Finding more cancer is not the same as saving lives. Screening also finds cancers that would never have hurt anyone, and treats them.
Overdiagnosis is the detection of a cancer that would never have caused symptoms or death in the person's lifetime. It is intrinsic to screening for indolent lesions and is largest where the reservoir of subclinical disease is big: thyroid, prostate, ductal carcinoma in situ of the breast, some small lung nodules and low-grade renal masses. South Korea's ultrasound-driven fifteen-fold rise in thyroid cancer incidence with unchanged mortality is the textbook case. Every overdiagnosed cancer is treated, with surgery, radiotherapy or lifelong hormone replacement, and every false positive generates anxiety, biopsies and cost. New multi-cancer and AI-based detection tests inherit the same problem unless they are evaluated on mortality and paired with active surveillance and risk-adapted management pathways. Reversing overdiagnosis requires changing the definition of what is called cancer, and changing what happens after a positive test.
A positive blood test with no known tumour is frightening and hard to manage. A standard imaging cascade with a time limit, and a registry of what was found, would make these tests usable.
People are told a blood test can find fifty cancers, but not how many false alarms or how much is unknown. A short, tested decision aid before the test would make consent real.
Scans find unexpected lumps in the adrenal, thyroid, pancreas and lung. Nobody knows how many matter. A national cohort following them for ten years would tell us whom to watch.
Precancer is treated by cutting away part of the cervix, which raises pregnancy risks. A vaccine that makes the immune system clear the infected cells would avoid surgery.
Most people referred for blood in the urine do not have bladder cancer, yet all get cystoscopy. A urine DNA or methylation test could safely spare most of them.
Blood tests increasingly find precursor conditions like MGUS and smouldering myeloma, but most never progress. A registry with clear rules would stop early treatment outside trials.
Instead of separate screening programmes for a few cancers, assess every adult's overall cancer risk and offer blood tests, imaging and preventive treatment tuned to that risk, all inside one system that learns.
Papillary thyroid cancers under 1 cm almost never cause harm. Japanese hospitals have watched thousands safely. Make watching, not surgery, the default everywhere, with a registry.
Low-risk DCIS is a breast change that may never become cancer. Trials now show watching it is safe in the short term. The next step is a proper pathway and a name that does not say cancer.
Most lung nodules on CT are harmless but trigger years of follow-up scans. A validated AI score could discharge low-risk nodules immediately.
Whether a lesion is called precancer or cancer varies between pathologists, and over time the bar has drifted lower. AI reference reads could hold the line.
Some things called cancer, such as low-grade prostate lesions, almost never spread. An expert body could reclassify them, as cervical precancer was, so fewer people are overtreated.
For choices where the right answer depends on what the patient values (watching a slow prostate cancer, adjuvant chemo at 80, breast reconstruction), a tested decision aid becomes part of the consultation.
Hundreds of millions of CT scans are done each year for other reasons. Software could check each one for early lung, kidney, liver and pancreas changes, but only if a follow-up system exists.
Screening finds cancers that would never have caused harm, but programmes only report cancers found. Publishing the estimated overdiagnosis rate alongside would make the trade-off visible.
Frail women over 80 with small hormone-sensitive breast cancers may do as well with a daily tablet as with surgery. A trial would define who can safely avoid the operation.
Screening trials are judged on deaths, which take fifteen years to count, and on cancers found, which is the wrong direction. Preventing a man from turning up with cancer already in his bones happens three times as often as preventing a death, arrives years earlier, and is the outcome he cares about.
Melanoma diagnoses have soared while deaths barely changed, a sign of overdiagnosis. AI skin apps should be judged on whether dangerous thick melanomas fall, not how many spots they flag.
Trials show older women with the lowest-risk breast cancers gain almost nothing from radiotherapy after lumpectomy. Yet most still get it. Track and reward omission.
Autopsy studies decades ago found hidden prostate, thyroid and breast cancers in people who died of other causes, but they pre-date modern pathology. Repeating them with whole-body imaging and standardised histology would measure the reservoir of harmless cancer that every overdiagnosis estimate depends on.
Screening finds cancers that would never have caused harm alongside dangerous ones. Pair every screening test with a test that says which is which, so people with harmless findings can safely watch and wait.
PSA screening finds harmless prostate cancers that would never cause trouble. Selecting men by PSA plus a polygenic risk score, then MRI before any biopsy and targeted biopsy only for PI-RADS 4 to 5 lesions, finds the dangerous cancers and skips the rest; GOTEBORG-2 showed MRI-targeted biopsy halves overdiagnosis.
Low-risk patients often receive operations and radiotherapy they may not need, for example sentinel node biopsy in older women with favourable breast cancer or radiotherapy after breast-conserving surgery in genomically low-risk disease. Because no company will sponsor trials of leaving treatment out, health systems should fund them and keep the savings.
Bowel screening uses one blood-in-stool threshold for everyone. Setting it by age, sex and the person's previous results would find more cancers with the same number of colonoscopies.
Men on active surveillance for prostate cancer have repeat biopsies every year or two, a burden that drives some towards surgery. Triggering biopsy only when MRI, PSA density or new markers change, tested against scheduled biopsy in a 2,000-man non-inferiority trial, could be just as safe with far fewer biopsies.
Prostate MRI is good at telling you whether a man has a serious cancer and poor at telling you where all of it is. It missed at least one significant tumour in a third of men in the study that checked it against the whole removed prostate. Services that treat part of the gland, or follow men on imaging alone, are relying on the number they do not measure.
AI for screening should be judged on whether it finds dangerous cancers earlier and misses fewer, not just on whether it agrees with radiologists on old images.
In parts of Chile and northern India gallbladder cancer is common enough that a cheap ultrasound programme aimed at the highest-risk people might catch it while surgery can still cure it. Nobody has run the trial.
Instead of every woman every two or three years, an AI reading of the current mammogram would set who comes back in one year and who can safely wait four.
South Korea's thyroid cancer rate rose 15-fold after ultrasound screening, with no fall in deaths. A firm rule not to biopsy nodules under 1 cm, and not to screen, would prevent this harm elsewhere.
People with Barrett's oesophagus without dysplasia have endoscopies every few years, but the BOSS trial found no survival benefit. Redirecting effort to those with dysplasia would save harm and cost.
Screening someone unlikely to live ten years causes harm without benefit. A life-expectancy estimate in the medical record could stop invitations and prompt a conversation.
Small pancreatic cysts turn up on abdominal scans and are then followed for life. Low-risk cysts under 2 cm that are unchanged at five years rarely turn to cancer in Japanese and US cohorts, so a randomised trial of stopping surveillance would test whether years of scans can be spared.
Gleason 6 prostate lesions do not metastasise. A trial could show whether describing them without the word cancer leads more men to choose monitoring.
Most kidney tumours under 3 cm found by chance grow under 0.3 cm a year, rarely spread, and a fifth are benign. Surveillance with a biopsy for grade as the default in patients over 65, with a national registry and set triggers for surgery, could spare most of these operations.
For someone offered the test, these are the numbers that describe what a result means in an NHS population: about 1 in 100 tests came back positive each year, between 46 and 58 in 100 positives were cancer, and a negative result left about 1 in 100 with an undetected cancer within the year. The test found between a quarter and a third of all cancers diagnosed in a screening round, and about half to two thirds of the 12 cancer types it was designed to find. Whether finding them this way reduces late-stage diagnoses is the primary question, and this paper says only that the answer was no; the primary-endpoint paper had not appeared on Europe PMC by 23 September 2026.
AI can take over one reader's work in double-reading screening programmes while finding more cancers. Whether the extra cancers found are ones that would have harmed women, and whether interval cancers fall, is the question the trial's primary endpoint will answer.
A multi-cancer blood test can be run in ordinary clinics, and most positive results can be resolved with imaging. But six in ten positives are false alarms that take months to resolve, and the test misses most cancers. Whether it reduces late-stage cancer or deaths is unknown; that requires randomised trials.
NHS-Galleri is the trial that will decide whether a blood test for many cancers at once should be offered by a health system. Its endpoint is a reduction in late-stage cancer rather than deaths, so even a positive result leaves the mortality question to be settled by longer follow-up.
A colonoscopy probably does reduce bowel cancer risk for the person who has it, but a programme that offers colonoscopy achieves much less if most people decline. Programmes based on stool tests with high uptake may deliver as much population benefit at lower cost and risk.
A blood test can find early, treatable cancers in people who feel well, including cancers for which no screening exists. It is not a replacement for mammography or colonoscopy but a possible addition. Larger randomised trials are needed to show benefit outweighs harm.
Lung screening works when it uses volumetric nodule management, and it works against a no-screening control. The protocol underpins the UK Targeted Lung Health Check programme and European recommendations. Benefit in women remains less precisely estimated.
The largest natural history study of gallbladder polyps undermines the surveillance half of the 2022 European guideline: small polyps grow as a matter of course and almost never become cancer, while size at first scan carries most of the risk.
Shares The benefits and harms of breast cancer screening: an independent review, Outcomes of Gallbladder Polyps and Their Association With Gallbladder Cancer in a 20-Year Cohort, Screening by chest radiograph and lung cancer mortality: the Prostate, Lung, Colorectal, and Ovarian (PLCO) randomized trial, Risk-targeted ultrasound screening in high-incidence regions, tested against usual care.
Shares PRECISION, Prostate-specific antigen as a serum marker for adenocarcinoma of the prostate, Multiparametric prostate MRI (PI-RADS), USPSTF 2012: screening for prostate cancer, recommendation statement (grade D).
Shares Personalised stool-test cut-offs by age, sex and prior results, A urine DNA test to decide who with blood in the urine needs a camera test, Set each woman's mammogram interval from her last mammogram, using AI risk, Require stage-shift or interval-cancer endpoints for AI in cancer screening.
Shares PRECISION, Multiparametric prostate MRI (PI-RADS), Template mapping biopsy (transperineal template prostate mapping), Lead time, and lead-time bias.
Shares Outcomes of Gallbladder Polyps and Their Association With Gallbladder Cancer in a 20-Year Cohort, Risk-targeted ultrasound screening in high-incidence regions, tested against usual care, USPSTF 2012: screening for prostate cancer, recommendation statement (grade D), Measurement of prostate-specific antigen in serum as a screening test for prostate cancer.
Shares Prostate-specific antigen as a serum marker for adenocarcinoma of the prostate, Measurement of prostate-specific antigen in serum as a screening test for prostate cancer, PLCO: mortality results from a randomised prostate cancer screening trial, SPCG-4: radical prostatectomy or watchful waiting in prostate cancer, 29-year follow-up.
Shares Screening by chest radiograph and lung cancer mortality: the Prostate, Lung, Colorectal, and Ovarian (PLCO) randomized trial, Measurement of prostate-specific antigen in serum as a screening test for prostate cancer, NHS-Galleri: design of the largest randomised trial of a multi-cancer blood test, PLCO: mortality results from a randomised prostate cancer screening trial.
Shares Require stage-shift or interval-cancer endpoints for AI in cancer screening, Molecular indolence classifiers bundled with every screening programme, A whole-population cancer interception programme: risk-stratify every adult, detect and intercept early, NHS-Galleri: design of the largest randomised trial of a multi-cancer blood test.