Slashdot Mirror


Fighting the Number-One Killer In the US With Data

mattydread23 writes "Often, the signs of eventual heart failure are there, but they consist of a lot of weak signals over a long period of time, and doctors are not trained to look for these patterns. IBM and a couple heathcare providers, Sutter Health and Geisinger Health System, just got a $2 million grant from NIH to figure out how better data analysis can help prevent heart attack. But the trick is that doctors will have to use electronic records — it also means a lot more tests. Andy Patrizio writes, 'What this means is doctors are going to have to expand the tests they do and the amount of data they keep. Otherwise, the data isn't so Big.'"

19 of 121 comments (clear)

  1. Great use of govt money! by kqs · · Score: 3, Interesting

    This is the perfect use of government money: projects which are promising (though they may not pan out in the end), which will help many people, and which will not be subsidized by industry because they will not make money in the next three quarters. I don't expect any real results from this study for many years, but I think it's a very important study to do.

    1. Re:Great use of govt money! by ColdWetDog · · Score: 4, Interesting

      It's also the perfect segue into Total Informational Awareness. It's basically data mining. You find a couple of soft indicators - the patient starts complaining of shortness of breath perhaps, has hypertension, is overweight. Then he moves. Starts over again. Doc asks the same question, patient puts down different dates (because they don't remember the doc visit five years ago), rinse lather repeat. If you could track this sort of stuff over time the 'computer' could start making some pretty easy correlations.

      IF you had the data. And only IF you had the data. Which means linked EHRs. Which is an interesting concept and would likely help, except, given the current state of our Panopticon Plus government, you have to wonder exactly who they are trying to help.

      Comrade.

      Oh, AND IT'S HEART FAILURE NOT HEART ATTACK. THEY'RE DIFFERENT. If you're the editor at least glance at TFA. /pedant /normal blood pressure mode

      --
      Faster! Faster! Faster would be better!
    2. Re:Great use of govt money! by Albanach · · Score: 4, Insightful

      Great. Then you pay for it. I don't share your enthusiasm, so why should I have to share your bill?

      Because every day you benefit from projects that were funded using taxpayer dollars/pounds/euros on the basis of long-term aspirations. The massive investment in road networks, rail networks and telecommunications were all taxpayer funded or subsidized. The technology spin-offs from the space program are benefits that again may never have seen the light of day without aspirational projects.

      You benefit from those who walked before you. In return in makes sense to pave the way for those who will walk after you.

    3. Re:Great use of govt money! by JoshuaZ · · Score: 4, Insightful

      Because you can say that for every government thing, fire departments, police departments, military defense. These all benefit everyone in a society, so there's no easy way to prevent you from benefiting. This is related to what economists call a "public good." And the only way to make sure public goods get funded is for everyone to pay a tiny amount. If you don't think something is a public good that justifies such a situation, then you should talk to your congressmen. Of course, if you think that you shouldn't pay for any of them, then that's your problem.

    4. Re:Great use of govt money! by mfwitten · · Score: 3, Interesting

      Somalia is the result of a failed state, what was formerly known as the Somali Democratic Republic, which was governed under a single-party, Socialist rule. The resulting mayhem has nothing to do with libertarian or anarchist principles, particularly the Non-Aggresion Principle.

      In any case, what actually gives you a functional civilization is a large number of individuals trading voluntarily amongst themselves to better their own situations; profit is not merely the transfer of wealth, but rather the creation of wealth.

      How much is "my share", anway? Only the price mechanism of a free market can figure that out consistently, adapting to the reality at hand rather than the fantasies of a "noble" bureaucrat.

      So, what is "Government", anyway? Any organization—any organization at all—that confiscates resources by threat of strike-first violence is a "governmental" organization. When one such organization becomes a monopoly, we call that organization "Government".

      Government is simply a bad company that doesn't go out of business because it is able to confiscate your resources by threat of violence; it doesn't give you the goods and services for which you personally think you are paying, but you have to pay them anyway—it's totally absurd and unconscionable.

      It is not a modern value to coerce resources from people by threat of violence. So, in fact, governments are actually the last barbaric vestige of a pre-modern civilization.

    5. Re:Great use of govt money! by demonlapin · · Score: 2

      Ah yes, the old fire and police argument. Guess who runs those? Hint: unless you live on a military base or in DC, it's not the federal government.

      This is a terrible idea. Allow me to explain how this will actually work in practice. Doctors will be given a massive set of questions to ask (but they won't be paid more for the extra time it takes to ask them), they will be given a new set of tests to run (wasn't the point of this to cut healthcare costs?), and they'll have to switch to fully electronic medical records of the sort that don't really exist today - the kind where every diagnosis a patient has is properly coded in ICD-10, along with initial diagnosis dates, therapeutic intervention, and outcome, as well as compliance data. Surprise! - people diagnosed with early heart failure are usually prescribed diuretics, which they then don't take because diuretics then make you have to pee all the time. And they lie to their doctors about it. (Don't lie to your doctor. If you don't want to answer, fine. Just say so. If you don't want to take a pill, just say so. But it's impossible to help you if we don't know the truth.)

      Furthermore, TFA elides so much as to be meaningless: heart failure is a symptom, not a disease. It's caused by some process killing the heart. Usually, that's coronary disease, which will precipitate the heart failure by causing a big heart attack. Finding heart failure from other causes earlier is of questionable benefit - as with cancer, there is legitimate question as to whether early detection really prolongs life or just means that you spot the thing that will kill you earlier without changing the course of the disease.

      So: big mandate imposing significant costs on front-line personnel, vast quantities of data in the hands of the feds, and standardized EMR's that can be data mined. Sounds like the perfect government project.

    6. Re:Great use of govt money! by Rob+the+Bold · · Score: 2

      I don't expect any real results from this study for many years, but I think it's a very important study to do.

      Great. Then you pay for it. I don't share your enthusiasm, so why should I have to share your bill?

      Cool. I pay for my share of the heart disease thing -- that killed a thousand or two people on 9/11, and every other day before and after that -- and you get "terrorism". Deal?

      --
      I am not a crackpot.
  2. Waste of money by katz · · Score: 3, Interesting

    If you want to prevent heart disease, stop eating saturted fat and cholesterol and stick with a low-fat whole-plant-based diet. This knowledge is not new; this stuff has been known for almost a hundred years now, yet we're still spending money dancing around the fact that eating animals and their byproducts leads to heart disease.

    Source: http://www.plantpositive.com/

    1. Re:Waste of money by rubycodez · · Score: 5, Interesting

      Utter rubbish. The French eat meat and have a high fat diet, but have a very low incidence of heart problems

      Your link is to a fad-diet site.

    2. Re:Waste of money by ColdWetDog · · Score: 2

      So bunny rabbits are immortal?

      Who knew?

      --
      Faster! Faster! Faster would be better!
    3. Re:Waste of money by alen · · Score: 2

      i eat plenty of saturated fats, meat and cholesterol and at almost 40 my cholesterol is less than 200

      the secret is to stop eating processed foods and eating meals out. i stopped eating out at lunch and bring my lunch from home that my wife cooked fresh

    4. Re:Waste of money by katz · · Score: 2

      That's great that you eliminated processed food. Try to get your total cholesterol under 150. This page[1] mentions the Framingham Study[2], which showed that "only patients with cholesterol levels of less than 150 milligrams per deciliter (mg/dl) achieve the lowest coronary artery disease risk. In the first 50 years of the Framingham study, only five subjects with cholesterol levels of less than 150 mg/dl developed coronary artery disease. Rural residents in the developing areas of Asia, Africa, and Latin America typically have total-cholesterol levels of about 125-140, and they do not develop coronary artery disease."

      1. Physicians Committe for Responsible Medicine's page on heart disease: http://www.pcrm.org/health/health-topics/cholesterol-and-heart-disease
      2. Castelli WP. Making practical sense of clinical trial data in decreasing cardiovascular risk. Am J Cardiol. 2001;88(4A):16F-20F

    5. Re:Waste of money by Riddler+Sensei · · Score: 2

      I have mod points and it took every ounce of my being to not abuse them on this post. There is no '-1 Disagree"...

      Seriously, though. A plant based diet can and does work, but it's needlessly difficult if you don't have any ethical hangups about animal products. That is, in order to fill the nutrient gap left by omitting animal products you have to do a fair bit of globe trotting to import all of those plants capable of doing so. This can be prohibitively expensive and is really not something that would have been casually possible before globalization (I think it's kind of silly to claim that our bodies will collapse unless we adopt a diet that has become possible only in the past 100 years).

      The saturated fat and exogenous cholesterol dogmas are byproducts of a 40+ year old hypothesis that has never once been corroborated in a clinical study. The best it has gotten is a handful of cherry-picked epidemiological studies (while ignoring a good number of epidemiological studies that disagree with it). In fact, I believe that the "low-fat" diet has been pretty damning to our health as a society. Fat is not just an energy source, we absolutely do use it for other processes such as cell construction and hormone production (cholesterol, specifically, is a precursor to EVERY hormone your body makes). Fat and protein also tend to go hand-in-hand in nature, thus haphazardly cutting fat tends to drastically decrease protein intake as well. So we're down to low-fat intake and low-protein intake but we need those 2k calories a day somehow. Now the average low-fat dieter is cornered into an extremely high carbohydrate diet just to get through the day. Are carbohydrates the devil? Heavens, no. But 500+ grams a day for years, if not decades, in a row? Well...T2 diabetes seems to be a new standard in the developed world.

      If you do the research, find the producers and can pay the bill then a low-fat, plant based, diet can absolutely work. Most dieters, however, don't, won't and can't. They're not eating quinoa and avocados. Instead they end up replacing otherwise benign animal products with low-fat snack cakes, bagel after bagel, massive plates of daily pasta and other crap.

      Bah, this was a bit of a disjointed rant. Just stick to the outer edges of the grocery store (the produce, meat, dairy and seafood sections) and stay away from products with more than 2-3 ingredients on the label. Also, stop eating stuff you're allergic to. Seriously. If you're fat, sick, constipated and asthmatic then maybe that daily glass of milk and scoop of peanut butter isn't do you the favors you thought it was.

    6. Re:Waste of money by fahrbot-bot · · Score: 3, Informative

      Utter rubbish. The French eat meat and have a high fat diet, but have a very low incidence of heart problems

      Your link is to a fad-diet site.

      I think they consume far less sugar and soda and more fiber, which may explain things. You might find these two (long) talks interesting. The first is research/study based, the second is more anecdotal, but with some research. I thought they were both excellent and interesting.

      • Sugar: The Bitter Truth (1h30m) by Dr. Robert H. Lustig, MD, UCSF Professor of Pediatrics in the Division of Endocrinology, explores the damage caused by sugary foods. He argues that fructose (too much) and fiber (not enough) appear to be cornerstones of the obesity epidemic through their effects on insulin. Series: UCSF Mini Medical School for the Public.
      • How Bad Science and Big Business Created the Obesity Epidemic (1h) by David Diamond, Ph.D., of the University of South Florida College of Arts and Sciences shares his personal story about his battle with obesity. Diamond shows how he lost weight and reduced his triglycerides by eating red meat, eggs and butter.
      --
      It must have been something you assimilated. . . .
  3. Re:Old age is a killer by fuzzyfuzzyfungus · · Score: 2

    Eh, much easier just to be theatrically 'tough on crime' and ascribe psych issues to weakness of character. Your approach sounds like effort.

  4. Re:Old age is a killer by __aaltlg1547 · · Score: 2

    That's a false choice. We can do both and one doesn't interfere with the other.

  5. Re:No, it isn't. by __aaltlg1547 · · Score: 2

    If you want to prevent heart disease, stop eating saturted fat and cholesterol and stick with a low-fat whole-plant-based diet.

    That helps to reduce the risk, not prevent heart disease. That's something that makes me cringe - this idea that diet is a panacea for one's ills. ...

    Genetics also have a lot to do with it, too.

    Yes, eating more plants and less animals (even fish) is better for our health, our ecosystem, and our wallets, but let's not over state the benefits, please.

    Not your wallet. Check out the prices in the produce aisle some time. Meat is often a cheaper source of your necessary nutrients than vegetables.

    When we talk about vegetarian diets reducing your heart disease risk, it's frankly irresponsible to not provide information about how much it reduces the risk. There is an answer: 32%. http://abcnews.go.com/blogs/health/2013/02/04/vegetarians-have-lower-heart-disease-risk-study-finds/ That's significant enought to take into account, and not even close to enough to think you've done everything you can to reduce your risk if you are a vegetarian.

    Also, there is little if any evidence that vegetarianism is any more healthy than eating meat a few times a week and mostly avoiding red meat. Researchers aren't sure whether meat is harming people or they are simply missing important plant nutrients.

  6. Don't believe the salesman's hype by nbauman · · Score: 4, Informative

    It is a hypothesis that collecting more data will find a pattern that will predict heart failure earlier, and that will lead to earlier interventions.

    They haven't demonstrated that it works.

    In order to demonstrate it, they have to do a controlled trial. They have to use these data collection systems in a group of 5,000 patients, and use the usual methods in another 5,000 similar patients, and see if there's any difference in a meaningful outcome. Do the patients live any longer? Are they any less likely to get strokes?

    Sometimes it works, sometimes it doesn't. The New England Journal of Medicine just published a report on the use of a high-tech surgical intervention -- implanting cardiac resynchronizing devices in a new subset of heart failure patients. http://www.nejm.org/doi/full/10.1056/NEJMoa1306687 It turned out the resynchronization patients had more deaths than the control group, and they stopped the study early. You don't know until you've done the randomized, controlled trial. That's the method of science, the experimental method. You take your brilliant ideas and put them to a test.

    That's science. Everything else is bullshit.

    There was a study of using an electronic medical record in a pediatric intensive care unit. The patients with the EMR had a higher death rate than the control patients. The doctors said that when they needed to write a prescription in a hurry, they would just take out their Rx pad and write it. When they needed to write it with the EMR, they had to sign in, go through screens, and find what they were looking for.

    EMR replaced a simple, effective system -- paper and pen -- with a more difficult system. What's the point?

    Read what doctors are actually saying about electronic medical records, http://www.kevinmd.com/blog/ http://www.nejm.org/

    There are systems that actually make it easier to treat patients. As I understand it, the Veterans Affairs and Kaiser Permanente have systems that actually collect useful data. The Scandinavians have great useful databases. http://www.bmj.com/content/347/bmj.f5906 But a lot of the new systems, particularly the ones that are merely being installed because they're required and subsidized under new federal regulations, are driving doctors crazy. They complain that they have to log in, go through screens, fill out checklist after checklist, and wind up with records that go on for hundreds of pages that nobody ever looks at again. Traditionally, on paper, they were forced to write a concise narrative for their colleagues and themselves, of useful information that got to the point and helped them make a decision about what to do next. These poorly-designed EMRs stopped forcing doctors to think. It simply forced them to collect a lot of data. Data isn't information. Useless data is noise.

    And maybe most of all, they complain that instead of looking at their patients, they're looking at a computer screen. If you have to tell somebody that he's going to die in 6 months if he doesn't stop smoking, you shouldn't be looking at your computer screen. Maybe there's an element of human communication that computer nerds don't appreciate.

    In any computerized records, there's a tradeoff between how much data you collect, and how much time you have to spend entering data. You can spend an extra hour a day just entering more data. Is this pill a tablet or a capsule?

    And more important than time, when you write a medical record, you should be filtering information for just the important information. Otherwise you're just adding noise to the record, and making it harder for the humans to spot patterns.

    If you want to prevent heart failure, the basic job is to stop smoking, lose weight, and exercise. When patients get outside of certain well-understood parameters, you can give the

  7. The subsidized food pyramid by Paul+Fernhout · · Score: 2

    "Meat is often a cheaper source of your necessary nutrients than vegetables."

    Ignoring how meat does not have essential phytonutrients in it (as you mention), consider the political reason of why that is the case as far as "calories":
    http://www.seriouseats.com/2007/11/the-subsidized-food-pyramid.html
    "The Physicians Committee for Responsible Medicine has posted an easy-to-understand visual on its site that shows which foods U.S. tax dollars go to support under the nation's farm bill. It's titled "Why Does a Salad Cost More Than a Big Mac?" and depicts two pyramids -- subsidized foods and the old recommended food pyramid. It's interesting to note that the two are almost inversely proportional to each other."

    Also, consider how externalities of meat production such as destroying marine ecosystems from overfishing, manure runoff polluting fresh water supplies, and the destruction of so many forests and other land ecosystems to produce cattle feed:
    http://www.westernwatersheds.org/watmess/watmess_2002/2002html_summer/article6.htm

    On your other points, most vegetarians' diets probably aren't very good. They may have too many refined sugars and too few vegetables, too little variety, and too little of things like iodine. It takes a lot of learning and opportunity and time to eat well as a vegetarian. But what is important to acknowledge is that there are plant-based diet styles that will reverse heart disease. So that 32% figure might be some kind of average, but it does not reflect the best possible outcome for someone who is really trying to reverse or prevent heart disease. See my other post here for links, or see as one example, Dr. Esselstyn' work:
    http://www.heartattackproof.com/

    I'd agree though that some small amount of free-range organic grass-fed meat or other similar animal products can potentially be part of a reasonably healthy diet -- other ethical and financial and scalability and externality questions aside. Even Dr. Fuhrman agrees on that part as far as the research -- that if you get 10% or less of your calories from animal products, you are doing pretty well.
    http://www.drfuhrman.com/library/foodpyramid.aspx
    https://www.drfuhrman.com/library/article5.aspx
    "Therefore I encourage consumption of a carefully planned vegetarian diet or one that includes a small amount of animal products, perhaps 10% of total calories or less, rather than 40 -60 % that children eat today. An animal-product-rich omnivorous diet cannot be considered nutritious food or called healthful."

    High fat diets of animal products laced with growth hormones and such are probably bad for children in general. And also, there are few to no purely vegan diets in history. Even gorillas get some small percentage of their calories from termites and other insects they eat incidentally. B12 is another nutrient than can be an issue, usually provided by animal products, and some say can be supplied from dirty vegetables. Our food supply is in that sense too "clean" to be a pure vegan in (without special effort and selected supplements, if that). Vegans who are also neat freaks may be setting themselves up for disaster in that sense; yet on the other hand, since much "organic" food is grown using animal manure from livestock operations, not washing your vegetables well is a health risk too from E.coli contamination.

    It does not take much animal products though to provide some essentials. Related example:
    http://drbass.com/generations.html
    "This text is still extremely important, since similar mistakes are still being made today, typically by aspiring vegans and vegan raw-foodists. Deficiencies th

    --
    A 21st century issue: the irony of technologies of abundance in the hands of those still thinking in terms of scarcity.