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High-Throughput Screening

How automated high-throughput screening tests huge numbers of compounds in the lab, why many early hits do not hold up, and why a screening hit is not a treatment.

Content last updated . This page has not been medically reviewed.

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What high-throughput screening is

High-throughput screening (HTS) uses robots and automated lab tests to try very large numbers of compounds against a target or cell model, looking for ones that produce a measurable change. A 2011 review describes HTS as part of a proven scientific toolkit for discovering new chemical starting points, called chemotypes. [1] It is a search method. A compound that shows up in a screen is called a hit, and a hit is a starting point for more testing. This page is information only.

What a screen can show

A screen can show that a compound changed a signal in a specific test, such as the activity of a protein or the survival of cells in a dish. It can narrow thousands or millions of candidates to a short list worth studying. It tells you nothing yet about whether the effect happens in an animal or a person.

Why many hits are false leads

Some compounds appear active in many different screens, which makes them questionable starting points. A 2010 paper described chemical features that identify these "frequent hitters", called pan assay interference compounds (PAINS), which are promiscuous across many biochemical high-throughput screens. [2] The same paper warns that such compounds are increasingly common in the literature as potential starting points when they may not be. [2] For that reason a hit needs further testing before anyone treats it as meaningful.

From hit to medicine

Many promising medicines have failed to be safe and effective in human trials despite promising preclinical studies. [3] About 90 percent of clinical drug development fails. [4] Each step after a screen, including animal or human-cell tests and then Phase 1 to Phase 3 trials, exists because earlier results do not carry over. See the translational pipeline from laboratory to approval and clinical-trial phases explained.

What screening cannot establish

Screening resultWhat it does not show
Compound is active in a testThat it works in a body
Compound is active in many testsThat the effect is specific or useful
Compound came from a natural sourceThat it is safe
Large screen, many compoundsThat any one compound has benefit

Where you may see "screening" claims

Wellness marketing sometimes says an ingredient "was screened against hundreds of targets". That describes an early lab method. It is not a human trial, and the correct label for it is preclinical. Treat any benefit claim based only on screening as a marketing claim. See mechanism vs demonstrated benefit.

Related methods

Computer modeling often selects which compounds to screen, see computational biology and molecular modeling. Screens can also be run on organ models, see organoids and organ-on-chip systems. AI approaches are covered in AI-assisted drug discovery.

Frequently asked questions

Is a screening hit a drug candidate?

Only a starting point. Hits are re-tested, and frequent-hitter compounds can mislead because they appear active in many unrelated tests. [2]

Does a successful screen mean a compound works in people?

No. Many medicines that looked promising in preclinical studies failed in human trials. [3]

Why is HTS still used?

Scientists who use it describe it as part of a proven toolkit for finding new chemotypes. [1]

What is a PAINS compound?

It is a compound with chemical features that make it appear as a frequent hitter in many biochemical screens, which makes it a questionable starting point. [2]

More details: evidence, limits and cautions

The details behind this page: cautions, limits of the evidence and where sources disagree. Open any note to read it.

How to read the evidence labels

Labels used on this page: preclinical (cells/animals only) is laboratory evidence; insufficient evidence means the question cannot yet be answered; marketing claim is a statement without a supporting human trial.

Safety note
A hit from a screen is not a safe product and not advice to take any compound. If you are curious about research, ask a clinician and look for registered human trials, not marketing.
References
Education, not medical advice. This page is for general information. It does not diagnose or treat any condition and is not a substitute for care from a qualified health professional. Natural does not automatically mean safe. Ask a clinician or pharmacist before changing your care, especially if you take medication, are pregnant or breastfeeding, or have a health condition.