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The systemic constraints slowing the whole war on cancer, with the ideas that could break each one.
Numbers on the right of each bottleneck are ideas in the corpus that attack it. Hover anything for the one-line version.
| Technologies that relieve it | ||||
|---|---|---|---|---|
Acquired resistance to every therapy Nearly every targeted therapy stops working within months to a few years as the tumour adapts. | 55 | PROTACs & molecular glues, Dual-payload ADC, Bispecific ADC | ||
Cold tumours and the immunosuppressive microenvironment Most tumours keep the immune system out or asleep, so immunotherapy helps only a minority. | 32 | Immune checkpoint inhibitors, T-cell engagers, STING & innate immune agonists | ||
Data silos Records, scans, genomes and outcomes sit in separate systems that cannot talk. Every patient's experience is lost to the next. | 83 | Comprehensive genomic profiling, Digital pathology & AI, Pathology & radiology foundation models | ||
Dormant cells and minimal residual disease After a 'successful' treatment, cells can sleep for years then relapse. We can barely detect them and cannot target them. | 33 | MRD / molecular residual disease testing, NGS-based MRD, Liquid biopsy | ||
Incentives reward me-too drugs and marginal gains The system pays the same for a drug that adds two months as for a cure, so companies race to copy rather than to cure. | 73 | Immune checkpoint inhibitors, Antibody-drug conjugate, KRAS & RAS inhibitors | ||
Lab models that fail to predict what happens in patients Nine in ten cancer drugs that work in mice fail in humans. Our models are the reason. | 55 | Patient-derived organoids, Patient-derived xenografts, Functional (ex vivo) drug testing | ||
Metastasis is understood least and studied last Metastasis causes about nine in ten cancer deaths but gets a small fraction of research money and almost no trials of its own. | 35 | SBRT / SABR, Liquid biopsy, MRD / molecular residual disease testing | ||
Most of the world has almost no cancer care Seven in ten cancer deaths happen in low- and middle-income countries, where radiotherapy, pathology, surgery and drugs are scarce. | 113 | IMRT / IGRT, Brachytherapy, Histopathology & immunohistochemistry | ||
Nobody owns the follow-up once the oncology clinic lets go There are guidelines saying what a survivor should have checked and when. There is usually no mechanism that tells an individual survivor, ten years out, which checks they are due this year, or anyone whose job it is to notice they were missed. | 1 | Survivorship care and late-effects surveillance | ||
Prevention we already have is not deployed Around four in ten cancers are preventable with tools we already own: vaccines, tobacco control, weight, alcohol, sun and infection control. | 59 | HPV & HBV vaccination, Chemoprevention & risk-reducing surgery, HPV DNA testing and self-sampling | ||
Prices and value New cancer drugs routinely cost over $150,000 a year, often for months of benefit. Systems cannot afford them and patients go bankrupt. | 87 | CAR-T cell therapy, Immune checkpoint inhibitors, Antibody-drug conjugate | ||
Registries count diagnoses and deaths, and not what treatment left behind Cancer registries are good at incidence and mortality and record almost nothing about late effects, so the scale of the problem is estimated from a handful of cohorts rather than counted. Europe cannot say how many survivors it has. | 3 | none | ||
Rehabilitation is recommended everywhere and commissioned almost nowhere The interventions with the best evidence after cancer are supervised exercise, psychological therapy and specialist rehabilitation. The commonest finding across this whole front is that the evidence exists and the service does not. | 2 | Exercise & lifestyle oncology, Structured exercise programmes after curative treatment, Prehabilitation before cancer surgery | ||
The hardest cancers are found late Screening exists for only a few cancers. Pancreatic, ovarian, liver, oesophageal and most lung cancers are found when cure is unlikely. | 62 | Multi-cancer early detection, Liquid biopsy, cfDNA fragmentomics | ||
The undruggable drivers The proteins that drive most cancers, such as MYC, mutant p53 and most RAS variants, still have no good drug. | 38 | KRAS & RAS inhibitors, PROTACs & molecular glues, Oligonucleotide therapeutics | ||
Trial design, endpoints and cost A phase 3 trial takes years and hundreds of millions of dollars, and often answers a question that has already moved on. | 116 | MRD / molecular residual disease testing, AI trial matching & clinical decision support | ||
Trials enrol too few, too slowly Fewer than one in ten adults with cancer joins a trial. Trials close for lack of patients, not lack of ideas. | 66 | AI trial matching & clinical decision support | ||
Tumour heterogeneity and clonal evolution Every tumour is a population of genetically distinct clones: in multi-region sequencing of kidney tumours, roughly two thirds of mutations were missing from at least one region. Treatment kills the dominant clones and leaves resistant minor clones to grow back, yet a single diagnostic biopsy is still treated as the whole disease. | 35 | Single-cell & spatial profiling, Liquid biopsy, Comprehensive genomic profiling | ||
AI that is built but not validated or deployed Thousands of cancer AI models are published; a handful are in clinical use, and fewer have shown they help patients. | 62 | AI in radiology, Digital pathology & AI, Pathology & radiology foundation models | ||
Biomarkers are not validated or standardised Tests that decide who gets a drug are often not validated prospectively and are measured differently in every lab. | 77 | Histopathology & immunohistochemistry, Companion diagnostics, Digital pathology & AI | ||
Cachexia, toxicity and the limits of the patient Cancer cachexia, the muscle and fat wasting driven by tumour and host inflammatory signals, affects most patients with advanced pancreatic, gastric and lung cancer, and treatment-limiting toxicities decide what dose a patient can receive. Only Japan has an approved cachexia drug, and supportive care research gets a small share of funding relative to its effect. | 20 | Cardio-oncology, Exercise & lifestyle oncology, Scalp cooling | ||
Failures are hidden Negative trials, failed drugs and abandoned programmes are rarely published, so the same mistakes are repeated. | 53 | none | ||
Fragmented care and guideline gaps Patients fall between specialists, wait for referrals and often do not get the treatment guidelines say they should. | 77 | Comprehensive genomic profiling, Liquid biopsy, Companion diagnostics | ||
Funding follows fashion, not burden Research money follows visibility, not burden: breast, prostate and leukaemia receive far more funding per death or year of life lost than lung, pancreatic, liver, oesophageal, gastric, bladder and uterine cancers, and metastasis research gets an estimated 5% of funding despite causing most deaths. Advocacy strength and peer review that rewards mechanism explain the skew. | 47 | none | ||
Inherited risk is mostly unidentified Most people who carry a high-risk cancer gene do not know it until they or a relative gets cancer. | 23 | Germline (hereditary) testing, Risk-reducing and opportunistic salpingectomy, Colorectal cancer screening | ||
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. | 72 | AI trial matching & clinical decision support, Comprehensive genomic profiling, Geriatric assessment | ||
Manufacturing cost and time for living and radioactive medicines Cell therapies take weeks to make for one patient and cost hundreds of thousands of dollars. Isotopes run short. | 43 | CAR-T cell therapy, In vivo CAR-T, Allogeneic (off-the-shelf) cell therapy | ||
No incentive to repurpose cheap drugs Old, cheap drugs with anti-cancer signals never get the trials they need because no one profits from the result. | 44 | Chemoprevention & risk-reducing surgery, AI-driven drug & target discovery | ||
No one can predict who responds to immunotherapy Checkpoint drugs cure some patients and do nothing for most. We still cannot tell the two apart before treating. | 37 | Immune checkpoint inhibitors, Immuno-PET, Liquid biopsy | ||
No randomised trial shows that any survivorship screening programme reduces death Survivors are screened for second cancers on the strength of how large their risk is, not on the strength of a trial showing that screening them saves lives. For most organs there is no programme at all. | 1 | none | ||
No treatment restores the thinking that cancer treatment takes The memory and concentration problems after chemotherapy and cranial radiotherapy are real and measurable. Every drug tested against them has failed, including one tested properly in 276 people, and nothing restores lost processing speed. | 1 | none | ||
Nobody has tested whether reversing measured biological ageing changes anything Cancer treatment measurably accelerates several markers of biological ageing. No trial has ever asked whether moving one of those markers makes any difference to a person, and an entire retail industry rests on the assumption that it would. | 1 | none | ||
Not enough oncologists, nurses, pathologists, physicists The number of people with cancer is rising faster than the workforce trained to treat them. | 56 | AI in radiology, Digital pathology & AI, Pathology & radiology foundation models | ||
Older and multimorbid patients are excluded and undertreated Most people with cancer are over 65 but most trial patients are younger and fitter. We guess how to treat the majority. | 35 | Geriatric assessment, Exercise & lifestyle oncology, Cardio-oncology | ||
Overdiagnosis and false alarms Finding more cancer is not the same as saving lives. Screening also finds cancers that would never have hurt anyone, and treats them. | 35 | Active surveillance, Active surveillance of papillary microcarcinoma, Multiparametric prostate MRI | ||
Pain relief and palliative care are unavailable to most Most people who die of cancer worldwide do so without adequate pain relief. | 18 | none | ||
Patients lack understanding, navigation and agency Most patients cannot understand their options, find trials, or push back, so decisions are made for them. | 53 | AI trial matching & clinical decision support | ||
Preclinical results do not reproduce Fewer than half of landmark cancer biology findings reproduce when someone else tries. | 53 | Patient-derived organoids, Patient-derived xenografts, CRISPR functional genomics | ||
Rare and paediatric cancers without markets Taken together rare cancers are a fifth of all cancers, but each one alone is too small for a company to invest in. | 49 | MIBG imaging and 131I-MIBG therapy, Limb-salvage surgery and endoprosthetic reconstruction, Tandem autologous transplant | ||
Regulatory divergence between regions Regulatory divergence means a drug approved in one country can take years to reach another, or never arrive. | 64 | none | ||
Secrecy and intellectual property block collaboration Companies with complementary drugs rarely test them together, and data that could answer questions stays locked up. | 36 | none | ||
Surgery and radiotherapy cure most, get least Surgery and radiotherapy cure more people than drugs do, but attract a fraction of the research investment. | 51 | Robotic & minimally invasive surgery, Fluorescence-guided surgery, Sentinel lymph node biopsy | ||
The brain: barrier and sanctuary The blood-brain barrier's tight junctions and efflux pumps keep antibodies, antibody-drug conjugates and most kinase inhibitors out of the brain, so glioblastoma treatment has barely changed since 2005 and brain metastases, which develop in about a fifth of adults with cancer, are usually left to radiotherapy alone. | 19 | Focused-ultrasound blood-brain barrier opening, Laser interstitial thermal therapy, CAR-T for glioma | ||
The field cannot pool its own studies, because it has not agreed what to measure On subject after subject here, the studies exist and cannot be combined, because each used a different definition, a different questionnaire or a different threshold. A prevalence that ranges from 0 to 84 per cent is a measurement problem, not a biological one. | 2 | none | ||
The newest treatments have not existed long enough for their late effects to appear A second cancer after radiotherapy can take forty years to appear. Immunotherapy and antibody-drug conjugates have been in first-line use for a few. Being told a new drug has no late effects usually means nobody has been followed long enough to see one. | 1 | none | ||
The valley of death between lab and product Most academic discoveries die before anyone tests them in people because nobody funds the middle step. | 43 | AI-driven drug & target discovery, PROTACs & molecular glues, CRISPR functional genomics | ||
Too many combinations to test There are thousands of possible drug pairs and sequences. Trials can test a few dozen a year. | 54 | AI-driven drug & target discovery, Functional (ex vivo) drug testing, Patient-derived organoids | ||
Toxicity and quality of life are undervalued Trials measure how long people live, not how they live. Side-effects are under-reported and under-treated. | 98 | Scalp cooling, Cardio-oncology, Antibody-drug conjugate | ||
Trials do not represent the people who get cancer Older, Black, Hispanic, Asian, rural, poor and multimorbid patients are under-represented, so results may not apply to them. | 50 | Geriatric assessment, AI trial matching & clinical decision support | ||
Weak real-world evidence and registries We do not reliably know what happens to patients after approval, so we cannot tell which drugs deliver in practice. | 76 | none | ||
Wrong doses Most drug doses were chosen as the highest a person can tolerate, which is often more than they need. | 51 | Radioligand therapy, Peptide receptor radionuclide therapy, Antibody-drug conjugate | ||
Misinformation and unproven therapies Patients are sold unproven treatments and frightened away from proven ones. | 25 | HPV & HBV vaccination | ||
Nothing in routine use rebuilds an adult's thymus After a transplant or intensive chemotherapy, the part of the immune system that makes new kinds of T cell recovers slowly in adults and sometimes not at all. The deficit is well described, well measured and currently not correctable. | 1 | none | ||
Survivorship and late effects are neglected Tens of millions of people live after cancer with heart damage, infertility, second cancers and fear, and few services. | 36 | Cardio-oncology, Exercise & lifestyle oncology, Scalp cooling |