Pharma
By Dr. Wes
The paper from the New England Journal of Medicine that reports azithromycin might cause cardiovascular death is not new to electrophysiologists tasked with deciding antibiotic choices in patients with Long QT syndrome or in those who take other antiarrhythmic drugs. Heck, even the useful Arizona CERT QTDrugs.org website could have told us that.
What was far scarier to me, though, was how the authors of this week’s paper reached their estimates of the magnitude of azithromycin’s cardiovascular risk.
Welcome to the underworld of Big Data Medicine.
Careful review of the Methods section of this paper reveals that “persons enrolled in the Tennessee Medicaid program” were the subjects, and that the data collected were “Computerized Medicaid data, which were linked to death certificates and to a state-wide hospital discharge database” and “Medicaid pharmacy files.” Anyone with azithromycin prescribed from 1992-2006 who had “not had a diagnosis of drug abuse or resided in a nursing home in the preceding year and had not been hospitalized in the prior 30 days.” Also, they had to be “Medicaid enrollees for at least 365 days and have regular use of medical care.”
Hey, no selection bias introduced with those criteria, right? But the authors didn’t stop there.
Continue reading “How Bad Is Azithromycin’s Cardiovascular Risk?”
Filed Under: Pharma, THCB
Tagged: antibiotics, Azithromycin, Bias, Big Data, cardiovascular risk, Dr. Wes, Medical studies, NEJM
May 21, 2012
By Rob Lamberts, MD
It was during my residency that the first indication of heart toxicity of antibiotics affected me personally. The threat was related to the use of the first of the non-drowsy antihistamines – Seldane – in combination with macrolide antibiotics, such as Erythromycin causing a potentially fatal heart arrhythmia. I remember the expressions fear from other residents, as we had used this combination of medications often. Were we killing people when we treated their bronchitis? We had no idea, but we were consoled by the fact that the people who had gotten our arrhythmia-provoking combo were largely anonymous to us (ER patients).
Fast forward to 2012 and the study (published in the holy writings of the New England Journal of Medicine) that Zithromax is associated with more dead people than no Zithromax. Here’s the headline-provoking conclusion:
During 5 days of therapy, patients taking azithromycin, as compared with those who took no antibiotics, had an increased risk of cardiovascular death (hazard ratio, 2.88; 95% confidence interval [CI], 1.79 to 4.63; P<0.001) and death from any cause (hazard ratio, 1.85; 95% CI, 1.25 to 2.75; P=0.002). Patients who took amoxicillin had no increase in the risk of death during this period. Relative to amoxicillin, azithromycin was associated with an increased risk of cardiovascular death (hazard ratio, 2.49; 95% CI, 1.38 to 4.50; P=0.002) and death from any cause (hazard ratio, 2.02; 95% CI, 1.24 to 3.30; P=0.005), with an estimated 47 additional cardiovascular deaths per 1 million courses; patients in the highest decile of risk for cardiovascular disease had an estimated 245 additional cardiovascular deaths per 1 million courses. (Emphasis Mine).
Continue reading “Z-Packing”
Filed Under: Pharma, THCB
Tagged: antibiotics, Azithromycin, bronchitis, Dr. Wes, heart attacks, Marya Zilberberg, Medical studies, NEJM, Rob Lamberts, Z-Pak, Zithromax
May 21, 2012
By Marc Siegel, MD
The Food and Drug Administration is considering removing prescription requirements for medications that treat common conditions, such as high blood pressure, diabetes, asthma, migraines and high cholesterol. This means that you would be able to go to your local pharmacy, fill out a questionnaire, receive a diagnosis and purchase a medication, all without intervention or direction from a physician.
As a doctor, I think this is a very bad idea. Although it is true that diagnoses are often missed — reports estimate that as many as 7 million diabetics in the U.S. remain undiagnosed — and although easier access to drugs could theoretically encourage patients to take their medications, I am concerned that expanding over-the-counter access will lead to wrong diagnoses with improper treatments, which carry side effects.
Remember, medicine is an art, practiced on an individual basis. A medication that works for one person doesn’t always work for another. I am constantly changing cholesterol or high blood pressure medications for my patients because of unanticipated side effects such as muscle aches or dizziness.
Lack of follow up
What would happen if I weren’t involved to monitor treatments and make necessary changes? The upfront cost savings from cutting out doctors and their office fees will be more than made up by longer term costs of improper diagnoses or unmonitored complications.
Advocates of expanding over-the-counter medications point to aspirin or allergy drugs as examples that have proved successful without a doctor’s prescription. But for every patient who is glad not to have to visit my office for an allergy prescription, I can point to another patient who has suffered side effects like fatigue that he or she didn’t realize were due to that same pill, or where the allergic reaction was due instead to food.
The fact that common painkillers have been available over the counter for decades also doesn’t provide a convincing argument for bypassing prescriptions. Consider that more than 100,000 Americans are hospitalized every year due to bleeding from aspirin or other OTC non-steroidal anti-inflammatory pills, and acetaminophen is the No. 1 cause of acute liver failure. Continue reading “Expand Over-the-Counter Medications? Very Bad Idea”
Filed Under: Pharma, THCB
Tagged: access to treatments, American Pharmacists Association, common conditions, FDA, individualized medicine, OTC drugs, prescription medication, prescription requirements
May 18, 2012
By David Shaywitz, MD
Reviewing “The Myth of The Paperless Office” for the New Yorker in 2002, Malcolm Gladwell argued that if the computer had come first, and paper didn’t exist, someone would have had to invent it. Paper, it turns out, is a lot more useful than we typically appreciate.
It occurred to me that perhaps the same might be said of another product we seem to take for granted in the digital age – medicines. (Disclosure: I work at a company that makes them.)
Medicines – you know, those little white pills that everyone loves to critique – are in many cases remarkably effective solutions to very difficult problems; it’s actually kind of amazing how useful some of these products can be. What an incredibly powerful idea – addressing a difficult and complex health problem with a simple pill you can pop before breakfast.
I read a tweet recently asserting that physicians may soon prescribe health apps as an alternative to medications; my initial reaction: good luck with that one. It’s certainly easy enough to envision how magical thinking about the power of health apps will soon be replaced by disappointment as app developers realize something drug makers have known for years: it’s hard to improve health, and it can be very difficult to get patients to stick with a treatment long enough to make a difference.
Continue reading “Pills Still Matter”
Filed Under: Health 2.0, Pharma
Tagged: antibiotics, Apps, biopharma, Center for Assessment Technology and Continuous Health, David Shaywitz, Dennis Ausiello, digital health, Mark DeLong, patient engagement, PatientsLikeMe, The Myth of The Paperless Office
May 15, 2012
By Marya Zilberberg, MD
Reading Barbara Ehrenreich’s “Bright-Sided” has been liberating in that is has given me permission to let my pessimistic nature out of the closet.
Well, it’s not exactly that I am pessimistic, but certainly I am not given over to brightness and cheer all the time. My poison is worry. Yes, I am a worrier, in case you had not noticed. So, imagine how satisfying it is for me to find new things to worry about. As if climate change were not enough, lately I started to worry about science.
No, my anxiety about how we do clinical science overall is not new; this blog is overrun with it. However, the new branch of that anxiety relates to something I have termed “fast science.” Like fast food it fills us up, but the calories are at best empty and at worst detrimental. What I mean is that science is a process more than it is a result, and this process cannot and should not be microwaved. Don’t believe me? Let me give you a couple of instances where slow science may be the answer to our woes.
1. Lies and damned lies
Remember this story in the Atlantic that rattled us with its incendiary message? Researcher John Ioannidis has been making headlines with his assertion that most, if not all, of what we know in medicine is in doubt, given how we do and publish research. And how we do and publish research has everything to do with the speed of “progress.” Academic careers are made with positive results, to sell news the media demand positive results, and to respond to this demand academic journals prefer only to publish positive results (this last phenomenon is referred to as “publication bias,” and is something Ben Goldacre rails against at length). A further manifestation of this fast science is that “no replicators need apply.” I am, of course, referring to an extension of the publications bias, whereby journals are not interested in publishing even a positive study that replicates a previous finding — this is simply not sexy. Thus, results have to be quick and positive to grab a share of our attention and sell academic prestige, journals and news. Continue reading “Fast Science: The Uncertainty Paradox”
Filed Under: Pharma, THCB
Tagged: academic research, Bright-Sided, fast science, medical journals, Outcomes, progress, published research, science denialism
May 13, 2012
By Peter Doshi and Tom Jefferson
In the fall of 2009, at the height of fears over swine flu, our research group discovered that a majority of clinical trial data for the anti-influenza drug Tamiflu ― data that proved, according to its manufacturer, that the drug reduced the risk of hospitalization, serious complications and transmission ― were missing, unpublished and inaccessible to the research community. From what we could tell from the limited clinical data that had been published in medical journals, the country’s most widely used and heavily stockpiled influenza drug appeared no more effective than aspirin.
After we published this finding in the British Medical Journal at the end of that year, Tamiflu’s manufacturer, Roche, announced that it would release internal reports to back up its claims that the drug was effective in reducing the complications of influenza. Roche promised access to data from 10 clinical trials, 8 of which had not been published a decade after completion, representing more than 4,000 patients from every continent except Antarctica. Independent verification of the data seemed imminent. But more than two years later, and despite repeated requests, we have yet to receive even a single full trial report. Instead, the manufacturer released portions of the reports, most likely a very small percentage of the total pages. (One of us, Tom Jefferson, has been retained as an expert witness in a lawsuit relating to some of these issues.)
Continue reading “Drug Data Shouldn’t Be Secret”
Filed Under: Pharma, THCB
Tagged: Avandia, CDC, Clinical Trials, drug data, evidence-based decision, F.D.A., influenza vaccine, peer-review process, Peter Doshi, Roche, Smart Medicine, stockpiling, swine flu, Tamiflu, Tom Jefferson, unpublished research, WHO
May 11, 2012
By Claire McCarthy, MD
Every day, there is another medical study in the news. There’s another newspaper or TV story telling us that X can cure depression or make you thinner or cause autism or whatever. And since it’s a medical study, we usually think that it’s true. Why wouldn’t it be?
But what most people don’t realize, let alone really think about, is that there might be other studies that show that X does none of those things — and that some of those studies might never have been published.
Just this week, the journal Pediatrics released an article that perfectly demonstrates this problem. There have been a number of studies that have shown that a certain type of medication, selective serotonin reuptake inhibitors (SSRIs), can help stop the repetitive behaviors of autism, like hand-flapping or head-banging. If you were to do a search of the medical literature, as doctors and parents and patients often do, you’d think that using SSRIs is a good idea. But when researchers dug deeper, they found that there were just as many unpublished studies that showed that SSRIs didn’t help. If they had all been published (they were all good enough to be published), that same search of the medical literature would have shown that using SSRIs isn’t a good idea.
This is bad. We rely on studies to guide our decisions. What is going on?
The journals that publish articles certainly play a role. After all, it’s cooler to publish a study that has a grabby headline, that promises an answer or a cure. That’s much more likely to get readers than a study that says that something doesn’t do anything at all. But it turns out that the researchers themselves play a bigger role.
Continue reading “Medical Research We Never Hear About: The Problem of Unpublished Studies”
Filed Under: Pharma
Tagged: ClinicalTrials.gov, medical literature, Medical studies, Pediatrics, published studies
May 2, 2012
By Phil Bauman
Data, information, interpretation and decision-making are among the vital components of prevention, diagnosis, management and treatment.
The problem we have today is how to gather and manage the data that our bodies radiate.
In order to solve this problem, we have to surmount other problems – which are not just technological but also behavioral, cultural and financial.
But if you want an idea of what an extreme version of data-collection might look like, check out the application Placeme.
Now Placeme is *not* a Healthcare application. What Placeme does do, however, is to continually (in almost real-time) track the places that you visit. No check-ins; no need to enter and data – the application simply runs in the background and does its magic.
When you think about that (from the cultural perspective of today), that’s creepy.
And yet, this “creepy” model is the future. It represents the technological and cultural arc that social software is throwing us. We can fight it (and should in order to flesh out the nuances so we can ensure safety) but in the long-run we shall have to accept the trend and work accordingly.
So think of Placeme in terms of what the ‘Quantitative Self’ movement is attempting to achieve.
Continue reading “PlaceMe: A Creepy Model For Health Information?”
Filed Under: Health 2.0, Pharma
Tagged: Data, Glucometer, PlaceMe, Privacy, Quantified Self, Tweeting
Apr 22, 2012
By Angela Garcia
My aunt Marion is in the hospital dying of liver and kidney failure, the result of her 20-year struggle with heroin use. I was told of her imminent death the same day news broke about a vaccine against the drug. “Breakthrough heroin vaccine could render drug ‘useless’ in addicts,” one headline read. “Scientists create vaccine against heroin high,” proclaimed another.
Meanwhile, my aunt finds temporary relief in the ever more frequent administration of opiate pain medication — the very kind of drugs she used illegally.
The idea of an anti-addiction vaccine is not new. For nearly 40 years scientists have been working on vaccines against all kinds of addictions, including nicotine, marijuana and alcohol. There are even trials of vaccines to prevent obesity. None of the anti-addiction vaccines has yet received Food and Drug Administration approval, however, and most of the studies are still in their early stages.
The headlines trumpeting a heroin vaccine were based on a finding that the drug had proved to be effective on mice during trials in Mexico (a nation that could use some good news related to drugs). Scientists now plan to test the patented vaccine in humans. If all goes well, the vaccine could be available in five years — too late for my aunt but providing a glimmer of hope for the estimated 1 million heroin addicts in the United States. Perhaps.
Six years ago, when I was a doctoral student researching heroin addiction in northern New Mexico, I received an email from a scientist studying a possible vaccine against the drug’s use. The study was in rat models, but early results were promising and suggested the likelihood of a therapeutic effect for humans. Aware of the devastating heroin epidemic in New Mexico, which had the highest rate of heroin-related deaths in the Unites States, and of my work trying to understand it, the scientist wanted to offer some hope. He wrote that he could imagine a time when heroin addiction, in New Mexico and around the world, would be a thing of the past. I wanted to believe him, but I was less optimistic.
Continue reading “Heroin Vaccine Won’t Cure What Ails Addicts”
Filed Under: Pharma
Tagged: addiction, Drug abuse, FDA, Heroin, Poverty, vaccines
Apr 19, 2012
By David Shaywitz, MD
The central dogma of drug discovery is that academic basic research -> industry applied research -> new medical product. The disappointing number of impactful new medical products have been a source of endless soul searching, and could in theory be attributable to any (and all) of the steps in this model – and might also, as some have suggested, reflect the need for an entirely new conceptual framework.
The latest issue of Nature features a spot-on commentary (subscription only) by Glenn Begley and Lee Ellis (nicely summarized in this terrific Reuters article) that focuses in on the first arrow, the translation of academic oncology basic research into application by industry, and highlights the uncomfortable and inconvenient truth that by now isn’t a very well-kept secret: basic science is unbelievably fragile, and a lot of it doesn’t stand up to serious scrutiny.
This observation is absolutely consistent with my own experience and observations (see here, here, here, and here), as well as with those of Bruce Booth (this is a terrific discussion), and of course the pioneering research of Stanford Professor John Ioannidis, whose work I discussed six years ago (here), and who has been profiled extensively since (e.g. this piece from The Atlantic).
We could spend a lot of time discussing why science is fragile; Begley and Ellis, for example, emphasize the need for a cultural change in the way preclinical research is conducted, particularly in the field of cancer.
At the end of the day, I suspect that the problem involves some combination of the law of small numbers, the appeal of narrative, the structural advantages of reinforcing dogma, and the difficulties of publishing negative results that might challenge it, especially if the dogma was advanced by senior leaders in the field who tend to play critical roles in reviewing papers for high-profile journals and in selecting which new research gets funded. While the process may ultimately be self-correcting (and I certainly believe that science “works”), the cycle time for this can be a lifetime (literally – in some cases I’ve heard it said you need to wait for someone to pass away before contrary ideas can truly gain traction).
Continue reading “Curing cancer: Too Important — and too Difficult — for University Researchers to Do Alone”
Filed Under: Pharma
Tagged: Cancer Treatment, research and development
Apr 1, 2012