The short answer
Choose how you want to understand this
The full explanation.
Cancer headlines are written to be clicked, and the number in the headline has usually travelled a long way from the study. You do not need statistical training to catch most of the distortions. You need a handful of questions and the willingness to ask them before you get upset or hopeful.
Every number in this page is invented as an illustration. None of them describes any real cancer, drug or population.
Relative risk versus absolute risk
This is the single most useful thing to understand, and it explains most alarming health headlines.
Suppose that among people who never do a particular thing, 2 in 1,000 develop a certain cancer over ten years, and among people who do it regularly, 3 in 1,000 do. That is an increase of 1 person per 1,000 — the absolute difference. It is also a 50% increase, because 3 is half again as much as 2 — the relative difference. Both are true. "Doing X raises your cancer risk by 50%" is a headline. "Doing X raises risk from 2 in 1,000 to 3 in 1,000" is the same finding, and it is the version you can actually make a decision with.
The same trick works in the hopeful direction. A treatment that "cuts the risk of recurrence by a third" might take an invented risk from 30 in 100 to 20 in 100, which is a large and meaningful difference — or from 3 in 100 to 2 in 100, which may not be worth serious side effects. The relative figure alone cannot tell you which.
Whenever you see a percentage change, ask: a percentage of what? If the article never gives you the starting number, it has not told you the finding.
What median survival actually means
If a study reports a median survival of, say, 18 months, that means half the people in that study were still alive at 18 months and half were not. It is a description of a group. It is not a prediction about you, and it is not a countdown.
Two things follow. First, medians say nothing about the shape of the tail — in many cancers there is a long right-hand tail of people who live far longer than the median, and the median cannot show you that. Second, the number describes people diagnosed and treated years ago, because that is how long it takes to collect survival data, which means it may predate current treatments.
The same caution applies to the survival figure most people encounter first — see what a five-year survival rate actually means. And be careful with vocabulary: "responded to treatment" and "in remission" are not the same as cured, as remission versus cure explains.
Surrogate endpoints
What most people care about is living longer and living better. Those take years to measure, so trials often measure something faster that is expected to stand in for them — tumor shrinkage, a blood marker, or the time until a scan shows growth. These are surrogate endpoints.
They are not worthless; they are how promising treatments reach people sooner. But a surrogate is a bet that the shortcut predicts the thing you care about, and that bet does not always pay off. A drug can delay progression on a scan without helping anyone live longer or feel better. When a headline says a treatment "worked," find out what was measured. If it was a surrogate, the honest reading is "promising, not yet proven."
Also check quality of life and side effects, which are frequently collected and rarely reported in the press.
Where the headline came from
- A press release from a company or university. These are marketing documents. They select the most favorable framing available and are the direct source of a great many health stories.
- A preprint. Posted publicly before peer review. Useful and legitimate, but not yet checked by independent reviewers. Results can and do change.
- A conference abstract. A few hundred words and a slide. Often the full data never appear, and when they do they are sometimes less impressive.
- A peer-reviewed paper. The strongest of these, though peer review catches sloppiness, not everything.
Questions to ask of any cancer headline
- Who was studied — how many people, and were they like me in age, stage and prior treatment?
- Compared with what? A placebo, standard care, or nothing at all?
- Was it a randomized trial in people, an observational study, or research in cells or mice?
- Are the numbers absolute or relative, and what was the baseline risk?
- What was actually measured — survival, symptoms, or a surrogate?
- How long were people followed?
- Who funded it, and who wrote the release?
- Has it been peer-reviewed and replicated?
- What are the harms, and are they reported as prominently as the benefits?
If you are weighing a treatment described in the news, what clinical trials are explains how the evidence gets built in phases, and our screening overview covers why detecting more cancers is not automatically the same as saving more lives.
Most of the time, doing this leaves you with a smaller, more uncertain finding than the headline promised. That is not cynicism — it is what the underlying research usually says. The advantage of reading this way is that when something genuinely important does come along, you will be able to tell.
Sources

Common questions
What is the difference between relative and absolute risk?
Take an invented example. If 2 in 1,000 people who never do a thing develop a cancer over ten years, and 3 in 1,000 who do it regularly develop it, the absolute difference is 1 person per 1,000. The relative difference is a 50% increase. Both are true, but only the absolute version is one you can make a decision with. Whenever you see a percentage change, ask what it is a percentage of.
What does median survival actually mean?
If a study reports a median survival of 18 months, half the people in that study were still alive at 18 months and half were not. It describes a group. It is not a prediction about you and it is not a countdown. It also says nothing about the long tail of people who live far longer, and it describes people diagnosed and treated years ago.
What is a surrogate endpoint?
Something faster to measure that is expected to stand in for living longer or living better, such as tumor shrinkage, a blood marker, or the time until a scan shows growth. Surrogates are how promising treatments reach people sooner, but a drug can delay progression on a scan without helping anyone live longer or feel better. If a headline rests on a surrogate, the honest reading is promising, not yet proven.
Does it matter where the headline came from?
Yes. A press release from a company or university is a marketing document that picks the most favorable framing, and it is the direct source of a great many health stories. A preprint is posted before peer review, and results can change. A conference abstract is a few hundred words and a slide, and the full data sometimes never appear. A peer-reviewed paper is the strongest of the four, though peer review catches sloppiness rather than everything.
Are the numbers on this page real?
No. Every number in this page is invented as an illustration. None of them describes any real cancer, drug or population. They are there to show how the same finding can be dressed two different ways.
Questions to ask your doctor
Being prepared helps you get the most out of your appointments. Save or print these questions.
Tap a question to save it to your list (kept on this device).
Your next step
A practical way to use what you just read.
Speak With Trained Specialists & Human Navigators
Cancer Explained provides educational guidance, but does not replace trained specialists, social workers, or your medical team.
Talk to a trained cancer information specialist
Free, confidential assistance from NCI Cancer Information Service via phone, chat, or email.
Contact your oncology team
Locate after-hours contact numbers, portal messages, or urgent triage phone lines.
Find a patient navigator
Get one-on-one help with appointments, logistics, translation, and care coordination.
Find a genetic counselor
Discuss inherited mutation risk, family history, and genetic testing options.
Find an oncology social worker
Access emotional counseling, family support groups, and mental health resources.
Find a financial navigator
Locate copay assistance foundations, grant programs, and lodging/travel support.
Find a clinical-trial specialist
Search matching studies and speak with NCI trial information specialists.
Get urgent help
Immediate emergency guidance for fever (>100.4°F during chemo), severe pain, or shortness of breath.
Help Us Improve This Guide
Did this explanation answer your question and help you determine your next step?
Know someone who needs this?
Plenty of people are looking for something like this and do not know where to start. If this would help a friend or someone you love, send it on — we have written an opening line so you do not have to stare at an empty message. You can change every word of it.
Your message is written and sent in your own email or messaging app — we never see who you send it to, and nothing is added to any list.
Knowledge Check
0 of 2 answered
This self-assessment checks understanding of educational content only. It is not medical advice.
Plain-language explanation of the published sources cited on this page. AI-assisted, source-checked, not clinician-reviewed.
Sources last checked: 2026-08-11 what this meansLast updated: 2026-08-11Next planned review: 2027-07-26
How this page was created
Cancer Explained does not originate medical claims. Every page restates guidance already published by the National Cancer Institute, the CDC, the USPSTF and the FDA, in plain language, with the source cited so you can check the original yourself. AI does the translating and organizing; automated checks test claims, citations, clarity and safety before anything publishes. We do not employ clinicians and do not intend to — our work is translation and navigation, not clinical judgment. Nothing here is personal medical advice, and no page can account for your particular situation.
General education. Low-risk educational or organizational content. Medical facts are cited to authoritative sources.
Human medical review: not completed. Pages here are not signed off by a clinician before they publish. That is not an oversight we are quietly working around: we restate published guidance and cite it, so the authority belongs to the source rather than to us, and every page names where its claims come from — you can verify us instead of trusting us. Where a volunteer clinician has reviewed a page, their name and credentials appear on it; where no name appears, no clinician has checked it. We are glad to have reviewers and are recruiting them, and we do not hold pages back waiting for one. Use this site to understand your situation and to ask better questions of the people treating you.
How this page was created
Cancer Explained does not originate medical claims. Every page restates guidance already published by the National Cancer Institute, the CDC, the USPSTF and the FDA, in plain language, with the source cited so you can check the original yourself. AI does the translating and organizing; automated checks test claims, citations, clarity and safety before anything publishes. We do not employ clinicians and do not intend to — our work is translation and navigation, not clinical judgment. Nothing here is personal medical advice, and no page can account for your particular situation.
Human medical review: not completed. Pages here are not signed off by a clinician before they publish. That is not an oversight we are quietly working around: we restate published guidance and cite it, so the authority belongs to the source rather than to us, and every page names where its claims come from — you can verify us instead of trusting us. Where a volunteer clinician has reviewed a page, their name and credentials appear on it; where no name appears, no clinician has checked it. We are glad to have reviewers and are recruiting them, and we do not hold pages back waiting for one. Use this site to understand your situation and to ask better questions of the people treating you.
Read more about our editorial process, our use of AI, and our corrections policy.
Spotted a problem? Report an error — a factual mistake, broken or outdated source, confusing wording, or anything that seems unsafe. Please do not include names, medical record numbers, dates of birth, addresses, or other identifying medical information in your report.
After using this page, do you understand what to do next?
Anonymous — we only record the answer, never who gave it.
Still have questions?
Educational answers, plain language
Free to print and share
