Updated October 19, 2026

Illustration: Quartz
The distance between what a supplement label promises and what clinical trials have actually shown is wide, and it varies from product to product. Vitamin D for someone with a confirmed deficiency rests on decades of research into calcium absorption and bone density. A proprietary herbal blend sold for immunity or detox may rest on a few small studies and a persuasive label.
Part of what keeps that gap open is regulation. The Food and Drug Administration does not review dietary supplements for safety or effectiveness before they reach shelves, the way it reviews prescription drugs. Manufacturers vouch for their own products, and regulators typically act after a problem surfaces. That leaves the sorting to shoppers, in an aisle where a product backed by large randomized trials sits beside one backed mainly by a marketing budget.
This list covers 10 of the most popular supplements sold in the U.S. and what the evidence base behind each one looks like once the packaging language is set aside. Some have deep trial records: creatine for strength training, omega-3s for lowering triglycerides, melatonin for resetting a disrupted body clock. Others, including turmeric extracts and most multivitamins taken by healthy adults, have far less human data than their sales volume implies. Several sit in between, useful for a narrow group and unremarkable for everyone else.
It is not a buying guide. No brands are named, and no dosages are recommended, because those choices depend on blood work, diet, age and medical history. Anyone taking prescription medication should raise supplements with a doctor or pharmacist first. Interactions with blood thinners, antidepressants and thyroid drugs are documented and can be serious. A supplement that is harmless on its own is not automatically harmless alongside a prescription.
The useful question is rarely whether a supplement does anything at all. It is whether it does anything for a person who is not already deficient. The second question is whether the claim rests on large randomized trials or on a handful of small studies that no one has repeated.
Vitamin D supports bone health in people who are deficient

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Vitamin D has strong evidence behind one specific use: correcting a confirmed deficiency. In people with low blood levels, supplementation improves calcium absorption, supports bone mineral density and lowers fracture risk. For everyone else, the case thins out.
Deficiency is common. Skin makes vitamin D when ultraviolet light hits it, and that production falls with higher latitude, winter, darker skin pigmentation, age and an indoor routine. Conditions that impair fat absorption, including celiac disease and Crohn's disease, reduce how much of the vitamin the body takes up from food and capsules. Food supplies relatively little on its own — oily fish such as salmon and sardines, egg yolks, and fortified milk or cereal are the main dietary sources. A blood test for 25-hydroxyvitamin D is the only dependable way to establish where someone stands.
Broader claims are where the research stops cooperating. The VITAL trial, published in The New England Journal of Medicine, randomized more than 25,000 generally healthy U.S. adults to vitamin D or placebo and found no significant reduction in invasive cancer or major cardiovascular events. An ancillary analysis of the same trial found no reduction in fractures among participants, most of whom had adequate vitamin D levels at enrollment. Trial results for respiratory infection and mood have been inconsistent.
The Institute of Medicine set the recommended dietary allowance at 600 international units a day for adults up to age 70 and 800 IU after that. More does not translate into more benefit. Vitamin D is fat-soluble, so a surplus is stored in body tissue rather than cleared in urine the way extra water-soluble vitamins are. Sustained megadoses can push blood calcium high enough to damage the kidneys.
The practical case is narrow. If bloodwork shows a deficiency, or someone belongs to a group that reliably runs low, supplementation is well supported. For a healthy adult with normal levels and regular sun exposure, the evidence does not back vitamin D as a general-purpose health measure.
Omega-3 fish oil helps triglycerides but not heart attacks broadly

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Fish oil lowers triglycerides. The effect is consistent enough that prescription-strength omega-3 formulations are approved in the U.S. for adults with severely elevated triglyceride levels. What the evidence does not support is the broader promise on most over-the-counter bottles — that a daily capsule protects an otherwise healthy adult from heart attack or stroke.
Two of the largest assessments point the same way. The VITAL trial, which followed more than 25,000 U.S. adults, found that marine omega-3 supplementation did not significantly reduce major cardiovascular events. A 2018 Cochrane review pooling dozens of randomized trials reached a similar conclusion, reporting little or no effect on cardiovascular death or events from increasing long-chain omega-3 intake.
One exception is often misread. REDUCE-IT tested icosapent ethyl, a purified prescription form of eicosapentaenoic acid, in high-risk patients already on statins whose triglycerides remained elevated, and found fewer cardiovascular events in the treatment group. That was a specific drug at a high dose, given to a narrow patient population under medical supervision. A drugstore softgel is a different product, and the trial result does not carry over to it.
Other claims remain unresolved. Trials in rheumatoid arthritis have shown modest improvement in joint tenderness and lower use of anti-inflammatory drugs. Research on depression and cognitive decline has produced inconsistent results, with no settled conclusion across trials. Oily fish such as salmon, sardines and mackerel deliver the same fatty acids alongside protein and other nutrients, which is why dietary guidance generally points to fish before capsules.
Side effects are usually minor — fishy aftertaste, reflux, loose stools — and taking capsules with food or freezing them first can reduce the burping. Higher doses raise real interaction concerns for anyone on warfarin or another anticoagulant, because bleeding risk can compound. Several large omega-3 trials, REDUCE-IT among them, also recorded more atrial fibrillation in participants taking omega-3 than in those on placebo, which matters most for people already prone to arrhythmia.
Probiotics help some digestive conditions but strains matter

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Probiotic benefits attach to specific bacterial strains and specific conditions, not to the category as a whole. A label that reads only "probiotic" tells a shopper almost nothing about whether the capsule contains the organism actually studied for the problem they want to fix.
The firmest evidence sits with antibiotic-associated diarrhea. Randomized trials of Saccharomyces boulardii — a yeast rather than a bacterium — and of several Lactobacillus strains have found lower rates of diarrhea among patients taking a course of antibiotics. Evidence is weaker but still reasonable for certain strains used against irritable bowel syndrome symptoms such as bloating and abdominal pain. Response varies from person to person, and a strain that settles one patient's symptoms may do nothing for the next.
Marketing that stretches into general immunity and mood regulation through the gut-brain axis rests on much thinner ground. That research is active and biologically plausible, but it has not yet produced the large, replicated human trials that would support the language printed on many boxes.
Product quality is a separate variable. Supplements differ in colony-forming unit counts and in whether the organisms survive stomach acid to reach the intestine. They also differ in whether the bacteria remain viable at the expiration date rather than only on the day of manufacture. Some need refrigeration. Few companies publish data confirming what a capsule delivers at the point of use.
For healthy adults with no digestive diagnosis, fermented foods such as yogurt with live cultures, kefir, kimchi and sauerkraut supply live organisms at lower cost and with fewer unknowns. Anyone treating a specific condition should ask a doctor or pharmacist which strain carries trial data for that problem. Then check that the product names that exact strain, not just the genus.
Probiotics are also not uniformly harmless. People who are severely immunocompromised, critically ill or living with a central venous catheter face a real risk of infection from swallowing live organisms, and should not take them without medical supervision.
Magnesium can ease cramps and support sleep in deficient people

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Magnesium delivers the most reliable results in two situations: correcting a documented deficiency and reducing migraine frequency. Outside those uses, the support thins quickly. The mineral acts as a cofactor in more than 300 enzyme systems that govern nerve signaling, muscle contraction and blood pressure regulation, which is why depleted levels produce symptoms that replacement genuinely resolves.
Low magnesium shows up most often in older adults, people with gastrointestinal conditions that impair absorption such as Crohn's disease or celiac disease, people with poorly controlled type 2 diabetes, and people with chronic alcohol use. Restoring normal levels in those groups can quiet muscle cramps, eyelid twitching and unexplained fatigue.
Migraine prevention is the strongest claim that does not depend on deficiency. The American Academy of Neurology and the American Headache Society rated magnesium as probably effective for preventing migraine attacks, one of the few formal guideline endorsements any supplement has received for a defined medical condition. Trial evidence also points to some relief of premenstrual symptoms, though the measured effects are small.
Sleep is where the marketing has outpaced the research. A handful of small trials in older adults with insomnia reported better sleep quality, but studies in healthy, well-fed people are sparse. The mineral's standing as a bedtime aid rests largely on its role in nerve signaling rather than on large randomized trials.
The form on the label matters. Magnesium citrate and magnesium glycinate are absorbed more readily than magnesium oxide, the cheapest version and the one most likely to loosen stools, because unabsorbed oxide pulls water into the intestine.
Food covers the requirement for most people. Pumpkin seeds, almonds, spinach, black beans and whole grains all supply meaningful amounts, and a varied diet usually makes pills unnecessary. Excess from supplements causes diarrhea and abdominal cramping, and it carries real risk for anyone with reduced kidney function, since impaired kidneys cannot clear the surplus. A blood test ordered by a physician settles whether a deficiency exists.
Creatine builds muscle and may support brain function

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Creatine monohydrate has the deepest evidence base of any sports supplement sold today. Decades of randomized trials show it raises muscular strength, power output and lean body mass when combined with resistance training, and the effect shows up across age groups and training backgrounds.
The mechanism is better understood than for most supplements. Creatine increases phosphocreatine stores inside muscle cells, and phosphocreatine helps regenerate adenosine triphosphate, the molecule cells spend for energy. That matters most during short, maximal efforts — a heavy set of squats, a 10-second sprint, a repeated jump. It does far less for steady endurance work such as marathon running, which draws on a different energy system.
Research on creatine and the brain is newer and far less settled. Neurons also draw on phosphocreatine, which is the rationale for testing creatine in cognition, and small trials have measured mental performance under sleep deprivation and other stressors. Some reported improvements. The trials are small, the designs differ, and the work should be treated as preliminary rather than established.
Safety data is reassuring by supplement standards. Studies tracking healthy adults for months, and in some cases years, have not found harm at the typical three to five grams a day. Early concern about kidney damage traced largely to the way creatine raises blood creatinine, a marker clinicians use to estimate kidney function. That rise reflects creatine metabolism rather than injury in people whose kidneys work normally. Anyone with existing kidney disease should clear the supplement with a doctor first.
Creatine draws water into muscle tissue, so people often gain a pound or two in the first weeks. That added weight is fluid rather than fat, and it is part of how the supplement works.
Monohydrate remains the cheapest and most heavily studied form. Newer versions sold at a premium — buffered, liquid or ester-based — have not beaten it in head-to-head comparisons.
Multivitamins show little benefit for healthy, well-nourished adults

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Large randomized trials have not found that a daily multivitamin lowers the risk of heart disease or early death in healthy adults who already eat a reasonably varied diet. The Physicians' Health Study II, which tracked male doctors for more than a decade, found a modest drop in cancer incidence and no effect on cardiovascular outcomes.
That is a narrow finding from one specific population, and it is roughly where the case for general-purpose multivitamin use rests. The premise — close every nutrient gap at once, for pennies a day — is intuitive. Trial outcomes have not matched it.
The calculation changes for people with identifiable needs. Folic acid taken before conception and through early pregnancy reduces the risk of neural tube defects, which is why prenatal vitamins are standard medical advice rather than an optional wellness purchase. Older adults absorb less vitamin B12 from food as stomach acid production declines with age, so supplementation does real work. The same applies to people on restrictive diets, patients recovering from bariatric surgery and anyone with a malabsorption condition.
Dose is the quieter issue with broad-spectrum products. Many formulations deliver nutrients at several times the recommended daily amount, which adds nothing once diet has covered the requirement. Vitamins A, E and K are fat-soluble and accumulate in body tissue over months, unlike excess B and C vitamins, which are largely cleared in urine.
Food also delivers fiber, phytochemicals and nutrient combinations a pressed tablet cannot copy. Pulling one compound out of that context does not reliably carry the benefit with it. The Alpha-Tocopherol, Beta-Carotene Cancer Prevention Study found higher lung cancer rates among smokers given beta-carotene supplements — the reverse of what carotenoid-rich diets had suggested.
A multivitamin is defensible as cheap insurance for someone with a limited diet, a documented shortfall or elevated requirements. Sold as disease prevention or added years of life for a well-nourished adult, it promises more than the trial record supports.
Vitamin C supplements don't prevent colds but may shorten them

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Taking vitamin C every day does not stop healthy adults from catching colds. The Cochrane review by Harri Hemilä and Elizabeth Chalker, which pooled dozens of placebo-controlled trials, found no drop in how often people in the general population got sick.
The same review did identify a small effect on duration, limited to people already taking vitamin C before their symptoms began. Pooled across the trials, colds ran about eight percent shorter in adults and 14 percent shorter in children. On a week-long cold, that works out to hours rather than days.
Swallowing a high dose once the sniffles start — the way most cold-season products are sold — has not produced consistent benefit in trials. Vitamin C acts, to whatever degree it acts at all, as a steady background intake rather than a rescue treatment.
One group stands apart. In trials involving marathon runners, skiers and soldiers training in subarctic conditions, regular vitamin C roughly halved the incidence of colds. Those participants faced sustained physical exertion and cold exposure, and the finding does not carry over to an office worker in February.
The nutrient itself is essential, with jobs that have nothing to do with respiratory infections. The body needs it to synthesize collagen, to repair wounds and to absorb non-heme iron from plant foods. Severe long-term deficiency causes scurvy, now rare in countries with reliable access to fresh produce.
The recommended dietary allowance is modest: 90 milligrams a day for adult men and 75 for women, plus an extra 35 milligrams for smokers. A single orange, a cup of strawberries or half a red bell pepper covers most of that.
Supplements routinely sell doses in the hundreds or thousands of milligrams. Absorption efficiency falls as intake climbs, and the surplus leaves the body in urine. Very high intakes can trigger diarrhea and abdominal cramps, and may raise kidney stone risk in people already prone to them.
Melatonin helps with jet lag and shifting sleep schedules

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Melatonin works best as a timing signal, not a sedative. The clearest evidence supports its use for jet lag and shift work disorder, where it helps the internal clock realign with a new light-dark cycle faster than it would unaided.
The pineal gland releases melatonin as the evening darkens, telling the body that night has arrived. A supplement delivers that same message at an hour when the brain would not be sending it. A traveler flying east across several time zones, or a nurse rotating onto overnight shifts, has more to gain from it than someone who simply cannot settle down at 11 p.m.
For ordinary insomnia, the measured effect is small. Trials generally find that melatonin trims the time it takes to fall asleep by a matter of minutes. It does not produce the heavy sedation associated with prescription sleep medication, which is often what buyers in the sleep aisle are expecting.
Timing matters more than dose. A small amount — roughly half a milligram to three milligrams, taken a few hours before the intended bedtime — tracks the body's own evening release more closely than the 10 milligram tablets stocked widely in U.S. drugstores. Higher doses do not reliably work better, and they raise the odds of waking up groggy.
Label accuracy is a documented weak point. Analysis published in the Journal of Clinical Sleep Medicine found that melatonin content in commercial products often departed from the amount printed on the bottle, in some cases by a wide margin in either direction, and some samples contained serotonin that the label did not disclose. Dietary supplements are not held to pharmaceutical manufacturing standards, so verifying what is actually in a capsule is difficult.
Short-term use in adults appears well tolerated, with headache, dizziness and next-day fogginess the most commonly reported complaints. Long-term safety data is thinner, particularly in children, and U.S. poison control centers have reported rising accidental ingestions among kids drawn to gummy formulations. Pediatricians typically look at bedtime routines, evening screen exposure and a consistent schedule before suggesting a supplement for a child.
Turmeric's curcumin has weak anti-inflammatory evidence in humans

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Curcumin, the yellow compound that gives turmeric its color, blocks inflammatory pathways in cell cultures and animal models. Human trials have not reliably reproduced those results, and the ones that show benefit tend to be small, short and inconsistent with one another.
The obstacle is absorption. Curcumin dissolves poorly in water and breaks down quickly in the gut and liver. The body clears what remains fast, so little of an oral dose reaches tissue at the concentrations that produce effects in a laboratory dish. Supplement makers respond with piperine, an alkaloid from black pepper that slows curcumin's metabolism, or with phospholipid and nanoparticle formulations built to raise blood levels. Those methods do increase absorption. Raising a very low number is not the same as matching the exposure used in preclinical work.
Knee osteoarthritis is the application with the most human data. Several small randomized trials have reported improvements in pain and function with curcumin extracts, in some cases roughly comparable to nonsteroidal anti-inflammatory drugs. The trials differ in extract type, dose and duration, and many enroll fewer than 100 participants. Large independent replications remain scarce. That pattern supports further study rather than a settled conclusion.
Research on curcumin for depression, metabolic syndrome, inflammatory bowel disease and cancer prevention sits at an early stage. Laboratory findings are plentiful. Clinical outcomes that would settle the question are not.
Turmeric used as a cooking spice is safe and has a long record in South Asian kitchens. Concentrated extracts are a different product. The National Institutes of Health's LiverTox database documents case reports of liver injury linked to turmeric and curcumin supplements — an uncommon outcome, but a documented one, and some reports involve high-absorption formulations.
Curcumin can also affect blood clotting and the liver enzymes that process many prescription drugs. Anyone taking anticoagulants, chemotherapy or a medication with a narrow therapeutic window should treat a concentrated turmeric supplement as a drug interaction question rather than a kitchen ingredient.
Collagen supplements may improve skin elasticity with regular use

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Hydrolyzed collagen peptides taken daily for roughly eight to 12 weeks have produced modest improvements in skin elasticity and hydration across several small and mid-sized randomized trials. The measured effect is small, and a sizable share of those trials were paid for by companies that sell collagen products.
Industry funding does not cancel out a result. It does warrant caution about reported effect sizes, since manufacturer-sponsored nutrition research tends to produce more favorable findings than independently funded work. The direction of the evidence is positive; the depth of it is shallow.
Collagen is the most abundant protein in the human body and provides structure to skin, tendons, cartilage and bone. Production declines with age, which is the biological premise the whole category rests on. Whether swallowing collagen slows any part of that decline is a separate question from whether the decline happens at all.
Digestion sits at the center of that question. Proteins are broken into amino acids and short peptides before absorption, so ingested collagen does not arrive intact at skin tissue. Researchers have detected specific peptide fragments, including ones containing hydroxyproline, in the bloodstream after collagen is consumed. The proposed mechanism is that these fragments signal fibroblasts, the cells that build connective tissue, to increase collagen production. That pathway is still being characterized rather than settled.
Joint pain evidence is more divided. Some osteoarthritis trials report modest symptom relief; others find no meaningful separation from placebo. Differences in collagen type, dose and participant profile likely account for much of the inconsistency.
Products are sold as powders, capsules and ready-to-drink formulas, sourced from bovine, marine or porcine tissue. No source has been shown to outperform another for skin or joint outcomes.
The body also assembles its own collagen from ordinary dietary inputs — enough protein, plus the vitamin C and zinc that the synthesis process requires. For most healthy adults, these supplements carry little risk. The trial base behind them remains short in duration and limited in size.
