OnCo
bottlenecksBottleneck

Knowledge reaches practice too slowly

Knowledge diffusion is slow: it takes years for a proven result to change what most patients receive, and no one can keep up with the literature.

The often-quoted estimate that it takes 17 years for research evidence to reach clinical practice is an average across medicine, and oncology, with more than a million and a half new biomedical citations indexed in MEDLINE each year and guidelines that change several times a year in the major cancers, is at the demanding end. Oncologists in community practice cannot read the primary literature, guideline documents run to hundreds of pages, and knowledge is fragmented across specialties, so uptake of new standards (for example, biomarker testing, de-escalation, geriatric assessment) lags years behind evidence and varies widely between hospitals. Patients, meanwhile, cannot find trustworthy, current, plain-language information about their own disease and options. Living guidelines, curated knowledge bases embedded in clinical systems, decision support at the point of care, and open plain-language resources are the mechanisms for closing the gap.

majordata knowledge61 ideas to fix it
How big the problem is
17 years
Estimated average time for research evidence to reach clinical practice
More than 1.5 million
Citations added to MEDLINE per year (recent years)
Under half
Patients with metastatic non-squamous NSCLC in a US community network tested for all five guideline-recommended biomarkers before first-line therapy (2018-2020)
Root causes
  • The volume of publication exceeds any clinician's capacity to read and appraise it.
  • Guidelines are long documents rather than decision tools embedded in the systems clinicians use.
  • Community oncologists treat every cancer and cannot track sub-specialty evidence in each.
  • Continuing education, reimbursement and institutional protocols lag guideline changes.
  • Patient-facing information is either too technical, out of date, or commercially or ideologically biased.
What is already being tried
  • NCCN Guidelines are updated continuously and ESMO living guidelines update on evidence rather than on a fixed cycle.
  • OncoKB (MSKCC) and CIViC curate the clinical actionability of genomic alterations, and OncoKB was the first somatic variant knowledge base partially recognised by the FDA (2021).
  • NCI PDQ summaries provide expert-maintained, plain-language and professional cancer information free of charge.
  • Clinical decision support embedded in electronic records (for example, guideline-driven order sets and molecular tumour board tools) brings recommendations to the point of care.
  • Cochrane and the ASCO and ESMO guideline programmes provide systematic, graded syntheses of evidence.
What breaking it looks like
A practice-changing trial result is reflected in guidelines within months and in the majority of eligible patients' care within a year, and any patient can find a current, plain-language, sourced explanation of their disease and options.

Ideas to fix it

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speculativeregulatorsmall cost
A 'dose evidence' panel in every label: how many doses were tested, and how

A drug's label should say whether its dose was chosen by comparing several doses or simply by finding the most patients could tolerate. Doctors could then know how much room there is to reduce the dose safely.

early clinicalclinicmedium cost
A digital second-opinion network answering community oncologists within 72 hours

Any oncologist could send a difficult case, with the records, to a specialist centre and get a written expert opinion back within three days, free to the patient.

speculativeclinicsmall cost
A guideline fast track for repurposed drugs with phase 3 evidence but no manufacturer

Guidelines usually wait for a drug to be licensed for a use before recommending it. For old drugs no one will license, guidelines should act directly on trial evidence.

early clinicalresearchsmall cost
A monthly-updated benchmark for AI answers to oncology questions with citation accuracy

Test the large language models doctors and patients are already using against a continually refreshed set of cancer questions, scoring not just correct answers but whether the sources they cite are real and support the claim.

speculativepatientssmall cost
A plain-language explainer for every guideline recommendation, in every major language

For each treatment recommendation in the guidelines, publish a short explanation patients can read in their own language: what it is, why it is recommended, and what the evidence says.

being tested at scaleregulatorsmall cost
A plain-language summary of every cancer trial result within a year

Every cancer trial would have to publish a short, clear summary that patients can understand, within twelve months of results, in one public place.

speculativeengineeringmedium cost
A public API serving the current standard of care for any cancer, stage and biomarker

A free web service where any app or hospital system can ask 'what is the recommended treatment for this exact situation today' and get a cited, versioned answer.

speculativedatasmall cost
A public dashboard of research money per death for every cancer

A simple website that shows, every year, how much research money each cancer receives compared with how many people it kills, so the gaps are impossible to ignore.

speculativedatasmall cost
A public index of how the same cancer drug's label differs between countries

Nobody keeps track of how differently the same drug is approved and dosed around the world. A public scoreboard would make the differences visible and push regulators to converge.

speculativedatasmall cost
A public registry of cancer treatments that were later shown not to work

Keep a running, well-documented list of cancer practices and approvals that were reversed by later evidence, so the pattern of mistakes is visible and teachable.

speculativephilanthropysmall cost
A public registry of unanswered clinical questions linked to funding calls

Keep a public list of the questions doctors and patients most need answered but no trial addresses, and tie research funding to it.

speculativedatasmall cost
A public tracker of how long each country takes to adopt new evidence

Measure and publish, for every practice-changing result, how long it takes before most eligible patients in each country and hospital actually receive it.

speculativeresearchmedium cost
A randomised trial of AI-generated treatment recommendations versus tumour boards

Test head to head whether an AI that reads the record and the evidence recommends treatments as well as a panel of experts, and whether patients do as well.

speculativeresearchmedium cost
A real-world sequencing analysis within a year of every new approval

Trials tell us a drug works but not where it fits among the others. Commit to answering 'which order' from hospital data within a year of each approval.

speculativedatasmall cost
A replication status badge on every cancer paper, visible in PubMed

When you look up a paper, you should immediately see whether anyone has tried to repeat it and whether they succeeded.

early clinicalclinicsmall cost
A tumour board assistant that cites its evidence and tracks outcomes

Give every tumour board a tool that pulls up the relevant trials and guideline lines for each case with citations, records what was decided, and later shows how the patient did.

speculativeengineeringsmall cost
A verified information layer that labels and links cancer content across platforms

Wherever cancer information appears online, a visible marker shows whether it matches what trusted sources say, with a one-click link to the plain-language evidence.

speculativepayermedium cost
An asynchronous expert second opinion for every new advanced-cancer diagnosis

Every patient newly diagnosed with advanced cancer would have their records reviewed by an expert centre within a week, without travelling. The review often changes the plan.

early clinicalphilanthropymedium cost
An open knowledge graph linking trials, results, biomarkers, drugs and recommendations

Build a public, machine-readable map connecting every cancer trial to its results, the drugs and biomarkers involved, and the guideline recommendations it supports, with a source for every link.

speculativeclinicsmall cost
Ask about diet at diagnosis, and prebunk the myths before the internet does

Almost every newly diagnosed patient searches for what to eat and finds sugar-starvation, alkaline and juice-cure claims. If the oncology team asks about diet first and hands over good information, the myths have less room.

speculativeengineeringsmall cost
Automatic flagging of retracted or corrected evidence in guidelines and decision support

When a study is retracted or corrected, every guideline and software tool that relied on it would be alerted automatically, so wrong evidence stops influencing care.

early clinicalclinicsmall cost
Credentialed diaspora oncologists staffing remote tumour boards for home-country hospitals

Thousands of oncologists trained in poorer countries now work abroad. A structured programme could let them join weekly video case conferences for hospitals back home, improving decisions at almost no cost.

early clinicalengineeringsmall cost
Decision support that cites the exact trial and guideline line it relies on

When a computer suggests a treatment, it should show the doctor the specific trial result and guideline sentence behind the suggestion, so it can be checked and trusted.

early clinicalpolicysmall cost
Deposit trial results as structured data, not just PDFs

Trial results (hazard ratios, confidence intervals, subgroups, toxicities) would be deposited in a computer-readable form so they can be pooled, checked and used by software immediately.

speculativeregulatorsmall cost
Drug labels must state which biomarker assays were validated and how they compare

A drug label says 'for PD-L1 positive patients' but does not say that other tests give different answers. Labels should list the validated tests and how much they disagree.

speculativepolicysmall cost
End the abstract-to-paper gap: require full results with any conference presentation

Trial results are often presented at conferences months or years before the full paper appears, leaving doctors to act on slides. Require that the full structured results are published the same day.

early clinicalengineeringsmall cost
Every pathology and genomic report ships with a signed plain-language version

When your biopsy or gene test comes back, you get a version written for you, drafted by software and checked and signed by your clinician, alongside the technical report.

early clinicalregulatorsmall cost
Every regulator publishes its full assessment report so others can rely on it

Europe already publishes a detailed report explaining why each drug was approved. If every country did, smaller regulators could reuse the work.

early clinicalindustrysmall cost
Every tumour sequencing report lists open, nearby, matched trials pulled live

The report that tells a patient their tumour's mutations should also tell them which trials are recruiting for those mutations within reach, with the status checked that week rather than copied from a stale list.

speculativeengineeringsmall cost
Expert-verified translation of guideline updates into 20 languages within 30 days

Use AI translation plus expert checking so that when a cancer guideline changes, doctors in every major language see the change within a month rather than years.

speculativephilanthropysmall cost
Fund expert editors for the cancer pages of Wikipedia and Wikidata

Wikipedia is where most people first read about their cancer. Pay clinicians and librarians to keep the cancer pages accurate, current and readable in many languages.

early clinicalphilanthropysmall cost
Fund oncologists to maintain cancer articles on Wikipedia in many languages

Wikipedia is the most-read medical reference on Earth. Pay expert editors to keep its cancer pages accurate, current and available in the languages most patients speak.

early clinicalphilanthropysmall cost
Fund regulator-ready evidence dossiers for the 20 best-supported off-patent drugs

The evidence for old drugs against cancer is scattered across hundreds of papers. Assembling it into the format regulators and funders need is cheap and would speed decisions.

early clinicalphilanthropymedium cost
Funded living systematic reviews for every major cancer indication

Instead of a review that is out of date on publication, fund teams to keep one continuously updated review per cancer setting, adding each new trial as it appears.

speculativephilanthropysmall cost
Funder bonuses for releasing results and data within six months, negatives included

Pay scientists a small bonus, added to their grant, when they post their results and data openly within six months of finishing an experiment, whether the result was positive or not.

being tested at scaleclinicsmall cost
Get biomarker-directed aspirin after colorectal surgery into labels and guidelines

A Swedish trial found that cheap aspirin roughly halved recurrence in colorectal cancer patients with a particular tumour mutation. Nobody is going to market it, so health systems must adopt it deliberately.

speculativeresearchsmall cost
Give negative trials plenary slots at the big cancer conferences

Conferences headline the trials that worked. A dedicated plenary for important trials that failed would make the lessons impossible to miss.

speculativeresearchsmall cost
Guidelines list the open trials at every decision point, updated monthly

Treatment guidelines tell doctors what to do at each step but rarely which trials are open for that step. Adding a live, monthly-updated list to each decision node would put trials where doctors look.

speculativeresearchsmall cost
Label every biomarker claim with an evidence phase, like drugs

Drugs are described as phase 1, 2 or 3 so everyone knows how proven they are. Biomarkers should carry the same kind of label so a 'promising' marker is not mistaken for a validated one.

early clinicaldatamedium cost
Live guideline-concordance dashboards for every tumour board, generated from the record

Hospitals rarely know what fraction of their patients got the recommended treatment. Software reading the electronic record can show each team, every month, where care deviated from guidelines.

early clinicalpolicymedium cost
Living guidelines published as versioned, computable rules

Cancer treatment guidelines would be updated continuously and published in a form computers can read, so hospital systems, apps and decision tools update themselves the day the evidence changes.

early clinicaldatamedium cost
Living plain-language evidence summaries for every common cancer question in 20 languages

For each question patients actually ask, keep a short, current, sourced answer in plain words, updated as evidence changes and available in the languages people speak.

early clinicaldatamedium cost
Living, machine-readable guidelines pushed to the point of care in every country

Cancer treatment guidance changes constantly and takes years to reach many clinics. Make guidelines live documents that software can read, updated as evidence arrives and adapted to what each country can afford.

being tested at scaleclinicsmall cost
Make one-week radiotherapy the default in overloaded systems

Giving radiotherapy in five larger doses over one week instead of 15-25 smaller doses is proven safe for breast and prostate cancer and could treat three times as many patients on the same machines.

speculativeclinicsmall cost
Micro-learning pushed to community oncologists within 30 days of a practice change

When a trial changes the standard of care, every oncologist would receive a five-minute, case-based lesson within a month, rather than waiting for the next conference.

early clinicalphilanthropymedium cost
Offline decision support for generalists treating common cancers in low-resource settings

A phone app that works without internet and guides a general doctor or nurse through diagnosing and treating common cancers with the drugs actually available locally.

preclinical evidencedatasmall cost
One open atlas of how tumours escape every drug

Knowledge about how cancers become resistant is scattered across thousands of papers and company files. Pooling it into one structured, public resource would let anyone see the pattern.

speculativepolicysmall cost
Open licences for publicly funded cancer guidelines

Guidelines paid for with public or charitable money would be published under an open licence so any hospital system, app or country can build them in without permission or fees.

speculativeresearchsmall cost
Open-source protocol and statistical analysis plan templates with runnable code

Every trial writes its protocol and analysis plan from scratch. A shared library of well-written templates and ready-to-run analysis code would let teams start from the best version rather than a blank page.

speculativeregulatorsmall cost
Print the participation-to-prevalence ratio in every drug label and assessment report

A drug's label should say plainly how well the people in its trials matched the people who get the disease: 'Black patients were 4 percent of participants and 22 percent of cases.' Doctors and patients can then judge how far to trust the result.

being tested at scaleclinicsmall cost
Project ECHO tele-mentoring for district clinicians managing cancer

Project ECHO is a weekly video class where district doctors and nurses present real cases to a specialist team, learn by doing, and build a network. It worked for hepatitis C and could work for cancer.

speculativeindustrysmall cost
Public post-mortem reports when a cancer drug programme is stopped

When an aeroplane crashes, an independent report explains why so it does not happen again. When a cancer drug programme is abandoned, nothing is written. Change that.

early clinicalresearchsmall cost
Quality-adjusted survival reported in every trial publication and label

Report how long patients lived well, not only how long they lived. Methods exist (Q-TWiST) but are rarely used.

early clinicalresearchmedium cost
Randomised trials of how to spread proven cancer treatments, not just what works

Fund proper trials of the methods used to get new evidence into practice (training, reminders, feedback, incentives), measured by whether patients actually receive the better treatment.

early clinicalclinicmedium cost
Real-time guideline-concordance feedback for every cancer centre

Show each hospital, every month, how often its patients received the recommended treatment, compared with peers, so gaps are seen and closed.

early clinicalengineeringsmall cost
Recorded, AI-summarised consultations given to patients by default

Every cancer consultation is recorded with consent and the patient receives the audio plus a checked written summary of what was said and decided.

speculativepolicysmall cost
Require every oncology candidate to publish how much reaches the brain

Whether a drug gets into the brain is measured early in development but rarely published. Making that number public would show which existing drugs could treat brain disease.

speculativeresearchsmall cost
Scoop protection and co-publication norms to reduce academic secrecy

Scientists hide results for fear of being beaten to publication. If journals and funders guaranteed that a preprinted finding cannot be scooped, and encouraged rival groups to publish side by side, sharing would become safe.

speculativeengineeringsmall cost
Subscribable alerts when the standard of care changes for a patient's situation

Doctors and patients could subscribe to a specific cancer, stage and biomarker and be told, with sources, the moment the recommended treatment changes for that situation.

early clinicalclinicsmall cost
Toxicity-management decision support for nurses and pharmacists

Give the nurses and pharmacists who take patients' calls a tool that walks them through recognising and managing side effects of modern cancer drugs, including when to escalate.

early clinicalclinicsmall cost
Update hospital order sets within 30 days of a guideline change

The pre-built treatment menus in hospital computers often stay unchanged for years. Require them to be updated within a month of any guideline change, using the machine-readable guideline feed.

What relieves it today

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Key papers

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Connected

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Pages like this

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cancers

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technologies

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institutions

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terms

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trials

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ideas

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A 'dose evidence' panel in every label: how many doses were tested, and howA digital second-opinion network answering community oncologists within 72 hoursA guideline fast track for repurposed drugs with phase 3 evidence but no manufacturerA monthly-updated benchmark for AI answers to oncology questions with citation accuracyA plain-language explainer for every guideline recommendation, in every major languageA plain-language summary of every cancer trial result within a yearA public API serving the current standard of care for any cancer, stage and biomarkerA public dashboard of research money per death for every cancerA public index of how the same cancer drug's label differs between countriesA public registry of cancer treatments that were later shown not to workA public registry of unanswered clinical questions linked to funding callsA public tracker of how long each country takes to adopt new evidenceA randomised trial of AI-generated treatment recommendations versus tumour boardsA real-world sequencing analysis within a year of every new approvalA replication status badge on every cancer paper, visible in PubMedA tumour board assistant that cites its evidence and tracks outcomesA verified information layer that labels and links cancer content across platformsAn asynchronous expert second opinion for every new advanced-cancer diagnosisAn open knowledge graph linking trials, results, biomarkers, drugs and recommendationsAsk about diet at diagnosis, and prebunk the myths before the internet doesAutomatic flagging of retracted or corrected evidence in guidelines and decision supportCredentialed diaspora oncologists staffing remote tumour boards for home-country hospitalsDecision support that cites the exact trial and guideline line it relies onDeposit trial results as structured data, not just PDFsDrug labels must state which biomarker assays were validated and how they compareEnd the abstract-to-paper gap: require full results with any conference presentationEvery pathology and genomic report ships with a signed plain-language versionEvery regulator publishes its full assessment report so others can rely on itEvery tumour sequencing report lists open, nearby, matched trials pulled liveExpert-verified translation of guideline updates into 20 languages within 30 daysFund expert editors for the cancer pages of Wikipedia and WikidataFund oncologists to maintain cancer articles on Wikipedia in many languagesFund regulator-ready evidence dossiers for the 20 best-supported off-patent drugsFunded living systematic reviews for every major cancer indicationFunder bonuses for releasing results and data within six months, negatives includedGet biomarker-directed aspirin after colorectal surgery into labels and guidelinesGive negative trials plenary slots at the big cancer conferencesGuidelines list the open trials at every decision point, updated monthlyLabel every biomarker claim with an evidence phase, like drugsLive guideline-concordance dashboards for every tumour board, generated from the recordLiving guidelines published as versioned, computable rulesLiving plain-language evidence summaries for every common cancer question in 20 languagesLiving, machine-readable guidelines pushed to the point of care in every countryMake one-week radiotherapy the default in overloaded systemsMicro-learning pushed to community oncologists within 30 days of a practice changeOffline decision support for generalists treating common cancers in low-resource settingsOne open atlas of how tumours escape every drugOpen licences for publicly funded cancer guidelinesOpen-source protocol and statistical analysis plan templates with runnable codePrint the participation-to-prevalence ratio in every drug label and assessment reportProject ECHO tele-mentoring for district clinicians managing cancerPublic post-mortem reports when a cancer drug programme is stoppedQuality-adjusted survival reported in every trial publication and labelRandomised trials of how to spread proven cancer treatments, not just what worksReal-time guideline-concordance feedback for every cancer centreRecorded, AI-summarised consultations given to patients by defaultRequire every oncology candidate to publish how much reaches the brainScoop protection and co-publication norms to reduce academic secrecySubscribable alerts when the standard of care changes for a patient's situationToxicity-management decision support for nurses and pharmacistsUpdate hospital order sets within 30 days of a guideline change

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people

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key papers

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