Cited by 0Peroxisome Proliferator-Activated ReceptorsLipoproteins and Cardiovascular HealthLipid metabolism and disorders

Pemafibrate for hypertriglyceridemia: a meta-analysis of randomized controlled trials evaluating efficacy and safety outcomes

Open access
Masood, Muhammad Abdullah, Qureshi, Muhammad Abdul Muqtadir, Zahoor, Hafiz Shahbaz, Arshad, Adina, Nazakat, Ayesha·2026·Systematic Reviews

Abstract

INTRODUCTION: Pemafibrate, a selective peroxisome proliferator-activated receptor alpha (PPAR-α) modulator, has been investigated for its effects on triglyceride (TG) levels and adverse events, particularly hepatic, renal, and musculoskeletal complications. This meta-analysis evaluates the safety and efficacy of pemafibrate across different doses and statin-use conditions. OBJECTIVE: To assess the impact of pemafibrate on triglyceride levels and the incidence of adverse events, including hepatic, renal, and musculoskeletal complications, in a pooled population from multiple studies. METHODS: A systematic review and meta-analysis was conducted, including randomized controlled trials (RCTs) and observational studies evaluating pemafibrate's effects on TG levels and adverse events. Primary outcomes included overall TG levels, TG levels with and without statins, and adverse events. A total of 11,547 participants were included, with subgroup analyses for hepatic, renal, and musculoskeletal adverse events (n = 10,648), TG levels with and without statins (n = 11,210), and dose-dependent effects of pemafibrate (n = 509). Statistical heterogeneity and publication bias were assessed. RESULTS: Nine RCTs were included. Pemafibrate was associated with reductions in triglyceride (TG) levels compared with placebo (SMD -0.87; 95% CI -1.07 to -0.67; p = 0.00001), supported by moderate-certainty evidence. Subgroup analyses suggested greater TG reductions in patients not receiving statins (SMD -1.31; 95% CI -1.62 to -1.00) and those receiving statins (SMD -0.70; 95% CI -0.74 to -0.66), both high-certainty evidence. No clinically meaningful difference was observed between 0.2 and 0.4 mg doses (high-certainty evidence). Regarding safety, pemafibrate was associated with a slight increase in renal adverse events (moderate-certainty evidence). Musculoskeletal and hepatic adverse events did not appear to differ from placebo (moderate-certainty evidence), while overall adverse events were similar (high-certainty evidence). CONCLUSIONS: Pemafibrate appears to reduce triglyceride levels, with high-certainty evidence for subgroup comparisons and moderate-certainty evidence overall. Safety outcomes were generally similar to placebo, although a small increase in renal adverse events warrants careful monitoring. Dose-comparison findings are based on limited data and should be considered hypothesis-generating. Overall, pemafibrate may have a lipid-modifying effect, but clinical implications remain uncertain, and further large, long-term studies are needed.

AI snapshot

Written from the paper’s full text.

TL;DR

This systematic review and meta-analysis of 9 RCTs found pemafibrate lowers triglyceride levels versus placebo, with high-certainty subgroup evidence in statin and non-statin users and moderate-certainty overall evidence. Safety was generally similar to placebo, though renal adverse events were slightly increased and long-term cardiovascular benefit remains unproven.

Key findings

  • Overall TG reduction: SMD −0.87 (95% CI −1.07 to −0.67; p = 0.00001), corresponding to approximately −95.4 mg/dL, with moderate certainty and I² = 65%.
  • Subgroup TG reductions: without statins, SMD −1.31 (95% CI −1.62 to −1.00; p = 0.00001), approximately −130.1 mg/dL, I² = 0%, high certainty; with statins, SMD −0.70 (95% CI −0.74 to −0.66; p = 0.00001), approximately −76.8 mg/dL, I² = 0%, high certainty.
  • Safety: renal adverse events RR 1.09 (95% CI 1.02–1.16; p = 0.008), absolute risks 27.5% vs 25.4%, NNH 48, moderate certainty; musculoskeletal RR 0.95 (95% CI 0.90–1.01; p = 0.09); hepatic RR 0.45 (95% CI 0.08–2.52; p = 0.36); overall adverse events RR 1.02 (95% CI 0.98–1.07; p = 0.30), high certainty.
  • Dose comparison: 0.2 mg vs 0.4 mg showed MD −8.43 mg/dL (95% CI −14.40 to −2.45; p = 0.006), high certainty, but the authors state this is based on limited data and is hypothesis-generating.

Methods

  • Systematic review and meta-analysis of RCTs; searched PubMed, Cochrane, Scopus, Google Scholar, and ClinicalTrials.gov from inception to July 22, 2024; prospectively registered on PROSPERO (CRD42024571979); 9 RCTs included, with the abstract reporting 11,547 participants.
  • Included adults with hypertriglyceridemia; intervention was pemafibrate versus placebo or standard care; outcomes were fasting serum TG levels and adverse events (renal, hepatic, musculoskeletal, overall); observational studies were excluded.
  • Analysis used RevMan 5.3; continuous outcomes as SMDs or MDs with 95% CIs, dichotomous outcomes as RRs with 95% CIs; fixed-effects model when I² < 50% and random-effects model when I² ≥ 50%; heterogeneity assessed with Cochran’s Q and I²; risk of bias via RoB 2; certainty via GRADE; publication bias assessed by funnel plots.

Limitations

  • The paper states: overall TG analysis had moderate heterogeneity (I² = 65%); publication bias cannot be fully excluded because assessment relied on visual funnel plots without formal tests, and hepatic/musculoskeletal funnel plots could not be generated; hepatic adverse event analysis was based on only 2 RCTs with high heterogeneity (I² = 65%); dose-response findings are limited; follow-up was short and long-term cardiovascular outcome data are lacking; most studies were in Japanese populations, limiting generalizability; industry sponsorship may introduce bias; unmeasured confounders such as concomitant glucose-lowering medications and lifestyle factors were inconsistently reported; adverse events were mostly reported as cumulative incidences rather than time-to-event outcomes.
  • The text makes evident an internal inconsistency: the abstract states that observational studies were included, but the selection criteria explicitly excluded observational studies.

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

Integrity signals

Registry

Crossref · 10.1186/s13643-026-03186-x

Cites

22 of 23 references verified1 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

23 of 35 cited sources checked · 12 supported · 1 flagged · accuracy not yet measured

  • Premisecitation

    Clinical trials have demonstrated significant triglyceride-lowering effects of pemafibrate across different dosing regimens.

    “Clinical trials have evaluated pemafibrate in diverse patient populations with dyslipidemia, demonstrating significant TG-lowering effects across different dosing regimens [5–7].”
    Quote in the paperSubstantial claim1 of 3 sources checked
    • cites [5] Khan MS, Ghumman GM, Baqi A, Shah J, Aziz M, Mir T, et al. Efficacy of pemafibrate versus fenofibrate administration on serum lipid levels in patients with dyslipidemia: network meta-analysis and systematic review. Am J Cardiovasc Drugs. 2023;23:547–58. https://doi.org/10.1007/S40256-023-00593-6 source
    • cites [6] Wang H, Li H, Zhou Y, Liu J, Wang F, Zhao Q. Pemafibrate tends to have better efficacy in treating dyslipidemia than fenofibrate. Curr Pharm Des. 2019;25:4725–34. https://doi.org/10.2174/1381612825666191126102943. source
    • cites [7] Ida S, Kaneko R, Murata K. Efficacy and safety of pemafibrate administration in patients with dyslipidemia: a systematic review and meta-analysis. Cardiovasc Diabetol. 2019. https://doi.org/10.1186/s12933-019-0845-x. source
  • Premisecitation

    Evidence comparing 0.2 mg versus 0.4 mg pemafibrate dosing has produced conflicting results.

    “Furthermore, evidence comparing 0.2 mg versus 0.4 mg dosing has produced conflicting results, leaving clinicians uncertain about optimal dose selection.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [7] Ida S, Kaneko R, Murata K. Efficacy and safety of pemafibrate administration in patients with dyslipidemia: a systematic review and meta-analysis. Cardiovasc Diabetol. 2019. https://doi.org/10.1186/s12933-019-0845-x. source

      The Discussion mentions 0.2 and 0.4 mg/day as the highest doses and suggests a dose-dependent ALT effect. The Results compare pemafibrate with placebo or fenofibrate, but the passages found do not report conflicting results from a comparison of 0.2 mg versus 0.4 mg or uncertainty about which dose to select (searched: dose comparison and dose-dependent effects). (LLM, conf=0.73)

      Experimental — accuracy not yet measured
  • Premisecitation

    Previous meta-analyses reported high heterogeneity (I2 = 86%) when assessing the 0.2 mg dose.

    “Previous meta-analyses reported high heterogeneity (I2 = 86%) when assessing the 0.2 mg dose, raising uncertainty about the consistency of its efficacy.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites [7] Ida S, Kaneko R, Murata K. Efficacy and safety of pemafibrate administration in patients with dyslipidemia: a systematic review and meta-analysis. Cardiovasc Diabetol. 2019. https://doi.org/10.1186/s12933-019-0845-x. source

      The Results > Efficacy section reports high heterogeneity (I² = 78%) for the pooled triglyceride analysis across pemafibrate doses. Our copy does not report I² = 86% for the 0.2 mg dose, so the dose-specific figure is unsupported. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
  • Findingown data

    Data from Arai 2017, Araki 2018, Araki 2019, Dai 2025, Das 2022, Ginsberg 2022, and Matsuba 2018 showed no significant difference in total adverse events between pemafibrate and placebo, with a risk ratio of 1.02 (95% CI: 0.98, 1.07, p = 0.30) and I2 = 0%.

    “Data from Arai 2017, Araki 2018, Araki 2019, Dai 2025, Das 2022, Ginsberg 2022, and Matsuba 2018 showed an RR of 1.02 (95% CI: 0.98, 1.07, p = 0.30), suggesting no significant difference in total adverse events between pemafibrate and placebo (I2 = 0%) (high certainty).”
    • Also stated in: § Adverse events compared with placebo · hedged
      “Data from Arai 2017, Araki 2018, Araki 2019, Dai 2025, Das 2022, Ginsberg 2022, and Matsuba 2018 showed an RR of 1.02 (95% CI: 0.98, 1.07, p = 0.30), suggesting no significant difference in total adverse events between pemafibrate and placebo (I2 = 0%) (high certainty).”
    Quote in the paperSubstantial claim1 of 3 sources checked
    • cites Arai 2017 source
    • cites Araki 2018

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

    • cites Araki 2019

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

    • Rests on an assumption: Adverse event definitions and reporting are consistent across the included trials.
  • Premisecitation

    In head-to-head clinical trials, pemafibrate showed similar or slightly greater reductions in triglyceride levels compared to fenofibrate in some comparisons.

    “and showed similar or slightly greater reductions in some comparisons”
    Quote in the paperSubstantial claim2 of 2 sources checked
    • cites [23] Ishibashi S, Arai H, Yokote K, Araki E, Suganami H, Yamashita S, K-877 Study Group. Efficacy and safety of pemafibrate (K-877), a selective peroxisome proliferator-activated receptor α modulator, in patients with dyslipidemia: results from a 24-week, randomized, double blind, active-controlled, phase 3 trial. J Clin Lipidol. 2018;12(1):173–84. source
    • cites [24] Arai H, Yamashita S, Yokote K, Araki E, Suganami H, Ishibashi S, K-877 Study Group. Efficacy and safety of pemafibrate versus fenofibrate in patients with high triglyceride and low HDL cholesterol levels: a multicenter, placebo-controlled, double-blind, randomized trial. J Atheroscler Thromb. 2018;25(6):521–38. source
  • May combine two claims. 23
  • Classified as probably not a substantial claim. 29
  • The quote only partly states this claim. 2
  • May combine two claims.

    Interpretationcitation

    Pemafibrate's triglyceride-lowering effects and safety profile appear generally comparable to existing agents (traditional fibrates).

    “When placed in the context of traditional fibrates, pemafibrate’s triglyceride-lowering effects and safety profile appear generally comparable to existing agents.”
    Quote in the paperSubstantial claim4 of 4 sources checked
    • cites [23] Ishibashi S, Arai H, Yokote K, Araki E, Suganami H, Yamashita S, K-877 Study Group. Efficacy and safety of pemafibrate (K-877), a selective peroxisome proliferator-activated receptor α modulator, in patients with dyslipidemia: results from a 24-week, randomized, double blind, active-controlled, phase 3 trial. J Clin Lipidol. 2018;12(1):173–84. source

      The Conclusions report that pemafibrate was superior to fenofibrate in triglyceride reduction and had substantially fewer adverse drug reactions, particularly those related to liver and kidney function. The study compares pemafibrate with fenofibrate, not traditional fibrates as a class, and its reported differences run contrary to describing their effects and safety as generally comparable. (LLM, conf=0.88)

      Checked by a reasoning model — may be wrong.

      Experimental — accuracy not yet measured
    • cites [24] Arai H, Yamashita S, Yokote K, Araki E, Suganami H, Ishibashi S, K-877 Study Group. Efficacy and safety of pemafibrate versus fenofibrate in patients with high triglyceride and low HDL cholesterol levels: a multicenter, placebo-controlled, double-blind, randomized trial. J Atheroscler Thromb. 2018;25(6):521–38. source

      The Discussion reports that pemafibrate 0.2 and 0.4 mg/day were non-inferior to fenofibrate 200 mg/day for lowering triglycerides, supporting a comparison of efficacy. But it reports fewer adverse events and adverse drug reactions than with fenofibrate 200 mg/day, so describing the safety profiles as generally comparable obscures a distinction the study emphasizes. The comparison is also with fenofibrate, not traditional fibrates as a class. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
    • cites [25] Olmastroni E, Galimberti F, Xie S, Casula M, Catapano AL. Effects of fibrates on lipid profile: a meta-analysis of randomized controlled trials: effects of fibrates on lipid profile. European Atherosclerosis Journal. 2025;4(1):6–16. source

      The Abstract (page not provided) reports that all fibrates significantly reduced triglycerides compared with placebo, supporting the triglyceride-lowering part of the claim. It does not establish that pemafibrate’s effect is comparable in magnitude to traditional fibrates, and the available text does not compare their safety profiles. (LLM, conf=0.85)

      Experimental — accuracy not yet measured
    • cites [26] Ida S, Kaneko R, Murata K. Efficacy and safety of pemafibrate administration in patients with dyslipidemia: a systematic review and meta-analysis. Cardiovasc Diabetol. 2019;18(1):38. https://doi.org/10.1186/s12933-019-0845-x. source

      The Results and Conclusions report triglyceride-lowering effects comparable to fenofibrate. They do not characterize the safety profiles as merely comparable: total adverse events were significantly fewer with pemafibrate, and hepatobiliary enzyme findings were more favorable. The direct comparison is with fenofibrate, not traditional fibrates generally. (LLM, conf=0.88)

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

    Premisecitation

    Hypertriglyceridemia is associated with increased risk of cardiovascular disease and, in severe cases, acute pancreatitis.

    “Hypertriglyceridemia (HTG), defined as fasting serum triglyceride levels > 150 mg/dL (1.7 mmol/L), is a common lipid abnormality associated with increased risk of cardiovascular disease (CVD) and, in severe cases, acute pancreatitis [1, 2].”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites [1] Yang AL, McNabb-Baltar J. Hypertriglyceridemia and acute pancreatitis. Pancreatology. 2020;20:795–800. https://doi.org/10.1016/J.PAN.2020.06.005. source
    • cites [2] Santos-Baez LS, Ginsberg HN. Hypertriglyceridemia—causes, significance, and approaches to therapy. Front Endocrinol (Lausanne). 2020;11:616. https://doi.org/10.3389/FENDO.2020.00616. source
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    AHA/ACC/ESC emphasize lifestyle modification and statin therapy as first-line interventions for hypertriglyceridemia, with fibrates considered in patients with persistent elevation of triglycerides or high pancreatitis risk.

    “The American Heart Association (AHA), American College of Cardiology (ACC), and European Society of Cardiology (ESC) emphasize lifestyle modification and statin therapy as first-line interventions for HTG, with fibrates considered in patients with persistent elevation of TGs or high pancreatitis risk [8–10].”
    Quote in the paperSubstantial claim2 of 3 sources checked
    • cites [8] Sterne JAC, Savović J, Page MJ, Elbers RG, Blencowe NS, Boutron I, et al. RoB 2: a revised tool for assessing risk of bias in randomised trials. BMJ. 2019;366. https://doi.org/10.1136/BMJ.L4898. source

      The Discussion passage describes risk-of-bias judgments, and ‘The intervention effect of interest’ discusses how to assess effects in randomised trials. Searches for hypertriglyceridemia, statins, fibrates, pancreatitis, and AHA/ACC/ESC guidance found no passage addressing the attributed treatment recommendations. (LLM, conf=0.76)

      Experimental — accuracy not yet measured
    • cites [9] 9. Higgins J, Thomas J, Chandler J, Cumpston Miranda, Li T, Page M, et al. Cochrane handbook for systematic reviews of interventions version 6.4 (updated August 2023). 2023.

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

    • cites [10] Page MJ, McKenzie JE, Bossuyt PM, Boutron I, Hoffmann TC, Mulrow CD, et al. The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. BMJ. 2021;372. https://doi.org/10.1136/BMJ.N71. source

      The Scope of the guideline section identifies PRISMA 2020 as guidance for reporting systematic reviews, not for treating hypertriglyceridemia. Searches of our copy for hypertriglyceridemia, statins, fibrates, pancreatitis, and the named cardiology societies found no passage addressing the attributed treatment recommendations; no page numbers are available in our copy. (LLM, conf=0.78)

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

    Study design and conductcitation

    Methodological quality of trials was assessed using Version 2 of the Cochrane risk-of-bias tool for randomized trials (RoB 2).

    “The methodological quality of trials was measured independently by two authors using Version 2 of the Cochrane risk-of-bias tool for randomized trials (RoB 2) [8].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [8] Sterne JAC, Savović J, Page MJ, Elbers RG, Blencowe NS, Boutron I, et al. RoB 2: a revised tool for assessing risk of bias in randomised trials. BMJ. 2019;366. https://doi.org/10.1136/BMJ.L4898. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    The meta-analysis is reported in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA).

    “This meta-analysis has been reported in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA), the checklist of which can be found at the end of the manuscript [10].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [10] Page MJ, McKenzie JE, Bossuyt PM, Boutron I, Hoffmann TC, Mulrow CD, et al. The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. BMJ. 2021;372. https://doi.org/10.1136/BMJ.N71. source
  • May combine two claims.

    Findingown data

    Data from Arai 2024 and Yamashita 2025 comparing different doses of pemafibrate showed no statistically significant difference in adverse events between doses, with a risk ratio of 0.67 (95% CI: 0.43, 1.05, p = 0.08) and I2 = 0%.

    “Data from Arai 2024 and Yamashita 2025 comparing different doses of pemafibrate showed an RR of 0.67 (95% CI: 0.43, 1.05, p = 0.08), indicating no statistically significant difference in adverse events between doses (I2 = 0%) (Moderate certainty).”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites Arai 2024 source

      The Safety Endpoints results report no significant difference in total adverse-event incidence among the treatment groups, and Table 3 gives adverse-event counts for the different doses. The cited paper does not report the pooled risk ratio, 95% confidence interval, p-value, I², or certainty rating attributed to data from both studies. (LLM, conf=0.87)

      Experimental — accuracy not yet measured
    • cites Yamashita 2025

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

    • Rests on an assumption: Different doses of pemafibrate can be compared across the included trials.
  • May combine two claims.

    Findingown data

    When combining data from both statin and non-statin groups, pemafibrate significantly reduced TG levels compared to control, with a standardized mean difference of −0.87 (95% CI: −1.07, −0.67, p = 0.00001) and a mean difference of approximately −95.4 mg/dL (95% CI: −117.5, −73.5).

    “When combining data from both statin and non-statin groups, pemafibrate demonstrated a significant reduction in TG levels, with a standardized mean difference of −0.87 (95% CI: −1.07, −0.67, p = 0.00001), corresponding to a mean difference of approximately −95.4 mg/dL (95% CI: −117.5, −73.5).”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The effect of pemafibrate on TG is similar enough in statin and non-statin users that the two groups can be combined for an overall TG estimate.
  • May combine two claims.

    Findingown data

    No significant difference in hepatic adverse events was observed between pemafibrate and placebo, with a risk ratio of 0.45 (95% CI: 0.08, 2.52, p = 0.36).

    “No significant difference in hepatic adverse events was observed between pemafibrate and placebo, with an RR of 0.45 (95% CI: 0.08, 2.52, p = 0.36).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In patients receiving statins, pemafibrate significantly lowered TG levels compared to placebo, with a standardized mean difference of −0.70 (95% CI: −0.74, −0.66, p = 0.00001) and a mean difference of approximately −76.8 mg/dL (95% CI: −81.3, −72.4).

    “In patients receiving statins, pemafibrate also significantly lowered TG levels compared to placebo, with a standardized mean difference of −0.70 (95% CI: −0.74, −0.66, p = 0.00001), corresponding to a mean difference of approximately −76.8 mg/dL (95% CI: −81.3, −72.4).”
    Quote in the paperSubstantial claim
  • The quote only partly states this claim.

    Findingown data

    Overall adverse events are similar between pemafibrate and placebo (RR 1.02; 95% CI 0.97 to 1.06).

    “overall adverse events were similar (high-certainty evidence).”
    Quote in the paperSubstantial claim
  • The quote only partly states this claim.

    Findingown data

    Pemafibrate is associated with a slight increase in renal adverse events compared with placebo (RR 1.09; 95% CI 1.02 to 1.16).

    “Regarding safety, pemafibrate was associated with a slight increase in renal adverse events (moderate-certainty evidence).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    For renal adverse events, absolute risks were 27.5% for pemafibrate versus 25.4% for placebo, with an absolute risk increase of 2.1% and a number needed to harm of 48.

    “Absolute risks: 27.5% vs 25.4% (pemafibrate vs placebo); absolute risk increase 2.1%; number needed to harm 48.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    For musculoskeletal adverse events, absolute risks were 30.2% for pemafibrate versus 31.9% for placebo, with an absolute risk decrease of 1.7% and a number needed to benefit of 59.

    “Absolute risks: 30.2% vs 31.9%; absolute risk decrease 1.7%; number needed to benefit 59.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Renal adverse events were reported in only a few studies, with a risk ratio of 1.09 (95% CI 1.02-1.16).

    “Renal adverse events were reported in only a few studies (RR 1.09, 95% CI 1.02–1.16)”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Excluding the high-risk-of-bias study (Yamashita 2025) and the outlier study with the smallest sample size (Matsuba 2018, n = 7) in sensitivity analyses minimally affected the pooled estimates, demonstrating stability of the primary findings.

    “In both cases, the pooled estimates were minimally affected, demonstrating the stability of the primary findings.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    For total adverse events, absolute risks were 38.4% for pemafibrate versus 37.4% for placebo, with an absolute risk increase of 1.0% and a number needed to harm of 100.

    “Absolute risks: 38.4% vs 37.4%; absolute risk increase 1.0%; number needed to harm 100.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    For hepatic adverse events, absolute risks were 4.1% for pemafibrate versus 5.1% for placebo, with an absolute risk decrease of 1.0% and a number needed to benefit of 100.

    “Absolute risks: 4.1% vs 5.1%; absolute risk decrease 1.0%; number needed to benefit 100.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    For adverse events between different pemafibrate doses, absolute risks were 33.7% versus 35.5%, with an absolute risk increase of 1.8% and a number needed to harm of 56.

    “Absolute risks: 33.7% vs 35.5%; absolute risk increase 1.8%; number needed to harm 56.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The lower dose of pemafibrate (0.2 mg) appeared slightly more effective than the higher dose (0.4 mg).

    “Observations that the lower dose of pemafibrate (0.2 mg) appeared slightly more effective than the higher dose (0.4 mg)”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingnone given

    Observations regarding the comparison between 0.2 and 0.4 mg doses are based on limited data.

    “Observations regarding patients with very high triglyceride levels or the comparison between 0.2 and 0.4 mg doses are based on limited data and should be interpreted as hypothesis-generating rather than definitive.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Findingnone given

    Sex-specific analyses are underrepresented in the current literature.

    “sex-specific analyses are underrepresented in the current literature”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Fibrates primarily reduce triglyceride levels and increase HDL-C.

    “Fibrates are a well-established class of lipid-lowering agents that primarily reduce TG levels and increase HDL-C [3].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [3] 3. Hennuyer N, Duplan I, Paquet C, Vanhoutte J, Woitrain E, Touche V, et al. The novel selective PPARα modulator (SPPARMα) pemafibrate improves dyslipidemia, enhances reverse cholesterol transport and decreases inflammation and atherosclerosis. Atherosclerosis. 2016. https://doi.org/10.1016/j.atherosclerosis.2016.03.003. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Pemafibrate was developed to improve efficacy and safety over conventional fibrates.

    “Pemafibrate, a novel selective peroxisome proliferator-activated receptor α modulator (SPPARMα), was developed to improve efficacy and safety over conventional fibrates [4].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [4] Ishibashi S, Yamashita S, Arai H, Araki E, Yokote K, Suganami H, et al. Effects of K-877, a novel selective PPARα modulator (SPPARMα), in dyslipidaemic patients: a randomized, double blind, active- and placebo-controlled, phase 2 trial. Atherosclerosis. 2016;249. https://doi.org/10.1016/j.atherosclerosis.2016.02.029. source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The study was prospectively registered on PROSPERO (CRD42024571979).

    “This systematic review and meta-analysis was prospectively registered on PROSPERO (CRD42024571979).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Study screening, data extraction, and risk-of-bias assessment were performed independently by two reviewers.

    “Study screening, data extraction, and risk-of-bias assessment were performed independently by two reviewers.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Formal inter-rater agreement statistics (e.g., Cohen's κ) were not calculated.

    “Formal inter-rater agreement statistics (e.g., Cohen’s κ) were not calculated.”
    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

    No imputation of missing outcome data was undertaken; analyses were based only on data as reported in the included studies.

    “No imputation of missing outcome data was undertaken; analyses were based only on the data as reported in the included studies.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    Certainty of evidence was measured using the GRADEpro Guideline Development Tool.

    “The certainty of evidence was measured using the GRADEpro Guideline Development Tool [software] [21].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [21] GRADEpro GDT: GRADEpro guideline development tool [Software]. McMaster University and Evidence Prime, 2024. Available from gradepro.org. N.d.

      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

    Sensitivity analyses using alternative standard deviations were performed and yielded similar results.

    “Sensitivity analyses using alternative SDs were also performed and yielded similar results.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Publication bias was evaluated through visual inspection of funnel plot symmetry.

    “Publication bias was evaluated through visual inspection of funnel plot symmetry.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    The operationalized downgrading process allowed transparent assignment of low, moderate, or high certainty to each pooled outcome.

    “The operationalized downgrading process allowed transparent assignment of low, moderate, or high certainty to each pooled outcome.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data

    Most included studies had low risk of bias, with one study showing high risk due to selective reporting.

    “Overall, most studies were assessed as having a low risk of bias, with one study showing high risk due to selective reporting of results.”
    • Also stated in: § Quality assessment and publication bias · plain
      “Most studies demonstrated low risk of bias; however, one study was rated as having high risk due to selective reporting of results.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    Renal findings should be interpreted as possible indicators of renal effect, without assuming confirmed clinical harm.

    “As such, these findings should be interpreted very cautiously as possible indicators of renal effect, without assuming confirmed clinical harm.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Intention-to-treat populations were the subject of meta-analysis whenever possible.

    “Whenever possible, intention-to-treat populations were the subject of meta-analysis.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationown data

    Dose-comparison findings are based on limited data and should be considered hypothesis-generating.

    “Dose-comparison findings are based on limited data and should be considered hypothesis-generating.”
    • Also stated in: § Certainty of evidence · hedged
      “these findings are based on a limited number of trials with relatively few participants, and should be interpreted cautiously as hypothesis-generating rather than practice-changing.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    Pemafibrate may have a lipid-modifying effect, but clinical implications remain uncertain.

    “Overall, pemafibrate may have a lipid-modifying effect, but clinical implications remain uncertain, and further large, long-term studies are needed.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Triglyceride reduction is not a validated surrogate for atherosclerotic cardiovascular disease outcomes.
  • May combine two claims.

    Study design and conductreasoning

    For hepatic and musculoskeletal adverse events, funnel plots could not be generated due to the limited number of studies, leading to a high suspicion of publication bias.

    “For the outcomes of hepatic and musculoskeletal adverse events, funnel plots could not be generated due to the limited number of studies, leading to a high suspicion of publication bias.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductcitation

    Model selection was prespecified and applied consistently across all primary and subgroup analyses.

    “Model selection was prespecified and applied consistently across all primary and subgroup analyses to ensure appropriate interpretation of effect estimates under varying degrees of heterogeneity [9].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [9] 9. Higgins J, Thomas J, Chandler J, Cumpston Miranda, Li T, Page M, et al. Cochrane handbook for systematic reviews of interventions version 6.4 (updated August 2023). 2023.

      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 conductcitation

    The meta-analysis was carried out according to the recommendations of the Cochrane Handbook for Systematic Reviews of Interventions.

    “The meta-analysis was carried out according to the recommendations of the Cochrane Handbook for Systematic Reviews of Interventions [9].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [9] 9. Higgins J, Thomas J, Chandler J, Cumpston Miranda, Li T, Page M, et al. Cochrane handbook for systematic reviews of interventions version 6.4 (updated August 2023). 2023.

      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).

    Interpretationnone given

    Moderate heterogeneity in the meta-analysis likely reflects clinical and methodological differences, including baseline TG levels, concomitant therapies, treatment duration, and regional practice patterns.

    “Moderate heterogeneity likely reflects clinical and methodological differences, including baseline TG levels, concomitant therapies, treatment duration, and regional practice patterns.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductown data

    Sensitivity analyses were performed to assess the robustness of the pooled estimates for applicable outcomes.

    “Sensitivity analyses were performed to assess the robustness of the pooled estimates for applicable outcomes.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Study design and conductnone given

    Our analysis extends prior evidence by including additional RCTs, larger sample sizes, dose comparisons, and broader safety outcomes.

    “Our analysis extends prior evidence by including additional RCTs, larger sample sizes, dose comparisons, and broader safety outcomes.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationnone given

    The clinical significance of safety changes remains uncertain.

    “Safety outcomes, particularly renal adverse events, require careful monitoring, and the clinical significance of these changes remains uncertain.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationnone given

    Results presented in only two trials, or which were moderately heterogeneous (I2 ≥ 60%), have poor generalizability.

    “Conversely, results presented in only two trials, or which were moderately heterogeneous (I2 ≥ 60%) have poor generalizability.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Assessment of publication bias relied on visual inspection of funnel plots without formal statistical testing.

    “Publication bias cannot be fully excluded, as assessment relied on visual inspection of funnel plots without formal statistical testing.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Although the extent of triglyceride reduction may vary between patient subgroups and treatment settings, confidence in the triglyceride-lowering effect of pemafibrate remains high.

    “From a clinical standpoint, these findings suggest that although the extent of triglyceride reduction may vary between patient subgroups and treatment settings, confidence in the triglyceride-lowering effect of pemafibrate remains high.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationreasoning

    These findings highlight the potential role of selective PPAR-α modulators in the future landscape of dyslipidemia management.

    “From a guideline perspective, these findings highlight the potential role of selective peroxisome proliferator-activated receptor alpha (PPAR-α) modulators in the future landscape of dyslipidemia management.”
    Quote in the paperNot a substantial claim
47 of 47
  • The paper relies on this without support.

    Triglyceride reduction is not a validated surrogate for atherosclerotic cardiovascular disease outcomes.

    “Although lowering triglycerides is biologically plausible to influence cardiovascular risk, it is not a validated surrogate for atherosclerotic cardiovascular disease outcomes.”
  • The paper relies on this without support.

    Guideline recommendations for pemafibrate remain limited.

    “Yet, guideline recommendations for pemafibrate remain limited, as robust meta-analytic evidence is still emerging.”
  • The paper relies on this without support.

    Lowering triglycerides is biologically plausible to influence cardiovascular risk.

    “Although lowering triglycerides is biologically plausible to influence cardiovascular risk, it is not a validated surrogate for atherosclerotic cardiovascular disease outcomes.”
  • The paper relies on this without support.

    The included randomized controlled trials are sufficiently comparable in design, populations, and outcome definitions to be pooled in meta-analysis.

    “When combining data from both statin and non-statin groups, pemafibrate demonstrated a significant reduction in TG levels, with a standardized mean difference of −0.87 (95% CI: −1.07, −0.67, p = 0.00001), corresponding to a mean difference of approximately −95.4 mg/dL (95% CI: −117.5, −73.5).”
  • The paper relies on this without support.

    The effect of pemafibrate on TG is similar enough in statin and non-statin users that the two groups can be combined for an overall TG estimate.

    “When combining data from both statin and non-statin groups, pemafibrate demonstrated a significant reduction in TG levels, with a standardized mean difference of −0.87 (95% CI: −1.07, −0.67, p = 0.00001), corresponding to a mean difference of approximately −95.4 mg/dL (95% CI: −117.5, −73.5).”
  • The paper relies on this without support.

    Adverse event definitions and reporting are consistent across the included trials.

    “Data from Arai 2017, Araki 2018, Araki 2019, Dai 2025, Das 2022, Ginsberg 2022, and Matsuba 2018 showed an RR of 1.02 (95% CI: 0.98, 1.07, p = 0.30), suggesting no significant difference in total adverse events between pemafibrate and placebo (I2 = 0%) (high certainty).”
  • The paper relies on this without support.

    Different doses of pemafibrate can be compared across the included trials.

    “Data from Arai 2024 and Yamashita 2025 comparing different doses of pemafibrate showed an RR of 0.67 (95% CI: 0.43, 1.05, p = 0.08), indicating no statistically significant difference in adverse events between doses (I2 = 0%) (Moderate certainty).”
  • The paper relies on this without support.

    Glucose-lowering medications such as insulin, metformin, sodium–glucose cotransporter-2 inhibitors, and glucagon-like peptide-1 receptor agonists have independent effects on lipid metabolism.

    “Agents such as insulin, metformin, sodium–glucose cotransporter-2 inhibitors, and glucagon-like peptide-1 receptor agonists have independent effects on lipid metabolism and may have contributed to observed TG changes.”
  • The paper relies on this without support.

    Regional differences in dietary patterns (e.g., higher fish and omega-3 consumption) and population-specific genetic factors affecting lipid metabolism and PPAR-α signaling may influence baseline triglyceride levels and response to pemafibrate therapy.

    “Regional differences in dietary patterns, such as higher consumption of fish and omega-3 fatty acids, as well as population-specific genetic factors affecting lipid metabolism and PPAR-α signaling, may influence both baseline triglyceride levels and response to pemafibrate therapy.”
  • The paper relies on this without support.

    Industry sponsorship may introduce selective reporting or sponsor influence, particularly in the reporting of safety outcomes.

    “Several of the included studies were industry-sponsored, which may introduce the possibility of selective reporting or influence by the sponsor, particularly in the reporting of safety outcomes.”
10 of 10

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.

  • Dose comparison is called both significant and nonsignificant

    Major

    The results report a statistically significant TG difference between 0.2 and 0.4 mg (p = 0.006), whereas the limitations say the findings did not demonstrate a significant difference.

  • Certainty for dose-related adverse events differs between text and table

    Major

    The results rate the adverse-event comparison between pemafibrate doses as moderate certainty, while Table 2 rates that comparison as high certainty.

  • An included trial lacks the required placebo comparator

    Minor

    The inclusion criteria require a comparison with placebo, but Table 1 lists Yamashita 2025 with pemafibrate immediate-release as its comparator.

  • Reasons account for only three of four exclusions

    Minor

    The stated reasons account for one exclusion due to unavailable data and two due to eligibility, leaving one of the reported four exclusions unexplained.

    Reported 4 · recomputed 3

  • Overall adverse-event summary uses conflicting study counts and intervals

    Minor

    The results attribute the overall adverse-event estimate to seven named studies and give a 0.98-1.07 confidence interval. Table 2 labels the overall estimate as nine studies and gives a 0.97-1.06 interval; its separate seven-study row also has different event totals.

  • Abstract includes observational studies that the methods exclude

    Minor

    The abstract says the review included observational studies, but the selection criteria explicitly exclude them.

  • Full-text exclusions do not yield nine included studies

    Minor

    Of 12 articles evaluated in full text, excluding four would leave eight, not the reported nine.

    Reported 9 · recomputed 8

  • Dose-comparison adverse-event risks conflict with Table 2

    Minor

    The results give risks of 33.7% and 35.5% and call the difference an increase. Table 2 instead reports 26/158 (16.5%) and 39/159 (24.5%) for the dose comparison; both sets of figures indicate a decrease in the first group.

8 of 8

Cites

Flagged first, then by citations

Research works printed but not linked: 2

  1. Review Manager (RevMan) [Computer program]. Version 5.4. The Cochrane Collaboration, 2020. Available from: https://training.cochrane.org/online-learning/core-software/revman.
  2. Ida S, Kaneko R, Murata K. Efficacy and safety of pemafibrate administration in patients with dyslipidemia: a systematic review and meta-analysis. Cardiovasc Diabetol. 2019;18(1):38. https://doi.org/10.1186/s12933-019-0845-x. · DOI · Paper page

Authors
Masood, M. A., Qureshi, M. A. M., Zahoor, H. S., Arshad, A., & Nazakat, A.
Affiliations
Quaid-e-Azam Medical College (PK)
Corresponding author
Zahoor, Hafiz Shahbaz
Venue
Systematic Reviews
Published
2026-04-20
Volume
15
Issue
1
ISSN
2046-4053 (ISSN-L)
OpenAlex
W7154937650
Cited by
0
References
21
FWCI
0.00
Type
journal article
Language
en
Open access
Locations
  • Systematic Reviews (publishedVersion, cc-by-nc-nd)
  • PubMed (publishedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Peroxisome Proliferator-Activated Receptors
  • Health Sciences › Medicine › Surgery › Lipoproteins and Cardiovascular Health
  • Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Lipid metabolism and disorders
Keywords
pemafibrate, hypertriglyceridemia, triglyceride lowering, statin combination therapy, hepatic adverse events, renal adverse effects, musculoskeletal adverse events, drug safety, dose-dependent effects, fibrate therapy, triglyceride levels, adverse events, statin-sparing therapy, statin-induced myopathy, statin-induced rhabdomyolysis
MeSH terms
Benzoxazoles, Butyrates, Humans, Triglycerides, Hypertriglyceridemia, Randomized Controlled Trials as Topic, Treatment Outcome, Hydroxymethylglutaryl-CoA Reductase Inhibitors, PPAR alpha

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 2026-10-19.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-19.

Cited sources are checked by gpt-6-sol.

Statistics and arithmetic are recomputed, not judged.

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