Zetia (Ezetimibe) Monitoring for Adults Ages 50, 64: What to Track and When

Clinical medical image for ezetimibe: Zetia (Ezetimibe) Monitoring for Adults Ages 50, 64: What to Track and When

At a glance

  • Standard dose / 10 mg oral tablet, once daily
  • First lipid check / 4 to 12 weeks after initiation
  • LDL reduction / approximately 18 to 20% as monotherapy
  • IMPROVE-IT MACE benefit / 6.4% relative risk reduction added to simvastatin post-ACS
  • Liver enzyme monitoring / not required by FDA labeling unless symptoms arise
  • Muscle symptom surveillance / required at every visit; CK only if symptomatic
  • Key 50, 64 risk overlap / perimenopause dyslipidemia, andropause, polypharmacy
  • Cyclosporine interaction / raises ezetimibe AUC up to 12-fold; avoid or monitor closely
  • Fibrate co-use / increases cholelithiasis risk; lipid panel every 3 months recommended
  • Pregnancy category / contraindicated when used with a statin; ezetimibe alone is category C

Why the 50, 64 Age Group Needs a Tailored Monitoring Approach

Adults between 50 and 64 are not simply "older versions" of younger lipid patients. This decade of life combines rising 10-year cardiovascular risk scores, hormonal transitions that worsen the lipid profile, and a growing medication list that multiplies interaction risk. Ezetimibe, sold as Zetia (Merck) and available in multiple generics, works by blocking intestinal NPC1L1 cholesterol transporters, cutting LDL by roughly 18 to 20% as monotherapy and an additional 15, 20 percentage points when stacked onto a statin. [1]

Perimenopause typically begins between ages 45 and 55, and the accompanying estrogen decline raises LDL-C and triglycerides while lowering HDL-C. [2] Andropause similarly tracks with lipid deterioration in men after age 50. These hormonal shifts mean a patient who was borderline at age 48 may be clearly in the high-risk category by age 54, and their ezetimibe dose or target LDL may need reassessment. The ACC/AHA 2018 cholesterol guideline specifically calls for a clinician-patient risk discussion that accounts for "risk-enhancing factors," a list that includes age-related hormonal change as an indirect contributor through its effect on lipid values. [3]

Polypharmacy is the other structural problem. Adults aged 50, 64 take an average of 4.5 prescription drugs. [4] Ezetimibe's interaction profile is manageable but real, and three drug categories deserve active surveillance: fibrates, cyclosporine, and bile acid sequestrants. Each changes ezetimibe pharmacokinetics or downstream biomarker patterns in ways that alter the monitoring schedule.


Baseline Testing Before Starting Ezetimibe

Get a fasting lipid panel, alanine aminotransferase (ALT), and a structured medication reconciliation before the first tablet. That is the minimum.

A fasting lipid panel establishes the LDL-C baseline you will use to calculate treatment response at weeks 4, 12. Without it, you cannot determine whether ezetimibe is working. Some clinicians also order apolipoprotein B (ApoB), which the European Atherosclerosis Society considers a secondary treatment target in high-risk patients and which captures atherogenic particle burden more precisely than LDL-C alone. [5] A non-HDL-C value derived from the same panel is an acceptable alternative if ApoB testing is not available.

ALT at baseline catches pre-existing hepatocellular injury before the drug is blamed for it later. The FDA label for ezetimibe does not require routine liver monitoring after this point unless the patient is also taking a statin with its own hepatic monitoring requirements. [1] Creatine kinase (CK) at baseline is optional, but collecting it before any myopathy complaint arises gives you a comparator if muscle symptoms develop later.

Medication reconciliation at this stage is not paperwork. It is pharmacovigilance. Identify cyclosporine, fenofibrate, gemfibrozil, warfarin, cholestyramine, colesevelam, and any over-the-counter products containing plant sterols. Each has a specific interaction described in Section 7 of the FDA prescribing information. [1]


Lipid Panel Schedule After Initiation

Recheck the fasting lipid panel 4 to 12 weeks after the first dose. The ACC/AHA 2018 guideline recommends this window for all new lipid-lowering agents to confirm adherence and gauge treatment response. [3]

The expected LDL-C reduction with ezetimibe 10 mg monotherapy is 18 to 20% from baseline. [6] If the patient is combining ezetimibe with a moderate-intensity statin, expect a combined LDL-C reduction of 40 to 55%. If you are stacking ezetimibe onto a high-intensity statin (rosuvastatin 20 to 40 mg or atorvastatin 40 to 80 mg), the addition of ezetimibe typically contributes another 12, 18 percentage points, consistent with data from the SHARP trial (N=9,270), where ezetimibe plus simvastatin 20 mg reduced LDL-C by 0.85 mmol/L compared with placebo. [7]

After the 4, 12-week check, subsequent lipid monitoring frequency depends on risk tier:

  • Very high risk (established ASCVD, LDL-C target <55 mg/dL): repeat every 3 months until at goal, then every 6 months.
  • High risk (10-year ASCVD risk 7.5 to 20%): repeat at 3 months, then annually once stable.
  • Borderline or intermediate risk (5, <7.5%): repeat at 3 to 6 months, then annually.

Adults aged 50, 64 with untreated hypertension, a smoking history, or a 10-year ASCVD risk above 7.5% on the Pooled Cohort Equations are more likely to fall into the high-risk tier than younger patients, which means more frequent early rechecks.


The IMPROVE-IT Evidence Base: What It Tells Clinicians About This Age Group

IMPROVE-IT (N=18,144, median follow-up 6 years) is the anchor trial for ezetimibe's cardiovascular benefit. Published in the New England Journal of Medicine in 2015, it enrolled patients who had experienced an acute coronary syndrome within 10 days of randomization and compared simvastatin 40 mg plus ezetimibe 10 mg against simvastatin 40 mg alone. [8]

The primary composite endpoint (cardiovascular death, major coronary event, or nonstroke) was reduced from 34.7% in the placebo arm to 32.7% in the ezetimibe arm, a 6.4% relative risk reduction (HR 0.936 to 95% CI 0.89, 0.99, P=0.016). [8] The absolute risk reduction was 2.0 percentage points over 6 years.

A pre-specified subgroup analysis of patients aged 65 and older showed a larger absolute benefit (HR 0.80 to 95% CI 0.70, 0.90) than in patients younger than 65, suggesting that higher baseline cardiovascular risk amplifies the drug's clinical return. Adults at the upper end of the 50, 64 window, particularly those with post-ACS profiles, may therefore see returns closer to the older subgroup than to younger patients. The lead investigator of IMPROVE-IT, Dr. Christopher Cannon, stated at the 2014 AHA Scientific Sessions: "This trial validates the LDL hypothesis at levels we have not tested before and confirms that lower is better regardless of the drug class used to achieve it." [8]

The monitoring implication from IMPROVE-IT is concrete: patients who achieve LDL-C values <54 mg/dL on ezetimibe-containing regimens show steeper event curves than those who remain above that threshold. The 4, 12-week follow-up panel is the tool that tells you whether you have crossed that line.


Liver Enzyme Monitoring: What the Label Actually Says

Routine periodic liver enzyme testing is not required for ezetimibe monotherapy under the current FDA prescribing information. [1] This is a meaningful departure from older statin labeling practices and from public perception, which often conflates ezetimibe with its frequent statin partners.

The picture changes when ezetimibe is combined with a statin. In IMPROVE-IT, the rate of consecutive hepatic transaminase elevations exceeding 3× the upper limit of normal was 2.5% in the ezetimibe-plus-simvastatin arm versus 2.3% in simvastatin monotherapy. The difference was not statistically significant. [8] Still, most combination product labels (ezetimibe/simvastatin, sold as Vytorin) retain a hepatic monitoring recommendation driven by the statin component.

Practical guidance: if a 50, 64-year-old patient is taking ezetimibe alone, obtain ALT at baseline, then only retest if they develop fatigue, right upper quadrant discomfort, jaundice, or unexplained nausea. If they are on a statin plus ezetimibe, follow the statin's liver monitoring schedule. ALT elevations above 3× the upper limit of normal on two consecutive measurements within 4 to 8 weeks warrant drug discontinuation pending further evaluation. [9]


Muscle Symptom Surveillance

Ask about muscle pain, weakness, or cramping at every follow-up visit. That is the monitoring protocol.

Ezetimibe as a single agent carries a low myopathy risk. The FDA label reports myalgia at 3.7% versus 3.2% placebo, a difference unlikely to be mechanistically drug-related for most patients. [1] The concern rises when ezetimibe is combined with a statin, where rhabdomyolysis, though rare (estimated at 1, 3 per 100,000 patient-years for statin monotherapy), can occur. [10]

Adults aged 50, 64 carry additional myopathy risk factors that require clinical consideration:

  • Hypothyroidism (screen at baseline if not recently tested; TSH elevation raises statin myopathy risk substantially)
  • Renal impairment (eGFR <30 mL/min/1.73m² increases statin muscle toxicity risk; ezetimibe dose adjustment is not required, but the statin dose should be reviewed)
  • High-intensity exercise patterns (distance runners, cyclists, strength athletes in this age group)
  • Concurrent use of drugs that inhibit CYP3A4 (diltiazem, verapamil, clarithromycin) when simvastatin or lovastatin are part of the regimen

Measure CK only if a patient reports symptoms. An asymptomatic CK elevation has no management implication in this setting, and routine CK screening is not recommended by the ACC/AHA guideline. [3] If symptomatic CK is greater than 10× the upper limit of normal, stop the statin immediately. If CK is 3, 10× with tolerable symptoms, discuss risk-benefit with the patient and consider a statin switch or dose reduction rather than removing ezetimibe.


Drug Interactions That Change Monitoring Schedules

Cyclosporine

Cyclosporine raises ezetimibe peak plasma concentration and AUC by up to 12-fold through inhibition of OATP1B1 and P-glycoprotein transporters. [1] Patients aged 50, 64 with post-transplant immunosuppression or severe autoimmune conditions may be on cyclosporine. When this combination is unavoidable, lipid panel monitoring every 3 months is reasonable, and clinical surveillance for ezetimibe-related adverse effects (gastrointestinal upset, hepatic transaminase elevation) should be increased.

Fibrates

Co-administration of ezetimibe with fenofibrate or gemfibrozil raises ezetimibe glucuronide concentrations by approximately 64% and 40%, respectively. [1] More clinically relevant, fibrates increase biliary cholesterol secretion, raising gallstone risk. For the 50, 64 patient on combined ezetimibe-fibrate therapy, a fasting lipid panel every 3 months during the first year is reasonable. Ask about right upper quadrant pain and nausea at each visit; if present, an abdominal ultrasound to rule out cholelithiasis should be ordered.

Bile Acid Sequestrants

Cholestyramine reduces ezetimibe AUC by approximately 55%. [1] If both agents are needed, administer ezetimibe either 2 hours before or 4 hours after the sequestrant. Lipid panel at 4 to 12 weeks will confirm whether the separation schedule is working. If expected LDL-C reduction is not achieved, the likely explanation is absorption timing rather than drug resistance.

Warfarin

Ezetimibe does not affect the pharmacokinetics of warfarin directly, but post-marketing reports have described INR changes in patients on both drugs. [1] For the 50, 64-year-old patient on warfarin (atrial fibrillation is prevalent in this age group, affecting roughly 1 to 2% of adults aged 50, 59), check INR within 2 to 4 weeks of adding ezetimibe, then follow the standard warfarin monitoring schedule.


Perimenopause, Andropause, and Lipid Target Reassessment

Hormonal transitions between age 50 and 64 create a moving target for lipid management.

In women, the menopausal transition typically produces a 10 to 15 mg/dL rise in LDL-C, a 10 mg/dL rise in triglycerides, and a decline in HDL-C from a premenopausal mean of approximately 55 mg/dL to 50 mg/dL or below. [2] A patient who was at LDL-C goal on ezetimibe monotherapy at age 51 may fall out of target by age 54 without any change in adherence or dose, purely from the hormonal environment. Annual lipid panels help catch this drift.

In men, declining testosterone after age 50 associates with higher LDL-C and lower HDL-C through mechanisms that include reduced hepatic LDL receptor upregulation. [11] Testosterone replacement therapy, if initiated for symptomatic andropause, can modestly lower LDL-C but also suppresses HDL-C, making the net effect on cardiovascular risk uncertain. A lipid panel 8 to 12 weeks after any testosterone formulation change gives the data needed to decide whether the ezetimibe dose or target needs adjustment.

Clinicians should recalculate 10-year ASCVD risk with the Pooled Cohort Equations every 1 to 2 years in this age group, particularly after menopause onset or significant weight change. An increase from a 6% to a 9% 10-year risk score moves a patient from the "borderline" to the "intermediate" category and may justify intensifying therapy from ezetimibe monotherapy to ezetimibe-plus-statin. [3]


Adherence Monitoring and the Risk of Under-Treated Dyslipidemia

Ezetimibe tolerability is generally high. In pooled registration trials, the adverse event rate was similar to placebo, with the exception of diarrhea (4.1% vs. 3.7%) and abdominal pain (3.0% vs. 2.8%). [1] These numbers are reassuring, but adherence at 12 months in real-world cohorts often falls below 50% for lipid-lowering agents across all age groups. [12]

The 50, 64 adult may discontinue ezetimibe for several non-adverse-event reasons: cost (ezetimibe generic costs approximately $10, 30 per month without insurance), perceived lack of "immediate benefit," or confusion when a prescriber adjusts the statin dose simultaneously. Asking directly at each visit whether the patient is taking the medication every day and whether any barriers exist is more useful than relying on pharmacy refill data alone.

An LDL-C result at the 4, 12-week check that is identical to baseline is a clinical signal requiring explanation. Differential: (1) non-adherence, (2) cholestyramine absorption interference, (3) worsening diet, or (4) new hypothyroidism. Each has a different management response, and none should be attributed to drug failure before the simpler explanations are excluded.


When to Escalate Therapy or Reconsider the Regimen

Ezetimibe monotherapy, while effective, may not achieve guideline-recommended LDL-C targets in high- or very-high-risk 50, 64-year-old patients. The ACC/AHA 2018 guideline sets a target of <70 mg/dL for high-risk patients and <55 mg/dL for very high-risk patients. [3] If an LDL-C of 130 mg/dL is reduced by 20% on ezetimibe alone, the result is 104 mg/dL, short of the high-risk target.

In this scenario, the guideline supports adding a moderate- or high-intensity statin. If the maximum tolerated statin dose plus ezetimibe still leaves LDL-C above 70 mg/dL in a very-high-risk patient, PCSK9 inhibitors (evolocumab or alirocumab) are the next step. The FOURIER trial (N=27,564) showed evolocumab reduced LDL-C by 59% from a median baseline of 92 mg/dL and cut the composite MACE endpoint by 15% (HR 0.85 to 95% CI 0.79, 0.92, P<0.001). [13] PCSK9 inhibitors are expensive and require prior authorization, but they are guideline-supported for 50, 64-year-old patients with established ASCVD who cannot reach goal on maximally tolerated statin plus ezetimibe.

Bempedoic acid (Nexletol) is a newer oral option for statin-intolerant patients that inhibits ATP-citrate lyase upstream of HMG-CoA reductase. The CLEAR Outcomes trial (N=13,970) showed bempedoic acid 180 mg daily reduced the primary MACE endpoint by 13% (HR 0.87 to 95% CI 0.79, 0.96, P=0.004) in statin-intolerant patients. [14] Combining bempedoic acid with ezetimibe (available as the fixed-dose product Nexlizet) offers a fully statin-free regimen for patients with genuine statin myopathy.


Monitoring Checklist for the 50, 64 Patient on Ezetimibe

The following schedule applies to most adults in this age group on ezetimibe 10 mg daily with or without a statin:

Before starting:

  • Fasting lipid panel (LDL-C, HDL-C, triglycerides, non-HDL-C)
  • ALT
  • TSH if not tested within 12 months
  • Full medication reconciliation (flag cyclosporine, fibrates, sequestrants, warfarin)
  • 10-year ASCVD risk calculation via Pooled Cohort Equations

At 4 to 12 weeks:

  • Fasting lipid panel (confirm 18 to 20% LDL-C reduction for monotherapy; 40 to 55% for statin combo)
  • Ask about muscle pain, weakness, cramping
  • Ask about GI symptoms (diarrhea, abdominal pain)
  • Confirm medication adherence verbally

At 3 months (if on cyclosporine or fibrate co-therapy):

  • Fasting lipid panel
  • ALT
  • Symptom review for cholelithiasis (fibrate patients)

Every 6 to 12 months (once at goal):

  • Fasting lipid panel
  • Muscle symptom screen
  • Recalculate 10-year ASCVD risk if clinical status has changed (new diabetes diagnosis, menopause onset, significant weight change)
  • INR check within 2 to 4 weeks of any warfarin dose adjustment

Frequently asked questions

How often should a 50, 64-year-old get their lipid panel checked on ezetimibe?
The ACC/AHA 2018 guideline recommends a fasting lipid panel 4 to 12 weeks after starting ezetimibe, then every 3 to 12 months depending on cardiovascular risk tier. Very high-risk patients (established ASCVD) should recheck every 3 months until at goal, then every 6 months. Stable low-to-intermediate risk patients may check annually once at target.
Does ezetimibe require liver enzyme monitoring?
The FDA prescribing information for ezetimibe monotherapy does not require routine periodic liver enzyme testing. Baseline ALT before starting is good practice. If ezetimibe is combined with a statin, follow that statin's hepatic monitoring schedule. Retest ALT if the patient reports fatigue, jaundice, or right upper quadrant discomfort.
What is the expected LDL reduction from ezetimibe 10 mg daily?
Ezetimibe 10 mg daily reduces LDL-C by approximately 18 to 20% as monotherapy. Added to a moderate-intensity statin, it contributes an additional 12, 18 percentage points. In the SHARP trial (N=9,270), ezetimibe plus simvastatin 20 mg reduced LDL-C by 0.85 mmol/L compared with placebo.
Is ezetimibe safe for adults going through perimenopause or andropause?
Ezetimibe has no hormone-specific contraindications. However, the lipid shifts associated with perimenopause and andropause can move a patient off their LDL-C target without any change in adherence. Annual lipid panels and periodic ASCVD risk recalculation help detect this drift early and guide dose or regimen adjustments.
What drug interactions require extra monitoring when taking ezetimibe?
Three interactions require the most attention: cyclosporine raises ezetimibe AUC up to 12-fold; fibrates increase cholelithiasis risk and raise ezetimibe concentrations 40 to 64%; and bile acid sequestrants reduce ezetimibe absorption by approximately 55% if taken simultaneously. Warfarin users should have INR checked within 2 to 4 weeks of starting ezetimibe.
Does ezetimibe cause muscle problems?
Ezetimibe monotherapy has a myalgia rate of 3.7%, only marginally above the 3.2% placebo rate in clinical trials. The muscle risk rises when ezetimibe is combined with a statin. CK testing is not recommended routinely; measure it only if the patient reports pain, weakness, or cramping. Stop the statin if symptomatic CK exceeds 10x the upper limit of normal.
What did IMPROVE-IT show about ezetimibe in cardiovascular patients?
IMPROVE-IT (N=18,144, NEJM 2015) showed that adding ezetimibe 10 mg to simvastatin 40 mg after acute coronary syndrome reduced the primary composite MACE endpoint from 34.7% to 32.7%, a 6.4% relative risk reduction (HR 0.936, P=0.016) over a median 6-year follow-up. A pre-specified subgroup showed larger absolute benefit in patients aged 65 and older.
Can ezetimibe be used without a statin in adults aged 50, 64?
Yes. Ezetimibe is FDA-approved as monotherapy for primary hyperlipidemia when statins are contraindicated, not tolerated, or when a patient declines statin therapy. Monotherapy reduces LDL-C by 18 to 20%, which may be sufficient for borderline-risk patients but is often not enough to meet the targets recommended for high- or very-high-risk patients without a statin.
What happens if my LDL-C does not drop at the 4, 12-week check?
An LDL-C result unchanged from baseline at the 4, 12-week check most likely reflects non-adherence, an absorption interaction with a concurrent bile acid sequestrant, worsening dietary habits, or new hypothyroidism. Each cause has a different management response. Drug failure should be diagnosed only after these explanations are excluded.
Is there a monitoring difference between brand Zetia and generic ezetimibe?
No. Generic ezetimibe is bioequivalent to Zetia by FDA approval standards. The monitoring schedule, interaction profile, and target LDL-C goals are identical regardless of which manufacturer supplies the tablet.
When should a 50, 64-year-old on ezetimibe be escalated to a PCSK9 inhibitor?
The ACC/AHA 2018 guideline supports adding a PCSK9 inhibitor (evolocumab or alirocumab) when maximally tolerated statin plus ezetimibe fails to bring LDL-C below 70 mg/dL in high-risk patients or below 55 mg/dL in very-high-risk patients. FOURIER (N=27,564) showed evolocumab reduced MACE by 15% (HR 0.85, P<0.001) in this population.
How does ezetimibe interact with cholesterol-absorption changes during menopause?
Estrogen decline increases intestinal cholesterol absorption partly through upregulation of NPC1L1 transporters, the same target ezetimibe blocks. This means ezetimibe may have added mechanistic relevance in postmenopausal women. No dedicated randomized trials have quantified this interaction, but it is a reason to reassess lipid response after menopause onset even without a dose change.

References

  1. U.S. Food and Drug Administration. Zetia (ezetimibe) prescribing information. Merck/Schering-Plough Pharmaceuticals; revised 2023. https://www.accessdata.fda.gov/drugsatfda_docs/label/2023/021445s044lbl.pdf
  2. Menopause Society (formerly NAMS). The menopause practice: a clinician's guide, 6th ed.; 2022. https://www.menopause.org
  3. Grundy SM, Stone NJ, Bailey AL, et al. 2018 AHA/ACC guideline on the management of blood cholesterol. J Am Coll Cardiol. 2019;73(24):e285, e350. https://pubmed.ncbi.nlm.nih.gov/30423393/
  4. Charlesworth CJ, Smit E, Lee DS, Alramadhan F, Odden MC. Polypharmacy among adults aged 65 years and older in the United States: 1988 to 2010. J Gerontol A Biol Sci Med Sci. 2015;70(8):989, 995. https://pubmed.ncbi.nlm.nih.gov/25733718/
  5. Sniderman AD, Thanassoulis G, Glavinovic T, et al. Apolipoprotein B particles and cardiovascular disease: a narrative review. JAMA Cardiol. 2019;4(12):1287, 1295. https://pubmed.ncbi.nlm.nih.gov/31642874/
  6. Knopp RH, Dujovne CA, LeBeaut A, Lipka LJ, Suresh R, Veltri EP. Evaluation of the efficacy, safety, and tolerability of ezetimibe in primary hypercholesterolaemia. Eur Heart J. 2003;24(8):729, 741. https://pubmed.ncbi.nlm.nih.gov/12713763/
  7. Baigent C, Landray MJ, Reith C, et al. The effects of lowering LDL cholesterol with simvastatin plus ezetimibe in patients with chronic kidney disease (SHARP). Lancet. 2011;377(9784):2181, 2192. https://pubmed.ncbi.nlm.nih.gov/21663949/
  8. Cannon CP, Blazing MA, Giugliano RP, et al. Ezetimibe added to statin therapy after acute coronary syndromes (IMPROVE-IT). N Engl J Med. 2015;372(25):2387, 2397. https://pubmed.ncbi.nlm.nih.gov/26039521/
  9. Liver Imaging Reporting and Data System; American Association for the Study of Liver Diseases. Drug-induced liver injury network criteria for hepatotoxicity. https://www.ncbi.nlm.nih.gov/books/NBK547852/
  10. Stroes ES, Thompson PD, Corsini A, et al. Statin-associated muscle symptoms: impact on statin therapy. European Atherosclerosis Society Consensus Panel Statement. Eur Heart J. 2015;36(17):1012, 1022. https://pubmed.ncbi.nlm.nih.gov/25694464/
  11. Torkler S, Wallaschofski H, Dörr M, et al. Inverse association between total testosterone concentrations, incident hypertension and blood pressure. Aging Male. 2011;14(3):176, 182. https://pubmed.ncbi.nlm.nih.gov/21142836/
  12. Naderi SH, Bestwick JP, Wald DS. Adherence to drugs that prevent cardiovascular disease: meta-analysis on 376,162 patients. Am J Med. 2012;125(9):882, 887. https://pubmed.ncbi.nlm.nih.gov/22748400/
  13. Sabatine MS, Giugliano RP, Keech AC, et al. Evolocumab and clinical outcomes in patients with cardiovascular disease (FOURIER). N Engl J Med. 2017;376(18):1713, 1722. https://pubmed.ncbi.nlm.nih.gov/28304224/
  14. Nissen SE, Lincoff AM, Brennan D, et al. Bempedoic acid and cardiovascular outcomes in statin-intolerant patients (CLEAR Outcomes). N Engl J Med. 2023;388(15):1353, 1364. https://pubmed.ncbi.nlm.nih.gov/36876740/