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Rare-Cancer Research: Why Shared Data and Basket Trials Matter
Rare cancers make large studies difficult. Networks, shared data, and biomarker-based trials can help, but small numbers require cautious conclusions.
Original commentary from the Cancer Explained editorial team.

Please note: this page is educational only — it is not medical advice, and it does not speculate about anyone’s health beyond reliable public reporting. For questions about your own health, talk with your healthcare team.
Rare, added up, is not rare
Each rare cancer affects few people. Together they affect many. NCI's rare tumor network reports that rare cancers make up about a quarter of all cancer cases.
That is the paradox behind this whole field. One in four people with cancer has a disease that almost no single hospital sees often.
The arithmetic problem
A large trial needs hundreds or thousands of participants. For a cancer diagnosed in a few hundred people a year across the country, that trial cannot be built. Not for lack of will, but for lack of arithmetic.
The results are predictable. Fewer trials. Fewer approved drugs. Treatment guided by case reports rather than randomized evidence. Diagnosis that takes longer, because fewer pathologists have seen the tumor before.
Networks instead of single hospitals
One answer is to pool people and information across many sites. NCI's MyPART network brings together scientists, patients, family members, advocates, and clinicians who work on rare tumors.
It also runs rare tumor clinics at the NIH Clinical Center, where patients and experts meet and learn from each other. Gathering people in one place is itself a research method when the disease is scattered.
The network points to results this approach has produced. Atezolizumab has been confirmed as effective against alveolar soft part sarcoma, a rare sarcoma. Nirogacestat shrinks desmoid tumors, improves progression-free survival, and reduces pain. Selumetinib was approved by the FDA for children with NF1 after an NCI-led trial.
Basket trials sort by gene, not by organ
The second answer changes what a trial enrolls. Instead of grouping people by where the cancer started, a basket trial groups them by a shared genetic change.
NCI describes these as studies that enroll people based on the biomarkers in their cancer rather than the site it began in. Our page on biomarker testing explains what those tests look for.
For a rare cancer, this is often the only route into a clinical trial at all. A tumor type with 200 cases a year may still share a mutation with a common cancer that has a drug already.
What NCI-MATCH showed
NCI-MATCH is the largest US trial built this way. It enrolled 1,201 people across 38 treatment arms.
Rare cancers were central, not incidental. Researchers set out to have at least 25 percent of participants with rare or uncommon cancers. The final figure was higher. About 60 percent had cancers other than colon, rectal, breast, non-small cell lung, or prostate.
NCI's conclusion is carefully worded. People with advanced cancer may benefit from genomic sequencing to help plan treatment. That is a maybe, and it is meant as one.
Where small numbers mislead
Small studies are unstable. Two people responding out of six looks like 33 percent. Add four more people with no response and it drops to 20 percent. Nothing about the drug changed.
Other traps follow the same pattern.
- With no comparison group, there is no way to know what would have happened otherwise.
- People who reach a specialized center are often healthier or better supported than average.
- Striking single cases get published. Failures often do not.
- A percentage without a denominator hides everything that matters.
Ask for the raw counts, not just the percentage.
What still matters most
Getting the diagnosis right comes first. Rare tumors are misidentified more often, and a second pathology opinion is reasonable. Our page on how cancer is diagnosed covers the steps involved, and our guide to finding a rare-cancer specialist covers where to look next.
Ask at the specialist visit
- Has my diagnosis been confirmed by someone who sees this tumor often?
- Is there a registry or network for this cancer?
- Are there basket trials open to my tumor's genetic profile?
- How many people have been treated on this study so far?
- What does the trial measure, and over what period?
How this article was prepared
An AI-assisted editorial system helped prepare this page. No named medical reviewer has reviewed it unless one is listed.
The National Cancer Information Foundation publishes Cancer Explained. This page is for learning. It is not medical advice and does not suggest a test or treatment.
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Put the story in context
Prevention, possible warning signs, screening, and diagnosis
This story relates to Rare cancer research. The information below is general: it does not reveal anything else about a public person’s health, and not every point applies to every cancer. Personal advice depends on age, symptoms, family history, exposures, and medical history.
Prevention and risk reduction
Not every cancer can be prevented. Avoiding tobacco, protecting skin from ultraviolet radiation, limiting alcohol, staying active, and receiving recommended HPV or hepatitis B vaccination can lower the risk of certain cancers. A risk factor is not a prediction or a cause in one individual.
Symptoms and possible early signs
Possible signs vary and are often caused by conditions other than cancer. Changes worth discussing include a new lump, unexplained bleeding or weight loss, a persistent cough, lasting bowel or bladder changes, a changing skin spot, or symptoms that persist or worsen. Some early cancers cause no symptoms.
Screening and early detection
Screening looks for certain cancers before symptoms begin. Recommended tests exist only for some cancers and depend on age and risk. Screening can have benefits and harms; it is not the same as evaluating a new symptom, and there is no single routine scan or blood test that reliably screens for every cancer.
How cancer is diagnosed
Diagnosis may involve a history and exam, imaging, laboratory tests, and often a biopsy. Pathology can identify the cancer type and may test biomarkers that guide treatment. Symptoms, screening results, tumor markers, or online stories alone cannot confirm cancer.
Learn about this story’s cancer topic
A public story may encourage questions, but it should not be used to estimate your risk or choose testing. Contact a healthcare professional about a persistent or concerning change. Seek urgent care for severe or rapidly worsening symptoms.