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       COMMENT PAGE FOR:
   URI   Epigenetic age oscillates during the day
       
       
        V__ wrote 14 hours 31 min ago:
        I mean epigenetic clocks are extremely unreliable and have enormous
        error bars. It is not surprising that they are easily influenced by
        additional variables.
       
          kkoncevicius wrote 14 hours 19 min ago:
          Epigenetic clocks are one of the (if not the) most accurate ways to
          estimate someone's real chronological age using molecular level data.
          So not sure what you mean by "extremely unreliable".
       
            V__ wrote 13 hours 9 min ago:
            They probably are the most accurate way, but that still doesn't
            make them good. If there haven't been any recent breakthroughs I
            missed, then we are talking about getting it right +/- 4 years
            under ideal conditions. Repeating these test on the same subjects
            can result in fluctuations of 8 to 12 years [1].
            
            Additionally, there are a lot of biotech/junk studies claiming some
            new intervention reduces/reverses biologic age using these
            epigenetic clocks as evidence. Making me very wary of the whole
            thing, though unfairly to those actually doing sound studies I
            admit.
            
   URI      [1]: https://clinicalepigeneticsjournal.biomedcentral.com/artic...
       
              kkoncevicius wrote 12 hours 43 min ago:
              I think we mostly agree. If you are interested, there are
              developments that reduce the fluctuations of clock predictions -
              like principal component based clocks [1], where the authors
              claim average difference between replicate measurements of 1.5
              years.
              
              And the study you are citing (8 to 12 year errors) - seems to
              report maximum errors, not averages. These might be caused by
              poor quality samples, so it's unfair to report it like that. Also
              the publication under discussion (epigenetic age oscillates)
              would answer where the fluctuations observed by the article you
              linked to come from - part of them are of course technical due to
              measurement error, but part of them are influenced by differences
              in sample collection times.
              
              I also share your skepticism about intervention research and
              using "biological clocks" to measure how healthy you are.
              Curiously chronological clocks seem to not be easily affected by
              interventions. And I would guess this is why most people doing
              epigenetic aging for sport use biological clocks (like
              DunedinPACE). But then the question - if you are younger
              according to "biological age", but we still can measure your true
              chronological age accurately - are you actually younger in a
              meaningful sense.
              
              [1] 
              
   URI        [1]: https://www.nature.com/articles/s43587-022-00248-2
       
                V__ wrote 11 hours 20 min ago:
                Thanks for the link, that would be a great improvment. I really
                hope they get their someday.
       
            epistasis wrote 14 hours 8 min ago:
            I disagree, because "real age" is defined in terms of the
            epigenetic clock. We don't have enough time observing them with
            humans to connect them to real age, at least as far as I have ever
            seen. If there's some major paper I have missed, and my other
            sources have missed, I'd love to see it.
       
              pc86 wrote 13 hours 34 min ago:
              Real age is chronological age, full stop.
              
              If you were born 50 years ago today, you're 50 years old. Age is
              a concrete, mathematical thing. That your cells appear to be
              younger or older to your actual (chronological) age is
              irrelevant. You don't get to say your "real age" is 45 because
              your cells are slightly better than they "should be."
       
                voisin wrote 13 hours 24 min ago:
                I think you two are talking past each other.
                
                “I am 50 years old” is a statement of fact like you refer.
                
                “Real age” is essentially a term of art used to describe
                your relative health - a single number to indicate the
                cumulative impact of your lifestyle, genes, etc.
                
                No one says “I have a real age of 50” to the question
                “how old are you?”
       
                  epistasis wrote 12 hours 22 min ago:
                  Thanks. Moreover nobody would use an epigenetic clock to
                  refer to chronological age, because it's inferior in every
                  way for that purpose.
                  
                  The purported use of an epigenetic clock in humans is that it
                  predicts either aging effects of remaining life span in some
                  sense; neither of these have been proven to be biologically
                  true because in the first we don't necessarily have the
                  definition of aging, and certainly don't have it down to a
                  single axis, at best it is understood along many different
                  dimensions, many of which are not captured by epigenetic
                  measures.
                  
                  And second sense, predicting remaining life span, is
                  completely unproven. Even more speculative is whether
                  measures which change a person's epigenetic age will result
                  in changes in remaining lifespan.
                  
                  There's a chance that epigenetic age becomes useful for
                  something, but it's just a chance.  It's not established
                  science.
       
        claytongulick wrote 15 hours 10 min ago:
        One of the "dirty secrets" in healthcare is similar issues with BP.
        
        Things like posture, white-coat syndrome, having to pee, cuff
        placement, cuff size, arm position, muscularity, arm diameter, time
        sitting, and many other variables have a massive influence on blood
        pressure.
        
        BP is kind of like weight - it should be taken at regular intervals
        during the day, at the same times, and averaged out over time to look
        at trends. "Snapshot" BP readings are most useful for things like
        hypertensive crisis, not ongoing BP management.
        
        Unfortunately, we see a lot of people put on BP meds where other
        interventions may be more appropriate based on bad BP measurements.
        
        I think there are a lot of things in healthcare like this, where our
        models are too simplistic and result in flawed understanding and
        consequently ineffective treatments.
       
          Zenzero wrote 9 hours 11 min ago:
          This should be basic knowledge for any provider. I don't really agree
          that it is a model that is too simplistic. It is a tool that has
          considerations for accurate use based on physics and physiology.
       
          greenish_shores wrote 10 hours 51 min ago:
          "Cuffless" blood pressure measurements, which could be easily used to
          measure BP continuously, could easily solve this problem.[0][1]
          
          [0] [1]
          
   URI    [1]: https://www.frontiersin.org/articles/10.3389/fcvm.2019.00040...
   URI    [2]: https://www.cnet.com/health/medical/i-have-high-hopes-for-th...
       
          importantbrian wrote 13 hours 4 min ago:
          I have really bad white-coat hypertension. Like 150-90 in the drs.
          office. So every time I go in they send me home with a chart and I
          have to dutifully record my blood pressure a couple of times a day
          for 2 weeks and send it back to them, and when measured at home it's
          totally fine.
          
          Since I have the cuff I check it every so often to make sure it's
          still fine and it is, but the moment I get in a drs. office boom it
          spikes. This is even true when I'm there for someone else like my son
          or my wife. I can feel that my blood pressure is high.
          
          I have absolutely no explanation for why except that I had a major
          surgery when I was 5 and there must be some suppressed trauma from
          that that comes out physically when I'm in a doctor's office.
       
            kyleee wrote 5 hours 9 min ago:
            To my mind it’s a very natural reaction. We rarely are in
            situations, like a doctor’s office, where out of the blue you may
            be told you are dying, etc.
       
          voisin wrote 13 hours 28 min ago:
          Question, since you seem to know a lot about this: is high blood
          pressure meant to be a description of a persistent condition (I.e.
          took a reading at 5, 10, 20 minute intervals at rest and stayed
          elevated) or is it meant to be a description of something else (after
          standing up, or after walking, etc etc)?
       
            claytongulick wrote 9 hours 12 min ago:
            Generally, it's referring to a chronic condition, meaning that your
            blood pressure is elevated as a trend over time.
            
            Everyone goes through huge peaks and troughs with BP - at the gym,
            sleeping, etc... will have massive changes in BP.
            
            There are certain conditions where "instant" BP can become a
            problem, both high and low. Orthostatic hypotension, for example,
            is a condition where you can get dizzy or black out from changing
            position too quickly.
            
            There's also a condition known as labile hypertension that can
            cause random high spikes in BP.
       
          nradov wrote 14 hours 0 min ago:
          Yes, blood pressure measurement is a real mess. Besides the factors
          you listed, I have found that temperature has a surprisingly large
          impact. If your hands are cold, then that causes peripheral
          vasoconstriction and raises BP.
       
          devmor wrote 14 hours 2 min ago:
          I realized this a couple years ago when I moved and started getting
          my blood tests done at a new lab that was nearby.
          
          My entire life I’ve had perfect blood pressure, but suddenly this
          lab thinks I have hypertension. After 3-4 visits and checking my own
          BP during the day, I realized that my blood pressure is just higher
          in the morning - I never set appointments in the morning previously
          because I lived too far from a lab to make morning appointments
          convenient.
       
            greenish_shores wrote 10 hours 49 min ago:
            What makes them think you have hypertension with purely blood
            laboratory tests? Electrolyte levels ratios? They aren't changed in
            all types of hypertension (won't be changed in most, probably), but
            that's just my wild guess.
       
              devmor wrote 5 hours 15 min ago:
              Just the blood pressure. It wasn’t a diagnosis so much as a
              “this seems concerning, you should get this checked out”.
       
          hzay wrote 14 hours 45 min ago:
          Is it really secret though? It's the first thing you learn when you
          google "how to take bp". Like I'm not a medical person but when I was
          pregnant, I was asked to check BP and I asked the doctor "should I
          like average 3 readings or something?" and she said "just take one,
          don't stress it".
          
          This is well known re thyroid medication as well. Also re weight,
          progesterone, a bunch of things.
       
            claytongulick wrote 8 hours 29 min ago:
            I suppose "well known" is relative, it may surprise you how little
            agency some people have over their health.
            
            >It's the first thing you learn when you google "how to take bp".
            
            The populations that I frequently deal with are not in a
            life/financial/cognitive place where this is a thing they would
            think of doing, or be capable of doing.
            
            Take a look at this [1] about over treatment of mild hypertension.
            It's not a new problem, and potentially affects millions [2].
            
            There can be enormous pressure on physicians to treat certain
            conditions from a population-health standpoint with medications if
            they fit certain clinical criteria.
            
            The recent (2017) change in standards for hypertension [3] have
            been controversial. It put millions of people into the category of
            hypertension that weren't previously. Coupled with certain clinical
            criteria that recommend medication prescription even for mild
            hypertension, it's concerning that there may be an overprescription
            issue.
            
            Many busy clinics don't have time to have a patient sit for the
            recommended 5 minutes of rest before taking BP (though I've seen
            this improving). Many medical assistants are poorly trained in BP
            measurement, and are overworked - I've seen many cases where a
            harried MA will do things like sit a patient down, put a cuff on
            them over-the-sleeve, as the patient slouches in a chair, with the
            arm in an incorrect position, a poorly fitted cuff, and just write
            down the number the machine spits out.
            
            Of course, a good PCP will double check this and look for a trend.
            Not all PCP's are good and go to this effort.
            
            (I am not a physician, I'm a tech nerd with a clinical background,
            but I've worked in healthcare for decades)
            
            I've also experienced it personally. I went to the doc once about
            ten years ago for a wellness check. Based on the in-office BP
            reading and labs, the NP prescribed me five different medications,
            including BP meds, statins and others.
            
            I decided to focus on lifestyle changes instead and that's worked
            well for me, but that's not an option for everyone. [1] [2]
            
   URI      [1]: https://www.youtube.com/watch?v=cZCuJheVJA0
   URI      [2]: https://www.umassmed.edu/news/news-archives/2014/11/umms-f...
   URI      [3]: https://www.health.harvard.edu/heart-health/reading-the-ne...
       
            pc86 wrote 13 hours 37 min ago:
            It's not a secret. Most of my immediate family is or was in
            healthcare and nobody is getting put on BP meds because of a single
            errant reading. They're getting put on meds because of persistent,
            uncontrolled elevated BPs and with non-pharmaceutical interventions
            not addressing it. Everyone, especially physicians, know there's a
            list of 20-30 things that can give you temporarily elevated BP that
            won't respond to BP meds.
       
              claytongulick wrote 9 hours 9 min ago:
              > nobody is getting put on BP meds because of a single errant
              reading
              
              I'm glad you've had good experiences and relationships with what
              sound like quality healthcare professionals.
              
              Others have had different experiences.
       
              importantbrian wrote 13 hours 1 min ago:
              Yeah, that's been my experience. Everytime I see my primary my BP
              is elevated in the office and they send me home with a log and I
              have to take my BP multiple times a day for 2 weeks and at home
              it's fine, so I've never been put on meds for it even though it's
              very high in the office.
       
        renewiltord wrote 15 hours 34 min ago:
        Haha it's really a marketing tool for bespoke medicine. Not really that
        useful in that field but people like it.
       
          JumpCrisscross wrote 15 hours 33 min ago:
          > Not really that useful in that field
          
          Source? Because I know people working on it as a target measure at a
          national lab in India as well as at Pfizer (in America) and Novartis
          (in Switzerland).
       
            dahinds wrote 10 hours 35 min ago:
            That doesn't really contradict the post you're responding to, does
            it? (they say it is not that useful for bespoke medicine, you say
            that people are using it for research purposes, both can be true?)
       
              JumpCrisscross wrote 9 hours 0 min ago:
              > they say it is not that useful for bespoke medicine, you say
              that people are using it for research purposes, both can be true?
              
              They said it is “really a marketing for bespoke medicine.”
              That implies only (or mostly) useful to bespoke medicine as a
              marketing tool. Demonstrating any significant other utility
              falsifies that statement.
       
                TeMPOraL wrote 2 hours 34 min ago:
                Still both can be true. I'd say it's even a common thing in
                medicine. Researchers may be researching something real with
                well-defined range of effect/application, meanwhile many a
                scoundrel will pick up the same term to market their bullshit
                treatments or lifestyle advice, and when interrogated, they'll
                actually point at some of the published studies of the real
                thing, hoping people won't understand the difference.
       
            nradov wrote 13 hours 50 min ago:
            Here's one source. [1] Epigenetic alterations such as DNA
            methylation are only one hallmark of aging, and not the most useful
            one in most cases. Interventions to reduce those epigenetic
            alternations have generally not proven effective in extending
            lifespans or improving health outcomes.
            
   URI      [1]: https://doi.org/10.1016/j.cell.2022.11.001
       
              JumpCrisscross wrote 13 hours 24 min ago:
              > Epigenetic alterations such as DNA methylation are only one
              hallmark of aging, and not the most useful one in most cases.
              Interventions to reduce those epigenetic alternations have
              generally not proven effective in extending lifespans or
              improving health outcomes
              
              Thank you. And I totally agree. It reminds me of telomere craze
              in the early noughties.
              
              It not being a panacea, however, is different from it being
              useless. Marking it as pure marketing makes it sound like it's
              cosmetics. It's not. The first research on chronological age
              prediction dates from 2011; we're still in the basic research
              phase. (Which the article mentioned is. It's not marketing any
              treatment.) To the degree it's being turned into a scam it's in
              supplements, not bespoke medicine.
       
            renewiltord wrote 15 hours 9 min ago:
            If they think so, and I don't, then we just disagree on this and
            history will see who is right.
       
              JumpCrisscross wrote 14 hours 36 min ago:
              > then we just disagree on this and history will see who is right
              
              That’s not how science works.
              
              Epigenetic age prediction is an area of active research for
              general diagnostic and treatment vectors [1]. There are
              peer-reviewed studies on the stuff. You claimed “really a
              marketing tool for bespoke medicine”. That appears to be false.
              
   URI        [1]: https://pubmed.ncbi.nlm.nih.gov/34415665/
       
                renewiltord wrote 14 hours 14 min ago:
                All right. Use it as a health target for yourself. It's no skin
                off my back.
       
        biomcgary wrote 15 hours 40 min ago:
        I work at a biotech that does intersecting research (predicting disease
        risk). We obsess about temporal variation at various time scales and
        the effects are quite real. We use multiple data planes (multi-omics)
        to evaluate temporal effects across diverse biology. Our goal is to
        ensure that our long-term predictions are minimally impacted by
        short-term fluctuations.
       
          canadiantim wrote 13 hours 37 min ago:
          What's your company? I'd be interested in learning more about
          (multi-omics, etc.)
       
            biomcgary wrote 11 hours 45 min ago:
            We're still in lite stealth mode, so posting the name on HN isn't
            the best idea. :-)
       
              greenish_shores wrote 10 hours 56 min ago:
              I think I can relate to this, even despite mine is just purely
              software startup (but it's low-level software/firmware for
              off-the-shelf devices, which can only run commercial closed ones
              at the moment). Too much attention before our product is mature
              enough would be easily able to kill that. We won't be able to
              handle whatever could arise from that with our several-person
              team.
              
              But that's me. Mind sharing your reasons? Of course could be
              obscured as much as you need.
       
                biomcgary wrote 10 hours 16 min ago:
                In this context, stealth helps with trust and communication.
                Although that might seem paradoxical, we are initially working
                with a small number of members reached by word of mouth.
                
                We walk members through our data usage policies in person and
                ask questions to ensure we understand both their health and
                privacy concerns. Without long-term trustworthiness on our
                part, we won't get the longitudinal data that we need to ensure
                that we continue building the best in class predictive models.
                
                There are other reasons, but that's the biggest one.
       
        huytersd wrote 15 hours 51 min ago:
        Even things like posture seem to affect my parameters. My temp will be
        98.4 while seated but if I stand up and check it, it drops down to
        97.9.
       
          lowestprimate wrote 9 hours 37 min ago:
          How are you taking your temperature? Infrared sensor on the forehead?
          Infrared only measures surface temperatures and can give false
          readings of temperature based on how the body "radiator" system is
          working.
       
            TeMPOraL wrote 2 hours 45 min ago:
            The fluctuations aren't that bad. Now, I don't trust the infrared
            sensors myself, because I can't see the "local gradient" of what
            they're measuring, nor how it changes momentarily (why does it
            always take a second or two to measure?), and there certainly are
            areas on the face that vary by whole degree centigrade in
            temperature.
            
            How do I know? Because I got so annoyed at the IR thermometers that
            I recently got myself one of those USB-C thermal cameras (UTi721M,
            specifically). It's like a 256x192 array of IR thermometers,
            measuring continuously, so you actually see what's going on. Lots
            of interesting things you can learn that way, for example that
            cheeks, chin and nose can easily be 1-2℃ cooler than the
            forehead, or that the neck/throat shows about the same temperature
            that the forehead, but seems more stable. And, it's much faster to
            take temp of everyone at home in one go. And then you also can
            learn a lot about your own environment, too. I highly recommend
            this to anyone.
            
            That said, I found in-ear IR most reliable, and use it as a
            baseline for health checkups. You do however need to watch out for
            insertion - if you put the head in the ear too fast and measure
            immediately, you can get a result that's a degree or two centigrade
            above correct, which I imagine is because of momentary friction
            heating.
       
            huytersd wrote 4 hours 39 min ago:
            Under the tongue.
       
          Aurornis wrote 15 hours 29 min ago:
          > My temp will be 98.4 while seated but if I stand up and check it,
          it drops down to 97.9
          
          Body temperature measurements from outside the body are impacted by
          changes in blood flow, which will happen when you stand up.
          
          Your core body temperature isn't fluctuating, the temperature at the
          measurement point is changing slightly because you've changed your
          blood flow.
          
          We're constantly losing heat from our bodies to the environment. You
          could probably get similar measurements if you heavily insulated the
          entire area around the thermometer and let measurements stabilized.
          
          In other words: Don't read too much into this experiment.
       
          jajko wrote 15 hours 38 min ago:
          Maybe its just not a good enough measure for any form of age? Some
          folks get obsessed with numbers without seeing bigger picture and
          focusing on actually important things in life (just general
          observation, please don't take any of this personally)
       
        Terr_ wrote 16 hours 8 min ago:
        That certainly breathes new life into old metaphors like "twilight
        years".
        
        It sounds like the most immediate takeaway is that anyone analyzing
        this stuff needs to control for when measure individuals.
       
          gwern wrote 15 hours 12 min ago:
          The potential for systematic bias here is also quite concerning.
          Imagine your experimental group tends to come in the morning (maybe
          because they're on-site) but your control group is scheduled to come
          in the rest of the day...
       
            biomcgary wrote 11 hours 41 min ago:
            This problem is VERY real and happens in surprising ways. My
            biotech has a dataset that was collected over several years and we
            found this pattern of older people having more Vitamin D in their
            blood than younger people, which is the opposite of the published
            literature. It turns out that the sample collection was initially
            year round but switched to summer only and everyone in the cohort
            was older, by definition, in the later collection.
       
          kkoncevicius wrote 15 hours 34 min ago:
          And not just this stuff but a lot of health metrics probably have
          this occult dependence on the time of day. For example MRIs [1]:
          
   URI    [1]: https://www.nature.com/articles/s41467-023-42588-6
       
       
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