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Human, Animal and Laboratory Research: What Each Can Show

What research in people, in animals and in cells can and cannot show, why early results often do not carry over, and what the Research Library's model labels mean.

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

The short answer

Research in people, in animals and in laboratory dishes answers different questions. Only research in people can show what happens in people. Animal and cell studies are earlier steps: they help researchers understand how a substance behaves and decide whether it deserves testing in humans. A positive animal or cell result is not human evidence.

Three kinds of research

KindPlain meaningWhat it can showWhat it cannot show
Human (clinical) researchStudies with people, such as trials and observational studiesOutcomes in the people studiedResults for people unlike those studied
Animal research (in vivo)Experiments in non-human animals chosen for specific characteristics [1]Effects in a living body, including safety signalsThat people will respond the same way [2]
Laboratory research (in vitro)Reactions or processes studied in an artificial environment outside the living organism [3]A proposed mechanism or early activityEffects in a whole organism

Why preclinical research comes first

Before a drug is tested in people, researchers must find out whether it has the potential to cause serious harm, also called toxicity. [4] The two types of preclinical research are in vitro and in vivo. [4] After preclinical testing, researchers review their findings and decide whether the drug should be tested in people. [4] Preclinical testing is defined as testing in experimental animals or in vitro for biological and toxic effects and potential clinical applications. [5]

Early human studies often lean on animal data: researchers adjust dosing schemes based on animal data to find out how much of a drug the body can tolerate. [6] That is a stepping stone, not a verdict.

Why results do not always carry over

Translational research is the effort to turn an observation in the laboratory, clinic or community into an intervention that will improve the health of individuals. [7] The step is not guaranteed.

A systematic review compared animal experiments with human trials for six treatments and found mixed agreement. [2] In head injury, corticosteroids did not show any benefit in clinical trials but did in animal models. [2] For the stroke drug tirilazad, patients had a worse outcome, even though in animal models it reduced infarct volume. [2] The authors concluded that disagreement may be due to bias or to animal models failing to mimic clinical disease adequately. [2] Those are six chosen examples, not a rule that animal work never predicts human results.

Common misunderstandings

  • "It works in mice, so it works." An animal result describes animals.
  • "It affects cells in a dish." That describes a dish, not a whole organism.
  • "No human studies means it does not work." It means it has not been tested in humans. Absence of evidence is a gap, not a result.
  • "Mechanism equals benefit." A proposed mechanism explains how something might work. It does not show that it does.

What this means in the Research Library

The library's publication records (6,705 with PubMed IDs and abstracts) carry a research model label that comes from the source data. About 2,717 are labeled animal experiments, 2,394 cell experiments, 1,360 animal and cell experiments and 116 clinical experiments, with a few mixed or other. In plain terms, most publication records in the library are not human studies. Search can filter by research model (human, animal, cell), so you can look at one kind at a time.

Labels come from source data and can be wrong or incomplete. The same is true elsewhere: PubMed's own species filters rely on indexing and can exclude relevant results. [8] When a label matters, open the abstract.

Continue with evidence types and study designs, why a registration is not a result, and relationship types in the knowledge graph.

Frequently asked questions

Is animal research the same as human evidence?

No. Animal models are non-human animals selected for specific characteristics for use in experimental research. [1] A review of six treatments found that animal and human results sometimes disagreed. [2]

What does "in vitro" mean?

It refers to methods that study reactions or processes in an artificial environment outside the living organism. [3] Cell studies are a common example.

What does "in vivo" mean?

It is the other type of preclinical research alongside in vitro. [4] In the Research Library you will mostly meet it as animal experiments.

Why does the library show so many animal and cell experiments?

Among its 6,705 publication records, about 2,717 are labeled animal experiments and 2,394 cell experiments, against 116 clinical experiments. The library imports records from public databases, so this reflects what the imported records are labeled as, not a judgment about quality.

Can I trust the research model label?

Treat it as a helpful starting point. Labels come from the source data and the library does not verify them clinically. Check the abstract before relying on it.

Does early research ever lead to human studies?

Yes. After preclinical testing, researchers decide whether a drug should be tested in people. [4] That decision is the start of human research, not its result.

References

  1. National Library of Medicine. Models, Animal (MeSH). Read 2026-10-22.
  2. Perel P, Roberts I, Sena E, et al. Comparison of treatment effects between animal experiments and clinical trials: systematic review. BMJ. 2007;334:197. Read 2026-10-22.
  3. National Library of Medicine. In Vitro Techniques (MeSH). Read 2026-10-22.
  4. U.S. Food and Drug Administration. The Drug Development Process, Step 2: Preclinical Research. Read 2026-10-22.
  5. National Library of Medicine. Drug Evaluation, Preclinical (MeSH). Read 2026-10-22.
  6. U.S. Food and Drug Administration. The Drug Development Process, Step 3: Clinical Research. Read 2026-10-22.
  7. National Library of Medicine. Translational Research, Biomedical (MeSH). Read 2026-10-22.
  8. National Library of Medicine. PubMed User Guide. Read 2026-10-22.
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.