1 study, n = 374); definite was 23.4% (95% CI: 11.1; 35.8; 5 studies, n = 2064; I² = 92.1%).
  • Sensitivity analyses removing outliers gave overall 18.8% (95% CI: 15.0; 22.7) and possible 17.6% (95% CI: 13.2; 22.0); removing lower clinical extremes gave overall 20.5% (95% CI: 15.4; 25.6), without changing conclusions.
  • The authors conclude possible neuropathic pain is appropriate for epidemiological purposes and initial screening, while probable and/or definite diagnoses should be used in clinical practice and future pain-phenotype research.

Methods

  • Systematic review and meta-analysis following PRISMA, preregistered at PROSPERO (CRD42024603211), searching PubMed, Embase, and Scopus; initial search October 24, 2024, updated October 14, 2025.
  • Included original studies of pwMS published 1990–2025 that at least fulfilled NeuPSIG criteria for possible neuropathic pain; excluded studies investigating only specific neuropathic pain subtypes such as trigeminal neuralgia, painful optic neuritis, or Lhermitte’s phenomenon.
  • Prevalence estimates were pooled using the Generic Inverse Variance method with a random-effects model for proportions in RStudio; heterogeneity assessed with Cochrane Q and I², with sensitivity analyses for outliers and lower clinical extremes.

Limitations

  • Stated: the review cannot directly compare diagnostic methods because prevalence estimates are not derived from the same MS population; the strata differ substantially in number of studies and methodology, and probable neuropathic pain is based solely on one study (Ferraro et al. 2018).
  • Stated: numerically similar prevalences across diagnostic certainty levels cannot be assumed comparable, as this likely reflects methodological heterogeneity rather than true equivalence; definite diagnostic certainty also does not constitute absolute proof of central neuropathic pain.
  • Stated and evident: the review excluded studies reporting exclusively on specific neuropathic pain subtypes or co-occurring pain, and the very high heterogeneity (I² = 97.1% overall, 97.4% possible, 92.1% definite) further limits cautious interpretation of pooled estimates.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1002/ejp.70375

Cites

66 of 68 references verified1 citation errors · 1 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

33 of 55 cited sources checked · 16 supported · 2 flagged · accuracy not yet measured

  • Interpretationcitation

    The discrepancy between the previous review's 26.8% and the current review's 22.3% may be due to the previous review's inclusion of studies that exclusively investigated people with multiple sclerosis and pain, likely overinflating estimates.

    “This discrepancy may be due to their inclusion of studies that exclusively investigated pwMS with pain, likely overinflating estimates (Ata et al. 2021; Foley et al. 2022; Khan and Pallant 2007; Kim et al. 2019, 2020; Solaro et al. 2004; Srotova et al. 2021; Young et al. 2017).”
    Quote in the paperNot a substantial claim2 of 3 sources checked
    • cites Ata et al. 2021

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Foley et al. 2022 source

      Split into 2 atoms — 0 confirmed, 0 partially supported, 2 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

      Checked by a reasoning model — may be wrong.

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    • cites Khan and Pallant 2007 source

      Split into 2 atoms — 0 confirmed, 0 partially supported, 2 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

      Checked by a reasoning model — may be wrong.

      Experimental — accuracy not yet measured
  • Premisecitation

    Most established questionnaires for distinguishing pain phenotypes were developed before the current NeuPSIG guidelines.

    “Because most established questionnaires for distinguishing pain phenotypes were developed before the current NeuPSIG guidelines, we followed their recommendations and automatically accepted a possible diagnosis of neuropathic pain when Criterion 1 was met (Truini et al. 2023).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Truini et al. 2023 source
  • Premisecitation

    Determining whether lesions are neuroanatomically plausible for explaining pain in multiple sclerosis is complex, as the correlation between lesion location and pain is at best moderate-to-good.

    “However, determining whether lesions are neuroanatomically plausible for explaining pain in MS is complex, as the correlation between lesion location and pain is at best moderate‐to‐good (Ismail et al. 2025; Ouyang et al. 2024; Seixas et al. 2014; Svendsen et al. 2011).”
    Quote in the paperSubstantial claim3 of 3 sources checked
    • cites Ismail et al. 2025 source

      The Introduction and Discussion say that pain mechanisms in MS remain incompletely understood, supporting the claim that linking a lesion to pain is complex. The Results report significant associations between lesions in the thalamus, brainstem and spinal cord and pain, but do not characterize the strength of the lesion-location correlation as “at best moderate-to-good.” (LLM, conf=0.84)

      Experimental — accuracy not yet measured
    • cites Ouyang et al. 2024 source

      The Discussion (page unavailable) describes the association between spinal cord lesions and neuropathic pain as controversial and reports that this study did not find the expected associations for thalamic or parietal lesions. That supports the difficulty of interpreting lesion location, but the paper does not characterize the overall lesion-location–pain correlation as “at best moderate-to-good.” (LLM, conf=0.84)

      Experimental — accuracy not yet measured
    • cites Seixas et al. 2014 source

      The Discussion says identifying culprit lesions often relied on anatomical assumptions, with few studies checking whether lesion timing matched pain onset. The Conclusion reports differing findings across studies and fewer positive associations in higher-quality studies. These passages support the difficulty of linking lesions to pain, but do not characterize the correlation as “moderate-to-good.” Page numbers are unavailable in our copy. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • Findingown data

    The prevalence of probable neuropathic pain in MS was 23.7% (95% CI: 19.4; 28.0).

    “Following stratification by diagnostic certainty, the prevalence of possible neuropathic pain was 22.0% (95% CI: 16.0; 28.0), probable neuropathic pain was 23.7% (95% CI: 19.4; 28.0), and definite neuropathic pain was 23.4% (95% CI: 1.11; 35.8).”
    Quote in the paperSubstantial claim
  • Findingown data

    Twenty-six studies including 5399 people with MS met the criteria for possible diagnostic certainty of neuropathic pain.

    “N = 26 studies, including n = 5399 pwMS, met the criteria for possible diagnostic certainty of neuropathic pain.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: A valid diagnosis of MS inherently serves as evidence of neurodegeneration.
  • Classified as probably not a substantial claim. 35
  • May combine two claims. 35
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    According to the NeuPSIG algorithm, possible neuropathic pain requires that the medical history prompts a possible explanation for neuropathic pain and patients present with clinical symptoms, and that the pain distribution is neuroanatomically plausible.

    “To indicate possible neuropathic pain, patients must meet two criteria. First, the medical history should prompt a possible explanation for neuropathic pain, and patients should present with clinical symptoms. Second, the experienced pain distribution must be neuroanatomically plausible (i.e., the experienced pain is likely to correspond to the patient's neurological damage) (Finnerup et al. 2016;”
    Quote in the paperSubstantial claim2 of 2 sources checked
    • cites Finnerup et al. 2016 source
    • cites Schmid et al. 2023 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    The review was preregistered at PROSPERO (CRD42024603211) before initiation of screening.

    “The review followed PRISMA guidelines and was preregistered at PROSPERO (CRD42024603211) before initiation of screening (Page et al. 2021).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Page et al. 2021 source

      The “How to use PRISMA 2020” section identifies this paper as the PRISMA reporting guideline, supporting the guideline reference. It does not establish that the citing review followed PRISMA or that it registered PROSPERO record CRD42024603211 before screening; searches for the record and registration timing found no such passage. No page number was provided in our copy. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
  • Classified as probably not a substantial claim.

    Premisecitation

    According to the NeuPSIG algorithm, probable neuropathic pain additionally requires that pain is associated with sensory abnormalities in the same neuroanatomically plausible distribution.

    “To indicate probable neuropathic pain, pain must also be associated with sensory abnormalities (i.e., clinical signs such as allodynia and/or hyperalgesia) in the same neuroanatomical plausible distribution (Finnerup et al. 2016; Schmid et al. 2023).”
    Quote in the paperSubstantial claim2 of 2 sources checked
    • cites Finnerup et al. 2016 source

      Section 4.2 says probable neuropathic pain generally requires examination evidence of sensory signs concordant with the suspected lesion or disease. But the Figure 2 caption says sensory changes may extend beyond, lie within, or overlap the pain area, and that probable neuropathic pain can sometimes be assigned without demonstrable sensory signs when a diagnostic test confirms the lesion or disease. Thus the claim's absolute requirement for abnormalities in the same distribution overstates the algorithm. Page numbers are not available in our copy. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
    • cites Schmid et al. 2023 source

      Section 4.2.2, Recommendation 2, says sensory signs in the same neuroanatomically plausible distribution support probable neuropathic pain. But section 4.2 also allows a classification of probable neuropathic pain without cutaneous sensory signs when a diagnostic test confirms a lesion, so the claim's 'must' is too absolute. The paper also says it could not recommend whether allodynia or hyperalgesia alone suffice in spine-related leg pain. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The prevalence of neuropathic pain in the general population ranges from 7% to 10%.

    “where estimates range from 7% to 10% (Baskozos et al. 2023; van Hecke et al. 2014).”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites Baskozos et al. 2023 source
    • cites van Hecke et al. 2014

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Classified as probably not a substantial claim.

    Premisecitation

    The Neuropathic Pain Special Interest Group (NeuPSIG) has developed a grading system for the identification of neuropathic pain.

    “the Neuropathic Pain Special Interest Group (NeuPSIG) has developed a grading system for the identification of neuropathic pain (Finnerup et al. 2016; Schmid et al. 2023)”
    Quote in the paperSubstantial claim2 of 2 sources checked
    • cites Finnerup et al. 2016 source
    • cites Schmid et al. 2023 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    The review followed PRISMA guidelines.

    “The review followed PRISMA guidelines and was preregistered at PROSPERO (CRD42024603211) before initiation of screening (Page et al. 2021).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Page et al. 2021 source
  • Classified as probably not a substantial claim.

    Premisecitation

    According to the NeuPSIG algorithm, definite neuropathic pain additionally requires objective confirmation of a lesion or disease in the somatosensory nervous system that may explain the pain.

    “Lastly, to establish definite neuropathic pain, additional objective confirmation of a lesion or disease in the somatosensory nervous system that may explain the pain is required (Finnerup et al. 2016; Schmid et al. 2023).”
    Quote in the paperSubstantial claim2 of 2 sources checked
    • cites Finnerup et al. 2016 source
    • cites Schmid et al. 2023 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The algorithms used across diagnostic certainty levels do not yield a definitive diagnosis of neuropathic pain; instead, the grading system evaluates the probability that experienced pain is caused by neurological damage, with increasing certainty as more criteria are met.

    “Importantly, the algorithms used across diagnostic certainty levels do not yield a definitive diagnosis of neuropathic pain (i.e., not to be confused with definite neuropathic pain). Instead, the grading system evaluate the probability that the experienced pain is caused by neurological damage, with increasing certainty as more criteria are met (Finnerup et al. 2016).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Finnerup et al. 2016 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    In multiple sclerosis, the McDonald criteria are the standard criteria for disease diagnosis; according to these criteria, patients must present with multiple lesions in the central nervous system that are disseminated in space.

    “In MS, the McDonald criteria are the standard criteria for disease diagnosis. According to these criteria, patients must present with multiple lesions in the central nervous system (CNS) that are disseminated in space (Montalban et al. 2025).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Montalban et al. 2025 source

      The indexed title identifies the McDonald criteria as criteria for diagnosing multiple sclerosis. However, the available passages contain only title and citation metadata; they do not establish that the criteria are the standard or that patients must have multiple CNS lesions disseminated in space. Searches for dissemination in space and lesion locations found no passage stating those requirements. (LLM, conf=0.70)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationcitation

    Achieving definite diagnostic certainty does not constitute absolute proof of central neuropathic pain but should be interpreted as a strong indication within the context of best clinical practice.

    “Hence, achieving definite diagnostic certainty does not constitute absolute proof of central neuropathic pain but should rather be interpreted as a strong indication within the context of best clinical practice (Finnerup et al. 2016).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Finnerup et al. 2016 source
  • May combine two claims.

    Interpretationcitation

    The majority of studies meeting only possible criteria is likely because questionnaires such as DN4, PainDETECT, and LANSS are relatively easy to administer, whereas economic and professional constraints of physical and sensory examinations and objective confirmatory tests present major barriers to routine diagnostics.

    “This is likely because questionnaires such as DN4, PainDETECT, and LANSS are relatively easy to administer. In contrast, the economic and professional constraints of physical and sensory examinations, as well as objective confirmatory tests (e.g., MRI or neurophysiological techniques), present major barriers to the routine implementation of such diagnostics (Truini et al. 2023).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Truini et al. 2023 source

      Split into 2 atoms — 0 confirmed, 2 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

      Experimental — accuracy not yet measured
  • May combine two claims.

    Study design and conductown data

    Sensitivity analysis removing lower clinical extremes for low disability, duration, and progression did not affect the conclusions, yielding 20.5% (95% CI 15.4-25.6), indicating no clear impact.

    “After removing lower clinical extremes (Aliş et al. 2025; Ismail et al. 2025; Jallouli, Ghroubi, Ben Dhia, et al. 2025), the overall sensitivity analysis for low disability, duration, and progression similarly did not affect the conclusions (20.5% [95% CI: 15.4; 25.6]), indicating no clear impact.”
    Quote in the paperNot a substantial claim1 of 3 sources checked
    • cites Aliş et al. 2025 source
    • cites Ismail et al. 2025 source
    • cites Jallouli, Ghroubi, Ben Dhia, et al. 2025 source
  • Classified as probably not a substantial claim.

    Premisecitation

    In Parkinson's disease, when neuropathic pain is clinically present but a lesion to the somatosensory system cannot be confirmed by objective assessments, the diagnosis is considered probable.

    “In Parkinson's disease, it has recently been suggested that when neuropathic pain is clinically present, but a lesion to the somatosensory system cannot be confirmed by objective assessments, the diagnosis is to be considered probable (Tinazzi et al. 2025).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Tinazzi et al. 2025 source

      The available passages contain bibliographic details (the passage labeled Abstract, page not given), but no discussion of neuropathic-pain diagnostic criteria. Searches for probable neuropathic pain, somatosensory lesions, and objective assessments found no passage addressing the claim. (LLM, conf=0.75)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Premisecitation

    Increased lesion load is correlated with disease duration, Expanded Disability Status Scale, and multiple sclerosis phenotypes, and is therefore expectedly positively associated with increased prevalence of neuropathic pain.

    “It has been shown that increased lesion load is correlated with disease duration, Expanded Disability Status Scale (EDSS) and MS phenotypes, and is therefore expectedly (positively) associated with increased prevalence of neuropathic pain (Ismail et al. 2025; Solaro et al. 2018; Srotova et al. 2021; Svendsen et al. 2011).”
    Quote in the paperNot a substantial claim1 of 3 sources checked
    • cites Ismail et al. 2025 source

      The Results and Table 7 (page not available in our copy) report a positive correlation between MRI lesion count and pain severity. The Introduction also links neuropathic-pain risk to longer disease duration and greater disability, but the paper does not establish that lesion load correlates with duration, EDSS, or MS phenotypes, or directly report a lesion-load correlation with pain prevalence. Its study included only relapsing-remitting MS patients. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
    • cites Solaro et al. 2018

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Srotova et al. 2021

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning

    Given these considerations and existing guidelines, establishing a probable diagnosis of neuropathic pain may be adequate for prompting analgesic treatments in people with multiple sclerosis, provided the patient has a valid diagnosis of multiple sclerosis.

    “Given these considerations and in line with existing guidelines, the establishment of a probable diagnosis of neuropathic pain may be adequate for prompting analgesic treatments in pwMS, provided that the patient has a valid diagnosis of MS (Finnerup et al. 2016; Treede et al. 2019).”
    Quote in the paperSubstantial claim2 of 2 sources checked
    • cites Finnerup et al. 2016 source
    • cites Treede et al. 2019 source

      Section 3.2.3 describes grading the certainty of neuropathic-pain diagnoses and distinguishes definite diagnosis from less certain diagnoses. Section 3.2 says identifying chronic pain can facilitate treatment pathways. Neither passage says that a probable diagnosis is sufficient to prompt analgesic treatment in people with multiple sclerosis, or that a valid MS diagnosis is the condition for doing so. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Study design and conductown data

    Sensitivity analysis removing individual outliers did not affect the overall conclusions for overall or possible neuropathic pain, yielding 18.8% (95% CI 15.0-22.7) and 17.6% (95% CI 13.2-22.0), indicating robustness of the results.

    “The sensitivity analysis did not affect the overall conclusions of estimated prevalences after removing individual outliers (Feketová et al. 2017; Jallouli, Ghroubi, Ben Dhia, et al. 2025; Moisset et al. 2013), for either overall (18.8% [95% CI: 15.0; 22.7]) or possible (17.6% [95% CI: 13.2; 22.0]) neuropathic pain, indicating robustness of the results.”
    Quote in the paperNot a substantial claim1 of 3 sources checked
    • cites Feketová et al. 2017 source

      The Patients and Methods section (p. 2) describes analyses of this paper’s patient data, while the Prevalence of central pain section (p. 5) discusses its prevalence estimates. Searches for sensitivity analysis, removal of outliers, and the quoted prevalence estimates found no passage addressing whether removing this study changed the citing paper’s pooled results. (LLM, conf=0.76)

      Experimental — accuracy not yet measured
    • cites Jallouli, Ghroubi, Ben Dhia, et al. 2025 source
    • cites Moisset et al. 2013 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    A possible diagnosis cannot replace the probable and definite certainty provided by NeuPSIG in clinical practice.

    “Importantly, a possible diagnosis cannot replace the probable and definite certainty provided by NeuPSIG in clinical practice (Finnerup et al. 2016).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Finnerup et al. 2016 source
  • May combine two claims.

    Premisecitation

    A recent study found that the majority of people with multiple sclerosis experience co-occurring pains, often encompassing multiple phenotypes at once.

    “A recent study supports this argument by finding that the majority of pwMS experience co‐occurring pains, often encompassing multiple phenotypes at once (Dagnew et al. 2025).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Dagnew et al. 2025 source
  • May combine two claims.

    Study design and conductcitation

    Studies exclusively investigating people with multiple sclerosis and pain cannot accurately estimate the true prevalence of neuropathic pain, so the current review excluded such studies.

    “The current review excluded such studies, as these cannot accurately estimate the true prevalence of neuropathic pain (Truini et al. 2023).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Truini et al. 2023 source

      The Screening Questionnaires section says that recruitment at pain centres may explain why some studies found a higher prevalence of neuropathic pain than epidemiological studies. It does not address whether studies restricted to people with multiple sclerosis and pain can estimate neuropathic-pain prevalence. Searches for multiple sclerosis and pain-only study populations found no passage establishing the cited rationale. (LLM, conf=0.72)

      Experimental — accuracy not yet measured
  • May combine two claims.

    Interpretationown data

    The prevalence of neuropathic pain in people with multiple sclerosis (22.3%) is substantially higher than the 7%-10% observed in the general population.

    “The main findings support this assumption by presenting an overall prevalence of neuropathic pain of 22.3% (95% CI: 17.3; 27.3) in pwMS, which is substantially higher than the 7%–10% observed in the general population (Baskozos et al. 2023; van Hecke et al. 2014).”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites Baskozos et al. 2023 source
    • cites van Hecke et al. 2014

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    Pain in multiple sclerosis is rarely exclusively neuropathic and often presents as a co-occurrence of nociceptive and neuropathic pain characteristics, further complicating diagnoses.

    “Furthermore, pain in MS is rarely exclusively neuropathic and often presents as a co‐occurrence of nociceptive and neuropathic pain characteristics, further complicating diagnoses (Tinazzi et al. 2025).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Tinazzi et al. 2025 source

      The available passages contain bibliographic information identifying this as a review of pain in Parkinson’s disease, but no passage addresses pain in multiple sclerosis. Searches for MS pain and for the claimed co-occurrence of neuropathic and nociceptive characteristics returned no relevant passage, so our copy cannot verify the claim. (LLM, conf=0.75)

      Experimental — accuracy not yet measured
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationcitation

    In line with NeuPSIG guidelines, a possible diagnosis appears appropriate for epidemiologic purposes and for initial examinations, prompting clinicians to conduct further neurological examinations in people with multiple sclerosis.

    “In line with NeuPSIG guidelines, a possible diagnosis appears appropriate for epidemiologic purposes and for initial examinations, prompting clinicians to conduct further neurological examinations in pwMS (Truini et al. 2023).”
    • Also stated in: § Conclusion · hedged
      “As such, in line with international recommendations, possible diagnostic certainty appears appropriate for epidemiological purposes as well as for initial screening of pain phenotype in pwMS.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Truini et al. 2023 source

      The Discussion (page unavailable) says screening questionnaires are useful in epidemiological studies and can help identify ‘possible’ neuropathic pain at the first stage of the NeuPSIG algorithm. The Introduction (page unavailable) describes sensory signs and objective tests as requirements for higher diagnostic certainty. The guidelines do not specifically recommend this approach or further neurological examinations for people with multiple sclerosis; that is the citing authors’ application of the general guidance. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The literature search yielded 1638 records.

    “The literature search yielded 1638 records, of which 32 papers were considered eligible for inclusion.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Thirty-two papers were considered eligible for inclusion and were included in the review and meta-analysis.

    “The literature search yielded 1638 records, of which 32 papers were considered eligible for inclusion.”
    • Also stated in: § Results · plain
      “N = 32 individual papers were identified and included in data extraction and subsequently incorporated into the meta‐analysis.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    Across all included studies, the majority only met the criteria for possible neuropathic pain, while only a few studies complied with probable or definite neuropathic pain.

    “Across all the included studies, the majority only met the criteria for possible neuropathic pain, while only a few studies complied with probable or definite neuropathic pain.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The estimated prevalence of definite neuropathic pain was 23.4% (95% CI 11.1-35.8), with a heterogeneity of 92.1%.

    “Lastly, the estimated prevalence of definite neuropathic pain was 23.4%, 95% CI (11.1; 35.8), with a heterogeneity of 92.1% (Figure 5).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The estimated prevalence of possible neuropathic pain in people with multiple sclerosis was 22.0% (95% CI 16.0-28.0), with a heterogeneity of 97.4%.

    “Stratified by diagnostic certainty, the estimated prevalence of possible neuropathic pain in pwMS was 22.0%, 95% CI (16.0; 28.0), with a heterogeneity of 97.4% (Figure 3).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The overall pooled prevalence of neuropathic pain in people with multiple sclerosis was 22.3% (95% CI 17.3-27.3), with a heterogeneity of 97.1%.

    “Overall pooled estimates of neuropathic pain in pwMS revealed a prevalence of 22.3%, 95% CI (17.3; 27.3), with a heterogeneity of 97.1% (Figure 2).”
    • Also stated in: § Conclusion · plain
      “The findings of the current review revealed an overall prevalence of 22.3% (95% CI: 17.3; 27.3) for neuropathic pain in pwMS.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    The quality assessment was conducted by two independent reviewers across all included studies, with consensus through discussion for conflicts.

    “The quality assessment was conducted by two independent reviewers (R.C.J. and V.K.B.) across all included studies. In the event of any conflicting assessments, a consensus was reached through discussion.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    One reviewer extracted all data, with another reviewer verifying the findings.

    “One reviewer (R.C.J.) extracted all data, with another (V.K.B.) verifying the findings.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The same approach was applied to assess the impact of EDSS, disease duration and disease progression in a clinical sensitivity analysis.

    “The same approach was applied to assess the impact of EDSS, disease duration and disease progression in a clinical sensitivity analysis.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The Joanna Briggs Institute's critical appraisal tool for analytical cross-sectional studies was added because of its tailored design for cross-sectional studies, which was not otherwise covered by the Newcastle-Ottawa Scale.

    “Regarding risk of bias analysis, the Joanna Briggs Institute's critical appraisal tool for analytical cross‐sectional studies was added. This was done because of the tailored design for cross‐sectional studies, which was not otherwise covered by the Newcastle–Ottawa Scale (Ma et al. 2020).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Ma et al. 2020

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Two independent reviewers conducted title-and-abstract screening, blinded to each other's decisions, and reached collective agreement.

    “First, two independent reviewers (R.C.J. and V.K.B.) conducted a title‐and‐abstract screening using http://covidence.org/ (2025). Both were blinded to each other's decisions, and a collective agreement was ultimately reached.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    The analysis adhered to the Meta-analysis of Observational Studies in Epidemiology framework.

    “The analysis adhered to the Meta‐analysis of Observational Studies in Epidemiology framework and was conducted using the Generic Inverse Variance method with a random‐effects model due to the substantial heterogeneity between the results of included studies (Stroup et al. 2000).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Stroup et al. 2000

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Cross-sectional studies were evaluated using the Joanna Briggs Institute's critical appraisal tool for analytical cross-sectional studies.

    “Cross‐sectional studies were evaluated using the Joanna Briggs Institute's (JBI) critical appraisal tool for analytical cross‐sectional studies.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Case-control and cohort studies were assessed using the Newcastle-Ottawa Scale.

    “Case–control and cohort studies were assessed using the Newcastle–Ottawa Scale (NOS).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The prevalence of neuropathic pain in people with MS has been estimated at around 27%.

    “The prevalence of neuropathic pain in pwMS has been estimated at around 27% (Rodrigues et al. 2023)”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Rodrigues et al. 2023 source
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Premisecitation

    Distinguishing between neuropathic and non-neuropathic pain remains challenging, and with the change in definition, there has been an increased demand for greater scrutiny in the diagnosis.

    “Distinguishing between neuropathic and non‐neuropathic pain remains challenging, and with the change in definition, there has been an increased demand for greater scrutiny in the diagnosis (Hoegh and Hodges 2025).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Hoegh and Hodges 2025 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    A sensitivity analysis was conducted to assess the robustness of the findings.

    “A sensitivity analysis was conducted to assess the robustness of the findings; substantial changes in the estimated prevalences after removing individual outliers were considered significant if they affected the overall conclusions.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    Based on this review's findings, self-reported questionnaires appear appropriate for initial screening and epidemiological purposes, as pooled prevalences yielded estimates numerically similar to those at the probable and definite certainty levels.

    “However, based on the findings of this review, these questionnaires appear appropriate for initial screening and epidemiological purposes, as pooled prevalences yielded estimates numerically similar to those at the probable and definite certainty levels.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.

    Interpretationreasoning

    Accurately identifying pain descriptors in accordance with best practice increases confidence in the underlying mechanism and, in turn, the likelihood of a successful treatment outcome.

    “Accurately identifying pain descriptors in accordance with best practice is thus essential, as it increases confidence in the underlying mechanism and, in turn, the likelihood of a successful treatment outcome.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data

    Substantial differences in the number of studies included across the three diagnostic certainty strata and heterogeneous methodology across studies may have influenced the overall estimates, making the findings subject to cautious interpretation, especially probable neuropathic pain, as this prevalence is based solely on one study.

    “Furthermore, the substantial differences in the number of studies included across the three diagnostic certainty strata as well as the heterogeneous methodology across studies may have influenced the overall estimates, making the findings subject to cautious interpretation, especially in regard to probable neuropathic pain, as this prevalence is based solely on one study (Ferraro et al. 2018).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Ferraro et al. 2018

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Using predominantly self-reported questionnaires when screening for neuropathic pain may increase the risk of misdiagnosis.

    “A previous study indicates that using predominantly self‐reported questionnaires when screening for neuropathic pain may increase the risk of misdiagnosis (Vaegter et al. 2014).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Vaegter et al. 2014

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Interpretationreasoning

    The higher prevalence estimates observed for definite and probable neuropathic pain than for possible neuropathic pain appear counterintuitive and likely reflect substantial methodological heterogeneity among studies rather than true variation across diagnostic certainty levels.

    “The higher prevalence estimates observed for definite and probable neuropathic pain thus appear counterintuitive. This likely reflects substantial methodological heterogeneity among studies (Table 2), rather than true variation across diagnostic certainty levels.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Possible diagnostic certainty should encompass cases of definite neuropathic pain.
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Descriptor-based approaches have been proposed as tools for optimal prescription of analgesic treatments, as treatments for neuropathic pain differ from those for other pain phenotypes.

    “While further research is still needed, descriptor‐based approaches have been proposed as tools for optimal prescription of analgesic treatments, as treatments for neuropathic pain differ from those for other pain phenotypes (Hoegh and Hodges 2025).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Hoegh and Hodges 2025 source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The spinothalamic tract has been linked to neuropathic pain, consistent with its well-established role in the somatosensory nervous system.

    “This seems especially true for the spinothalamic tract (i.e., the neural pain pathway), which has been linked to neuropathic pain (Truini et al. 2013), consistent with its well‐established role in the somatosensory nervous system.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Truini et al. 2013

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Classified as probably not a substantial claim.

    Interpretationreasoning

    The review's findings should not be interpreted as direct comparisons between diagnostic certainty levels but rather as individual prevalence estimates.

    “As such, our findings should not be interpreted as direct comparisons between diagnostic certainty but rather as individual prevalence estimates.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductown data

    The estimate of probable neuropathic pain is based on a single study, precluding direct comparisons across diagnostic certainty levels.

    “Furthermore, the estimate of probable neuropathic pain is based on a single study, precluding direct comparisons across diagnostic certainty levels.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductown data

    Only one eligible study met the criteria for probable neuropathic pain, so a meta-analysis could not be performed due to the lack of multiple independent data points.

    “Only one eligible study was found complying with the criteria for probable neuropathic pain. Consequently, a meta‐analysis could not be performed due to the lack of multiple independent data points.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    Most of the pain experienced by people with multiple sclerosis will likely present as either co-occurring pains (most likely) or strictly as neuropathic pain (less likely).

    “Therefore, most of the pain experienced by pwMS will likely present as either co‐occurring pains (most likely) or strictly as neuropathic pain (less likely).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    A previous review reported an overall prevalence of neuropathic pain in people with multiple sclerosis of 26.8%, which differs from the current review's 22.3%.

    “A previous review aimed to estimate the overall prevalence of neuropathic pain in pwMS (Rodrigues et al. 2023). However, its result (26.8%) differs from that of the current review (22.3%).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Rodrigues et al. 2023 source
  • May combine two claims.

    Interpretationreasoning

    All people with multiple sclerosis will already have objective evidence of central nervous system lesions, possibly explaining their experienced pain.

    “All pwMS will thus already have objective evidence of CNS lesions, possibly explaining their experienced pain.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    A key strength of the current study is its strict methodological approach, with clear discrimination among diagnostic certainty levels.

    “First, a key strength of the current study, which may further explain discrepancies from previous findings, is its strict methodological approach (i.e., clear discrimination among diagnostic certainty levels).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationnone given

    The advantage of a grading system for neuropathic pain is that it allows many factors, such as prior experience and patient preferences, to be incorporated into the final judgement.

    “The advantage of a grading system for neuropathic pain is that it allows many factors, such as prior experience and patient preferences, to be incorporated into the final judgement.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductreasoning

    The current review focused on overall neuropathic pain and therefore excluded studies reporting exclusively on specific neuropathic pain subtypes or co-occurring pain when presented.

    “Additionally, the current review focused on overall neuropathic pain, and therefore excluded studies reporting exclusively on specific neuropathic pain subtypes (e.g., trigeminal neuralgia or Lhermitte's phenomenon) or co‐occurring pain when presented.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Distinguishing between individual subtypes upon diagnosing the underlying pain phenotype remains highly important for prevalence estimates.

    “However, it is acknowledged that distinguishing between individual subtypes upon diagnosing the underlying pain phenotype remains highly important for prevalence estimates (Foley et al. 2013).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Foley et al. 2013

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

56 of 56
  • The paper relies on this without support.

    A valid diagnosis of MS inherently serves as evidence of neurodegeneration.

    “as the diagnosis inherently serves as evidence of neurodegeneration.”
  • The paper relies on this without support.

    No prior review in MS has considered diagnostic certainty levels, potentially obscuring the true prevalence of neuropathic pain.

    “To the best of our knowledge, this has not been considered in prior reviews in MS, potentially obscuring the true prevalence of neuropathic pain in this population.”
  • The authors state this as an assumption.

    The authors of Ouyang et al. (2024) conducted the required examination for neuropathic pain diagnosis according to Widerström-Noga et al. (2017).

    “The authors express that neuropathic pain was diagnosed according to (Widerström‐Noga et al. 2017), and it is therefore assumed that they conducted the required examination.”
  • The paper relies on this without support.

    Possible diagnostic certainty should encompass cases of definite neuropathic pain.

    “Conceptually, possible diagnostic certainty should encompass cases of definite neuropathic pain.”
4 of 4

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Abstract gives a different lower confidence limit for definite neuropathic pain

    Minor

    The abstract reports a lower 95% confidence limit of 1.11%, whereas the Results, Discussion, and Conclusion report 11.1% for the same estimate.

  • A JBI score of four is labeled high risk despite the stated cutoff

    Minor

    The stated JBI high-risk category is scores below 4, but Table 3 labels Osterberg et al. (2005), with a score of 4, as high risk. The stated JBI categories do not otherwise assign a category to a score of 4.

  • A NOS score of four is labeled high risk despite the stated cutoff

    Minor

    The paper defines NOS scores of 4-6 as moderate risk, but Table 4 labels Heitmann et al. (2020), with a score of 4, as high risk.

  • A definite-certainty study lacks a required sensory assessment

    Minor

    The review requires thermal-stimulus testing for Criterion 3, which must be met before a study can be classified as definite. Table 2 places Solaro et al. (2018) in the definite group while listing only touch, vibration, and pinprick for Criterion 3; its note says thermal-perception examination was missing.

  • Balshi study has conflicting designs across tables

    Minor

    Table 1 identifies Balshi et al. (2024) as a cohort study, while Table 4 marks it with "a," which that table defines as a case-control study.

5 of 5

Cites

Flagged first, then by citations

Research works printed but not linked: 1

  1. Boivie J., 1999, Textbook of Pain, 879

Cited by

Still being checked.

Authors
Jungersen, R. C., Baccaro, V. K., Hvid, L. G., Dalgas, U., & Hoegh, M.
Affiliations
  • Aarhus University (DK)
  • Aalborg University (DK)
Venue
European Journal of Pain
Publisher
Wiley
Published
2026-09
Volume
30
Issue
8
Pages
e70375-e70375
ISSN
  • 1090-3801 (ISSN-L)
  • 1532-2149
OpenAlex
W7204948872
Cited by
1
References
68
Citations by year
2026: 1
FWCI
2.04
Type
journal article
Language
en
Open access
Locations
  • European Journal of Pain (publishedVersion, cc-by-nc)
  • PubMed (publishedVersion)
  • VBN Forskningsportal (Aalborg Universitet) (publishedVersion, cc-by-nc)
  • PubMed Central (submittedVersion, cc-by-nc)
Topics
  • Health Sciences › Medicine › Pathology and Forensic Medicine › Multiple Sclerosis Research Studies
  • Health Sciences › Medicine › Physiology › Pain Mechanisms and Treatments
  • Health Sciences › Medicine › Anesthesiology and Pain Medicine › Pain Management and Treatment
Keywords
neuropathic pain, multiple sclerosis, prevalence, diagnostic certainty, pain screening, neurodegenerative diseases, pain phenotypes, methodological heterogeneity
MeSH terms
Algorithms, Humans, Multiple Sclerosis, Neuralgia, Prevalence

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.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-22.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-22.

Cited sources are checked by gpt-6-sol.

Statistics and arithmetic are recomputed, not judged.

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