Immunization is one of modern medicine’s greatest success stories. Yet we still lack vaccines for common diseases such as HIV and respiratory syncytial virus. Other vaccines are only moderately effective, like those against tuberculosis or pertussis. The average vaccine can take a decade or more to develop, at a cost of hundreds of millions of dollars, and vaccines that worked flawlessly in mice regularly fail in clinical trials. As a result, many companies are reluctant to enter into vaccine development.
“We need a way to rapidly assess vaccine candidates earlier in the process,” says Ofer Levy, MD, PhD, a physician-scientist in the Division of Infectious Diseases at Boston Children’s Hospital and director of the Precision Vaccines Program. “It’s simply not possible to conduct large-scale, phase 3, double-blind, placebo-controlled studies of every potential vaccine for every pathogen we want to protect against.”
This is part I of a two-part blog series recapping the 2018 BIO International Convention.
At the 2018 BIO International Convention last week, it was clear what’s provoking scientific minds in industry and academia — or at least those of the Guinness-world-record-making 16,000 people in attendance. Artificial intelligence, machine learning and their implications for tailor-made medicine bubbled up across all BIO’s educational tracks and a majority of discussions about the future state of biotechnology. Panelists from Boston Children’s Hospital also contributed their insights to what’s brewing at the intersection of these burgeoning fields.
Isaac Kohane, MD, PhD, former chair of Boston Children’s Computational Health and Informatics Program, spoke on a panel about how large-scale patient data — if properly harnessed and analyzed for health and disease trends — is a virtual goldmine for precision medicine insights. Patterns gleaned from population health data or electronic health records, for example, could help identify which subgroups of patients who might respond better to specific therapies.
According to Kohane, who is currently the Marion J. Nelson Professor of Biomedical Informatics and Pediatrics at Harvard Medical School (HMS), we will soon be leveraging artificial intelligence to go through patient records and determine exactly what doctors were thinking when they saw patients.
“We’ve seen again and again that data abstraction by artificial intelligence is better than abstraction by human analysts when performed at the scale of millions of clinical notes across thousands of patients,” said Kohane.
And based on what we heard at BIO, artificial intelligence will revolutionize more than patient data mining. It will also transform the way we design precision therapeutics — and even vaccines — from the ground up. …
The hepatitis B vaccine is one of only three vaccines that are routinely given to newborns in the first days of life. But the current hepatitis B vaccine has limitations: multiple “booster” doses are needed, and it can’t be given to premature babies weighing less than 2 kg.
Annette Scheid, MD, a neonatologist at Brigham and Women’s Hospital, is interested in leveraging infant immune differences to create a better hepatitis B vaccine for newborns. “The reality is that we have to vaccinate several times,” she says. “But we all dream of a vaccine that you give only once.” …
In many parts of the world, babies have just one chance to be vaccinated: when they’re born. Unfortunately, newborns’ young immune systems don’t respond well to most vaccines. That’s why, in the U.S., most immunizations start at two months of age.
Currently, only BCG, polio vaccine and hepatitis B vaccines work in newborns, and the last two require multiple doses. But new research raises the possibility of one-shot vaccinations at birth — with huge implications for reducing infant mortality. …
Once upon a time, an English country doctor forged a treatment out of cow pus. Edward Jenner squeezed fluid from a cowpox sore on a milkmaid’s hand, and with it, successfully inoculated an eight-year-old boy, protecting him from the related smallpox virus.
It was the world’s first successful vaccination and laid the foundation for modern vaccinology: researchers formulate vaccines from a dead or disabled microbe — or its virulent components — and people sigh with relief when they don’t succumb to the disease.
But investigators are now finding holes in traditional vaccine dogma. “Vaccines were developed under the assumption that one size fits all,” says Ofer Levy, MD, PhD, a physician-scientist in the Division of Infectious Diseases at Boston Children’s Hospital and director of the collaborative Precision Vaccines Program. “That you develop a vaccine and it will protect the same way whether the patient is young, middle aged or elderly; male or female; living in a city or rural environment; northern or southern hemisphere; whether given day or night; summer or winter.” …