
When is a rare disease not a rare disease? 探花直播answer: when big data gets involved. An ambitious new research project aims to show patients that they are not alone.
When is a rare disease not a rare disease? 探花直播answer: when big data gets involved. An ambitious new research project aims to show patients that they are not alone.
We might essentially generate a 鈥榙ating agency鈥 to try to match our patient with a similar case somewhere else in the world
Lucy Raymond
At some point in their career, every doctor will encounter a patient whose condition perplexes them, requiring detailed investigation and discussion with colleagues before diagnosis is possible. After all, not every disease is as common as cancer, which affects around one in three of us, or depression, which affects one in 10.
Dr Lucy Raymond from the Department of Medical Genetics specialises in rare diseases. Technically, this means diseases that affect fewer than one in 2,000 people, but in fact, Raymond sees children with learning disabilities so rare that they may be the only person in the UK to be affected.
These conditions are usually caused by one of two scenarios: a spontaneous change to their DNA, not inherited, or a 鈥榬ecessive disorder鈥 where two copies of the same, rare variant are necessary for the disease and each parent unwittingly passes on a copy. Comparing the child鈥檚 and their parents鈥 genomes enables听the researchers to pinpoint the gene responsible. In extremely rare cases 鈥 where the patient appears to be truly unique 鈥 the researchers need to study whether the same variant in mice or zebrafish creates a similar condition.
鈥淥r,鈥 Raymond explains, 鈥渨e might essentially generate a 鈥榙ating agency鈥 to try to match our patient with a similar case somewhere else in the world.鈥 With these diseases as rare as they are, the only way for this to be viable would be to have access to tens, possibly hundreds, of thousands of potential matches: something the era of 鈥榖ig data鈥 makes possible.
But this presents a potential problem: how to share information about the patient without breaking their confidentiality. Unlike in the USA, where projects such as the Broad Institute鈥檚 Exome Aggregation Consortium (ExAC) place genome data in the public domain, data in the UK is deposited in a 鈥榤anaged-access鈥 database: bona fide researchers with a clear research proposal are allowed access, and only then after signing a commitment saying they will not attempt to identify individual patients.
鈥淲e have to remember that big data is great, but it isn鈥檛 our data: it鈥檚 people鈥檚 data and we need to be respectful of this. People in the UK are often altruistic; we have free blood donation, we have a tremendous tradition of patients giving to help others. We must not jeopardise this relationship.
鈥淧arents know that even if finding the gene abnormality that is responsible will not immediately help their child, it may help ensure that others don鈥檛 have to wait 20 years before their child receives a diagnosis. They鈥檙e happy to share the data on that basis, but are less keen on the idea that they鈥檒l lose control of the information.鈥
For several years, Raymond, Professor Willem Ouwehand and Dr John Bradley have been leading the National Institute for Health Research BioResource for Rare Diseases in Cambridge, which has recruited some 5,800 patients. They are now part of a major initiative launched by Prime Minister David Cameron: the 100,000 Genomes Project. Cambridge 探花直播 Hospitals NHS Foundation Trust will lead the East of England Genomic Medicine Centre, one of 11 centres across the UK aimed at realising this project and sequencing the genomes of patients affected by cancer or rare diseases.
鈥 探花直播100,000 Genomes Project is about going forward to having a truly national health service, not a provincial, regional health service,鈥 explains Raymond. 鈥 探花直播data will be central, will be national, will be available to researchers and healthcare professionals across the country.鈥
探花直播sheer number of people recruited will create a powerful dataset and ensure that clinicians and researchers don鈥檛 have to start from scratch each time they encounter a new case. In fact, the value of a patient鈥檚 genome extends beyond just helping identify the cause of their disease: it鈥檚 also important as a 鈥榗ontrol鈥 to compare against and help find the cause of another patient鈥檚 disease. 鈥淚t鈥檚 a form of 鈥榚nforced altruism鈥. Having all the data stored in a central place means that everybody鈥檚 data acts as a control for everybody else鈥檚. It has a multiplying effect.鈥
Big data also reveals an otherwise glaringly obvious fact that the name 鈥榬are diseases鈥 obscures: one in 2,000, even in a population of 64 million, is not an insignificant number of people. 鈥淭en years ago people used to ask 鈥榃hy study rare diseases when they鈥檙e so rare?鈥 It鈥檚 only recently that people are coming round to see that, with big data, rare is common.
鈥淩are diseases are becoming increasingly tractable, too, so now there鈥檚 a huge interest in them, which is good: it鈥檚 not your fault if your disease is rare. Solving these problems is the next big challenge,鈥 says Raymond with a glint in her eye. 鈥淚f it was all easy, we wouldn鈥檛 be doing it 鈥 in typical Cambridge style.鈥
Trust me, I鈥檓 an e-doctor
Big data 鈥榙ating agencies鈥 are not just for people with rare conditions. A similar concept could help patients with far more common conditions receive the best possible hospital treatment.
Addenbrooke鈥檚 Hospital in Cambridge is one of the first 鈥榚Hospitals鈥 in England, explains Dr Lydia Drumright from the Department of Medicine. Everything that happens to you within the hospital 鈥 every test result, every diagnosis, every drug prescribed 鈥 is captured in an electronic record. Drumright and her colleague Dr Afzal Chaudhry believe that the wealth of information in these records can be used to better inform the treatments听of individuals.
鈥淎round 10鈥20% of our patients may have diabetes or acute kidney injury, but that鈥檚 not necessarily why they鈥檙e here,鈥 explains Drumright. 鈥淭hey might have had a heart attack, so they鈥檙e being cared for by the cardiology team, but the drugs they鈥檙e prescribed might have an impact on their other conditions. Added to that, they鈥檙e now more susceptible to infection.
鈥淚t鈥檚 the junior doctors that have to look after the patients and do the basic prescribing. They鈥檙e still learning, but need to know which drugs work best and the hospital鈥檚 policy for prescribing antibiotics.鈥
Could a patient 鈥榙ating agency鈥 not dissimilar to that suggested by Raymond, based on everyone鈥檚 medical records, help these junior doctors? 鈥 探花直播doctor can search for other patients that look like their own. They can go back historically and see what drugs were prescribed and what their outcomes looked like.鈥
Drumright is mindful of setting up a system that tells doctors what to prescribe; the literature about how we interface with technology suggests that people can too easily surrender their responsibility. Instead, it鈥檚 about building on collective knowledge, 鈥淲hat we鈥檙e trying to do is enhance the doctor鈥檚 experience so that it鈥檚 not 鈥榤y experience as me鈥, it鈥檚 the experience of every prescriber in the hospital.鈥
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