| | | 49 | PROTACs & molecular glues, Dual-payload ADC, Bispecific ADC, Liquid biopsy |
| | | 30 | Immune checkpoint inhibitors, T-cell engagers, STING & innate immune agonists, Oncolytic viruses |
Data silosRecords, scans, genomes and outcomes sit in separate systems that cannot talk. Every patient's experience is lost to the next. | | | 76 | Comprehensive genomic profiling, Digital pathology & AI, Pathology & radiology foundation models |
| | | 29 | MRD / molecular residual disease testing, NGS-based MRD, Liquid biopsy, Multiparameter flow cytometry MRD |
| | | 59 | Immune checkpoint inhibitors, Antibody-drug conjugate, KRAS & RAS inhibitors |
| | | 33 | SBRT / SABR, Liquid biopsy, MRD / molecular residual disease testing, PSMA PET |
| | | 48 | Multi-cancer early detection, Liquid biopsy, cfDNA fragmentomics, Low-dose CT lung screening |
| | | 95 | IMRT / IGRT, Brachytherapy, Histopathology & immunohistochemistry, Digital pathology & AI |
| | | 54 | Patient-derived organoids, Patient-derived xenografts, Functional (ex vivo) drug testing, PDAC organoid pharmacotyping |
| | | 51 | HPV & HBV vaccination, Chemoprevention & risk-reducing surgery, HPV DNA testing and self-sampling, Thermal ablation and cryotherapy for cervical precancer |
Prices and valueNew cancer drugs routinely cost over $150,000 a year, often for months of benefit. Systems cannot afford them and patients go bankrupt. | | | 62 | CAR-T cell therapy, Immune checkpoint inhibitors, Antibody-drug conjugate |
The undruggable driversThe proteins that drive most cancers, such as MYC, mutant p53 and most RAS variants, still have no good drug. | | | 36 | KRAS & RAS inhibitors, PROTACs & molecular glues, Oligonucleotide therapeutics, Synthetic lethality approaches |
| | | 93 | MRD / molecular residual disease testing, AI trial matching & clinical decision support |
| | | 60 | AI trial matching & clinical decision support |
| | | 33 | Single-cell & spatial profiling, Liquid biopsy, Comprehensive genomic profiling, Whole-exome & whole-genome sequencing |
| | | 61 | AI in radiology, Digital pathology & AI, Pathology & radiology foundation models, Dermoscopy, total-body photography & AI skin analysis |
| | | 63 | Histopathology & immunohistochemistry, Companion diagnostics, Digital pathology & AI, HRD & BRCA testing |
| | | 18 | Cardio-oncology, Exercise & lifestyle oncology, Scalp cooling, Geriatric assessment |
Failures are hiddenNegative trials, failed drugs and abandoned programmes are rarely published, so the same mistakes are repeated. | | | 50 | — |
| | | 51 | Comprehensive genomic profiling, Liquid biopsy, Companion diagnostics, AI trial matching & clinical decision support |
| | | 43 | — |
| | | 20 | Germline (hereditary) testing, Risk-reducing and opportunistic salpingectomy, Colorectal cancer screening, Chemoprevention & risk-reducing surgery |
| | | 61 | AI trial matching & clinical decision support, Comprehensive genomic profiling, Geriatric assessment |
| | | 42 | CAR-T cell therapy, In vivo CAR-T, Allogeneic (off-the-shelf) cell therapy, TIL therapy |
| | | 42 | Chemoprevention & risk-reducing surgery, AI-driven drug & target discovery |
| | | 36 | Immune checkpoint inhibitors, Immuno-PET, Liquid biopsy, Pathology & radiology foundation models |
| | | 47 | AI in radiology, Digital pathology & AI, Pathology & radiology foundation models, AI trial matching & clinical decision support |
| | | 32 | Geriatric assessment, Exercise & lifestyle oncology, Cardio-oncology |
Overdiagnosis and false alarmsFinding more cancer is not the same as saving lives. Screening also finds cancers that would never have hurt anyone, and treats them. | | | 32 | Active surveillance, Active surveillance of papillary microcarcinoma, Multiparametric prostate MRI, Mammography & tomosynthesis |
| | | 17 | — |
| | | 51 | AI trial matching & clinical decision support |
| | | 52 | Patient-derived organoids, Patient-derived xenografts, CRISPR functional genomics, Functional (ex vivo) drug testing |
| | | 43 | MIBG imaging and 131I-MIBG therapy, Limb-salvage surgery and endoprosthetic reconstruction, Tandem autologous transplant |
| | | 59 | — |
| | | 35 | — |
| | | 41 | Robotic & minimally invasive surgery, Fluorescence-guided surgery, Sentinel lymph node biopsy, SBRT / SABR |
| | | 17 | Focused-ultrasound blood-brain barrier opening, Laser interstitial thermal therapy, CAR-T for glioma, Tumour treating fields |
| | | 41 | AI-driven drug & target discovery, PROTACs & molecular glues, CRISPR functional genomics |
| | | 51 | AI-driven drug & target discovery, Functional (ex vivo) drug testing, Patient-derived organoids, BH3 profiling |
| | | 85 | Scalp cooling, Cardio-oncology, Antibody-drug conjugate, Immune checkpoint inhibitors |
| | | 43 | Geriatric assessment, AI trial matching & clinical decision support |
| | | 68 | — |
Wrong dosesMost drug doses were chosen as the highest a person can tolerate, which is often more than they need. | | | 44 | Radioligand therapy, Peptide receptor radionuclide therapy, Antibody-drug conjugate, Small-molecule kinase inhibitors |
| | | 25 | HPV & HBV vaccination |
| | | 30 | Cardio-oncology, Exercise & lifestyle oncology, Scalp cooling, Fertility-sparing hormonal treatment of early endometrial cancer |