{"id":691,"date":"2018-02-14T20:27:01","date_gmt":"2018-02-14T20:27:01","guid":{"rendered":"http:\/\/joshmitteldorf.peachpuff-wolverine-566518.hostingersite.com\/?p=691"},"modified":"2018-02-17T14:51:42","modified_gmt":"2018-02-17T14:51:42","slug":"methylation-aging-clock-an-update","status":"publish","type":"post","link":"https:\/\/scienceblog.com\/joshmitteldorf\/2018\/02\/14\/methylation-aging-clock-an-update\/","title":{"rendered":"Methylation Aging Clock: An Update"},"content":{"rendered":"<p><i><span style=\"font-weight: 400\">Methylation of DNA is the best-known mode of epigenetic regulation (turning genes on and off). \u00a0Methylation patterns are stable unless they are actively changed, and can persist over decades, even\u00a0<\/span><\/i><i><span style=\"font-weight: 400\">across generations. \u00a0<\/span><\/i><\/p>\n<p><i><span style=\"font-weight: 400\">Four years ago, biostatistician Steve Horvath of UCLA identified a set of 353 methylation sites that are best-correlated with human (chronological) age. \u00a0These are sites where genes are turned on and off at particular stages of life. \u00a0A computer analysis of a gene sample (from blood or skin or even urine) can determine a person\u2019s age within about two years.<\/span><\/i><\/p>\n<p><i><span style=\"font-weight: 400\">Two reasons the Horvath Clock is important. \u00a0First, it is the best measure we have of a person\u2019s biological age, so it provides an objective measure of whether our anti-aging interventions are working. \u00a0Say you\u2019re excited about a new drug and you want to know whether it really makes people younger. \u00a0Before the Horvath clock, you had to give it to thousands of people and wait a long time to see if fewer of them were dying, compared to people who did not get the drug. \u00a0The Horvath clock is a huge shortcut. \u00a0You can give the drug to just a few people and measure their Horvath (methylation) age before and after. \u00a0With just a few dozen people over a two-year period, you can get a very good idea whether your drug is working.<\/span><\/i><\/p>\n<p><i><span style=\"font-weight: 400\">Second, there is evidence and theory to support the idea that the methylation sites that Horvath identified are not just markers of aging but causes of aging. \u00a0That means that if we can figure out how to get inside the cell nucleus and re-configure the methylation patterns on the chromosomes, we should be able to address a root cause of aging. (Before we get too excited: \u201cGene therapy\u201d has been around 20 years but is still in a developmental stage; \u201cepigenetic therapy\u201d is what we need, and it does not yet exist, but is technically feasible using genetically engineered viruses and CRISPR.)<\/span><\/i><\/p>\n<p><i><span style=\"font-weight: 400\">The write-up below is taken directly from two talks that Horvath gave, <\/span><\/i><a href=\"https:\/\/www.youtube.com\/watch?v=0zaCKAnFogQ\"><i><span style=\"font-weight: 400\">2016 at NIH in Maryland<\/span><\/i><\/a><i><span style=\"font-weight: 400\"> and just <\/span><\/i><a href=\"https:\/\/www.youtube.com\/watch?v=hWgtlWyGvTg\"><i><span style=\"font-weight: 400\">last month in Los Angeles<\/span><\/i><\/a><i><span style=\"font-weight: 400\">.<\/span><\/i><\/p>\n<hr \/>\n<p><span style=\"font-weight: 400\">In 2012-2013, three papers appeared proposing the idea that the deep cause of aging (in humans and many other higher animals) is an epigenetic program [<\/span><a href=\"http:\/\/online.liebertpub.com\/doi\/abs\/10.1089\/rej.2012.1324\"><span style=\"font-weight: 400\">Johnson<\/span><\/a><span style=\"font-weight: 400\">, <\/span><a href=\"https:\/\/link.springer.com\/article\/10.1134\/S0006297913090113\"><span style=\"font-weight: 400\">Mitteldorf<\/span><\/a><span style=\"font-weight: 400\">, <\/span><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0092867412000049\"><span style=\"font-weight: 400\">Rando<\/span><\/a><span style=\"font-weight: 400\">]. \u00a0Genes are turned on and off at various stages of life, producing growth, development and aging in seamless sequence. \u00a0(A fourth <\/span><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC3735698\/\"><span style=\"font-weight: 400\">paper by Blagosklonny<\/span><\/a><span style=\"font-weight: 400\"> proposed a similar idea, but focused on the role of a single transcription factor controlling gene expression (mTOR) and shied away from the conclusion that natural selection might have preferred aging affirmatively. \u00a0Here\u2019s an <\/span><a href=\"http:\/\/www.tandfonline.com\/doi\/abs\/10.4161\/cc.5.18.3288\"><span style=\"font-weight: 400\">earlier presentiment<\/span><\/a><span style=\"font-weight: 400\"> by Blagosklonny.) <\/span><\/p>\n<p><span style=\"font-weight: 400\">It\u2019s a powerful hypothesis that proposes to resolve evolutionary and metabolic questions alike. \u00a0It contains a seed of a prescription for anti-aging research\u2014although epigenetics has proved to be so complicated that practical modification of the body\u2019s gene expression schedule may require a lot more groundwork.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Unbeknownst to any of us working on these theoretical papers, Steve Horvath was already working on calibration and measurement of the epigenetic aging clock, and he <\/span><a href=\"https:\/\/genomebiology.biomedcentral.com\/articles\/10.1186\/gb-2013-14-10-r115\"><span style=\"font-weight: 400\">published<\/span><\/a><span style=\"font-weight: 400\"> his basic result by the end of 2013.<\/span><\/p>\n<p><span style=\"font-weight: 400\">One remarkable property of the Horvath clock is that it is more accurate than chronological age for predicting who will contract aging diseases and who will die. \u00a0Even though the clock was derived with an algorithm that matched the output clock age as closely as possible to chronological age, the result proved to contain more information than chronological age. \u00a0\u201cIn deriving the clock, chronological age was used as a proxy for biological age.\u201d \u00a0People whose \u201cmethylation age\u201d is greater than their chronological age are likely to suffer health deterioration and to die sooner than people whose methylation age is less than their chronological age. \u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400\">Horvath has openly shared his methodology and his computer program. \u00a0Based on the Horvath clock, a California company began last year to offer a commercial test for methylation age. \u00a0You can send a blood or urine sample to <\/span><a href=\"https:\/\/www.zymoresearch.com\/products\/epigenetics\"><span style=\"font-weight: 400\">Zymo Research<\/span><\/a><span style=\"font-weight: 400\">.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><b>Candidate aging clocks<\/b><\/p>\n<p><span style=\"font-weight: 400\">Horvath describes how he came up with the idea of a methylation clock by a process of elimination, beginning with four candidate clocks:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Telomere length<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Gene expression profile<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Proteomic data<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">DNA Methylation<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400\">In detail:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Telomere length &#8211; This had been measured easily and cheaply for more than a decade, but its correlation with chronological age (and with mortality) is not strong enough to be useful as a biological clock.<\/span><span style=\"font-weight: 400\"><br \/>\n<\/span><span style=\"font-weight: 400\"><br \/>\n<\/span><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-694\" src=\"https:\/\/scienceblog.com\/wp-content\/uploads\/sites\/2\/2018\/02\/Telomere-length-vs-age.png\" alt=\"\" width=\"647\" height=\"511\" srcset=\"https:\/\/scienceblog.com\/joshmitteldorf\/wp-content\/uploads\/sites\/2\/2018\/02\/Telomere-length-vs-age.png 647w, https:\/\/scienceblog.com\/joshmitteldorf\/wp-content\/uploads\/sites\/2\/2018\/02\/Telomere-length-vs-age-300x237.png 300w, https:\/\/scienceblog.com\/joshmitteldorf\/wp-content\/uploads\/sites\/2\/2018\/02\/Telomere-length-vs-age-380x300.png 380w\" sizes=\"auto, (max-width: 647px) 100vw, 647px\" \/><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Gene expression profile: Which genes are being transcribed into RNA at a given time? \u00a0This can be measured by extracting RNA, and turns out to be highly tissue-specific. \u00a0In other words, it varies according to which part of the body you\u2019re looking at.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">Proteomic data: \u00a0Genes, once transcribed, are translated into proteins. \u00a0Some of these proteins stay in the cell while others circulate through the body. \u00a0Gene CHIP technology measures levels of different proteins reliably and inexpensively.<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">DNA Methylation: Easier to measure than (2) or (3). Methylation is only one of many mechanisms controlling gene expression, but it is one of the most persistent. \u00a0Horvath found that a subset of DNA methylation sites seems to be characteristic of age no matter where in the body they are measured.<\/span><\/li>\n<\/ol>\n<p><b>What is DNA methylation?<\/b><\/p>\n<p><span style=\"font-weight: 400\">Adjacent to many genes is a <\/span><a href=\"https:\/\/en.wikipedia.org\/wiki\/Promoter_(genetics)\"><span style=\"font-weight: 400\">promoter site<\/span><\/a><span style=\"font-weight: 400\">, a location on the same chromosome which stores temporary information about whether the gene is turned on or off. \u00a0Promoter sites contain the base sequence C-G-C-G-C-G-C repeated. \u00a0This is called a <\/span><a href=\"https:\/\/en.wikipedia.org\/wiki\/CpG_site#CpG_islands\"><span style=\"font-weight: 400\">CpG island<\/span><\/a><span style=\"font-weight: 400\"> (where the \u201cp\u201d just tells you that the C is linked to G on the same strand, rather than being linked across strands, in which C is paired with G.)<\/span><\/p>\n<p><span style=\"font-weight: 400\">C stands for \u201cCytosine\u201d, and the Cytosine molecule can be modified by adding an extra methyl group (CH<\/span><span style=\"font-weight: 400\">3<\/span><span style=\"font-weight: 400\">) to form 5-methyl Cytosine.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/thumb\/c\/c5\/DNA_methylation.png\/302px-DNA_methylation.png\" width=\"302\" height=\"139\" \/><\/p>\n<p><span style=\"font-weight: 400\">The cell has molecular workers that are deployed to go around specifically adding methyl groups in some parts of the DNA or removing them in others. \u00a0The bottom line is that methylated Cytosine is a sign that says \u201cdon\u2019t transcribe the adjacent gene.\u201d \u00a0When the methyl groups are removed, it is a signal that the gene are to be transcribed once more.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Enzymes called methyl transferases are deployed to precise regions of the genome to turn genes on and off. \u00a0Methylation can be transient. \u00a0There is <\/span><a href=\"http:\/\/journals.plos.org\/plosgenetics\/article?id=10.1371\/journal.pgen.1004792\"><span style=\"font-weight: 400\">evidence<\/span><\/a><span style=\"font-weight: 400\"> for circadian cycles of methylation. \u00a0Or it can be quite long-lasting. \u00a0Methylation patterns can persist for decades, and are copied when cells replicate, so that methylation patterns can be passed to offspring as part of one\u2019s epigenetic legacy. \u00a0Inherited methylation sites are the exception however; most of the genome is programmed fresh with age-zero, pluripotent methylation patterns when egg and sperm cells are generated.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><b>How the methylation clock works<\/b><\/p>\n<p><span style=\"font-weight: 400\">Using a standard statistical algorithm, Horvath identified 353 CpG sites that were most strongly correlated with chronological age, no matter where in the body he looked. \u00a0The same algorithm provided 353 numbers to be multiplied by methylation levels at each site, then added up to produce a number. \u00a0The number is not directly a measure of age, but in the last step a table is used (an empirically-derived curve) to associate the number with an age.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-695\" src=\"https:\/\/scienceblog.com\/wp-content\/uploads\/sites\/2\/2018\/02\/methylation-clock-raw-output.png\" alt=\"\" width=\"697\" height=\"380\" srcset=\"https:\/\/scienceblog.com\/joshmitteldorf\/wp-content\/uploads\/sites\/2\/2018\/02\/methylation-clock-raw-output.png 697w, https:\/\/scienceblog.com\/joshmitteldorf\/wp-content\/uploads\/sites\/2\/2018\/02\/methylation-clock-raw-output-300x164.png 300w, https:\/\/scienceblog.com\/joshmitteldorf\/wp-content\/uploads\/sites\/2\/2018\/02\/methylation-clock-raw-output-500x273.png 500w\" sizes=\"auto, (max-width: 697px) 100vw, 697px\" \/><\/p>\n<p><span style=\"font-weight: 400\">This is the raw output of the function before it is transformed into an age. \u00a0Notice that methylation changes very rapidly during the first 5 years of life, gradually slowing during the growth phase and straightening out to constant slope after about age 18.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Even though the Horvath clock was designed to be independent of what part of the body DNA was drawn from, some variations appear. \u00a0Most noticeable is female breast tissue, which ages faster than the rest of the body, and brain tissue, which ages more slowly. \u00a0Blood and bone tissue tend to age a little faster. \u00a0(Sperm and egg cells are \u201cage zero\u201d no matter the age of the person from whom the germ cells were drawn. \u00a0Placentas from women of all ages are age zero.) Similarly, induced stem cells (using the 4 Yamanaka factors) have zero age. \u00a0In contrast, a similar treatment can change one differentiated cell type into another, for example, turning a skin cell into a neuron. \u00a0This does not affect epigentic age.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Liver cells tend to be older than the rest of the body in people who are overweight, and younger than the rest of the body in people who are underweight. \u00a0Other tissues don\u2019t seem to show this relationship. \u00a0For example, fat cells do not have older methylation ages in people who are obese. \u00a0And, perhaps surprisingly, weight loss does not reverse the accelerated methylation age of the liver (at least, not within the 9-month time frame of the <\/span><a href=\"http:\/\/www.pnas.org\/content\/111\/43\/15538.short\"><span style=\"font-weight: 400\">one study<\/span><\/a><span style=\"font-weight: 400\"> looking at this).<\/span><br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/ssl.gstatic.com\/mail\/emoji\/v7\/png48\/emoji_u1f61e.png\" alt=\"\uf61e\" width=\"27\" height=\"27\" \/><\/p>\n<p><span style=\"font-weight: 400\">Studies have been done correlating methylation age with various diseases and, of course, mortality. \u00a0Corrections are made for every kind of environmental factor, including smoking, obesity, exercise, workplace hazards, etc, called collectively the \u201cextrinsic factors\u201d. \u00a0The result is that methylation age rises with extrinsic factors, and independently methylation age is also correlated with intrinsic (genetic) factors that affect lifespan. \u00a0Horvath estimates that genetics controls 40% of the variation in methylation age (as it differs from chronological age).<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-692\" src=\"https:\/\/scienceblog.com\/wp-content\/uploads\/sites\/2\/2018\/02\/Studies-linking-to-methylation-age-1024x721.png\" alt=\"\" width=\"584\" height=\"411\" srcset=\"https:\/\/scienceblog.com\/joshmitteldorf\/wp-content\/uploads\/sites\/2\/2018\/02\/Studies-linking-to-methylation-age-1024x721.png 1024w, https:\/\/scienceblog.com\/joshmitteldorf\/wp-content\/uploads\/sites\/2\/2018\/02\/Studies-linking-to-methylation-age-300x211.png 300w, https:\/\/scienceblog.com\/joshmitteldorf\/wp-content\/uploads\/sites\/2\/2018\/02\/Studies-linking-to-methylation-age-768x540.png 768w, https:\/\/scienceblog.com\/joshmitteldorf\/wp-content\/uploads\/sites\/2\/2018\/02\/Studies-linking-to-methylation-age-426x300.png 426w, https:\/\/scienceblog.com\/joshmitteldorf\/wp-content\/uploads\/sites\/2\/2018\/02\/Studies-linking-to-methylation-age.png 1276w\" sizes=\"auto, (max-width: 584px) 100vw, 584px\" \/><\/p>\n<p><span style=\"font-weight: 400\">Men are slightly older than women in methylation age. \u00a0This is already evident by age 2. Delayed menopause is associated with lower epigenetic age. Cognitive function correlates inversely with methylation age of the brain. <\/span><\/p>\n<p><span style=\"font-weight: 400\">Speaking before Horvath at the same conference, Jim Watson claims there are many supplements and medications that can slow the Horvath clock. \u00a0The one he focuses on is <a href=\"https:\/\/www.nature.com\/articles\/onc2016391\">metformin, which, he says, has epigenetic effects<\/a> via an entirely different pathway from lowering blood sugar (the purpose for which it has been prescribed to tens of millions of diabetics). <\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400\">Here\u2019s a curious clue: \u00a0There is a tiny number of <\/span><a href=\"https:\/\/www.mirror.co.uk\/news\/real-life-stories\/meet-gabby-williams---9-year-old-4704634\"><span style=\"font-weight: 400\">children who never develop or grow<\/span><\/a><span style=\"font-weight: 400\">, and continue to look like babies through age 20 and perhaps beyond. \u00a0These children have <\/span><a href=\"https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC4468314\/\"><span style=\"font-weight: 400\">normal methylation age<\/span><\/a><span style=\"font-weight: 400\">. \u00a0Whatever it is that blocks their growth, it is not the methylation changes in their DNA. \u00a0Does this mean that there are other epigenetic controls, more powerful than methylation, that control growth and development? \u00a0Or does it mean that children with this syndrome have normal epigenetic development, but something downstream from gene expression is blocking their growth? \u00a0Conversely, Hutchinson-Gilford progeria is caused by a defect in the LMNA gene which causes children to age and die before they even grow up. \u00a0Hutchinson-Gilford children have normal methylation ages by the Horvath clock.<\/span><br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-large\" src=\"https:\/\/dynamicmedia.zuza.com\/zz\/m\/original_\/8\/a\/8ae29d83-d8e0-45d4-8c00-844d0b999ce1\/B823071801Z.1_20170124103049_000_G731QGPDO.2_Gallery.jpg\" width=\"640\" height=\"359\" \/><\/p>\n<p><span style=\"font-weight: 400\">Radiation, like smoking and exposure to environmental oxidation, tends to age the body faster. \u00a0This is independent of methylation age\u2014which is unaffected by radiation. \u00a0Neither smoking nor radiation exposure affect epigenetic age. \u00a0HIV also accelerates aging, and HIV <\/span><b><i>does<\/i><\/b><span style=\"font-weight: 400\"> affect methylation age.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Methylation age and telomere age are both correlated with chronological age, and they both predict mortality and morbidity independent of chronological age. \u00a0But the two measures are not correlated with each other. \u00a0In other words, the information contained in the methylation clock and in measures of telomere length complement one another to offer a better predictor of future aging decline than either of them separately.<\/span><\/p>\n<p><span style=\"font-weight: 400\">Diet has a weak effect on methylation age. \u00a0Very high carbohydrate, very low protein diets are noticeably terrible. \u00a0Beyond this, there seem to be two sweet spots: one for the Ornish-style protein-restricted diet and one for the Zone\/Atkins style diet. \u00a0Weak evidence to be sure, but suggestive that they both work.<\/span><\/p>\n<p><span style=\"font-weight: 400\">\u201cThe epigenetic clock is broken in cancer tissue.\u201d [<\/span><a href=\"http:\/\/journals.plos.org\/plosgenetics\/article?id=10.1371\/journal.pgen.1005334\"><span style=\"font-weight: 400\">ref<\/span><\/a><span style=\"font-weight: 400\">]<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><b>Building on the original clock<\/b><\/p>\n<p><span style=\"font-weight: 400\">The original clock was optimized to track chronological age, and yet it fortuitously provided more information than chronological age. \u00a0In a second iteration, Horvath set out explicitly to track biological age. \u00a0He used historic blood samples from the 1990s, and paired them with hospital records and death certificates to search for methylation sites that correlate best with aging-related health outcomes. \u00a0The result was the phenotypic clock, DNAm phenoAge. \u00a0This uses 513 methylation sites to predict <\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">all-cause mortality<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">cardiovascular mortality<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">lung disease<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">cancer<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">diabetes<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">(loss of) physical strength<\/span><\/li>\n<li style=\"font-weight: 400\"><span style=\"font-weight: 400\">(loss of) cognitive ability<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400\">On the drawing board: \u00a0An epigenetic clock specialized to work well with skin and blood cells, (which are the most accessible). \u00a0(Enough skin cells can be scraped painlessly from the inside of your mouth (buccal epithelial cells) to do a DNAm test.)<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><b>Connection to Parabiosis and Plasma Transfusions<\/b><\/p>\n<p><span style=\"font-weight: 400\">Several groups have begun to experiment with <a href=\"https:\/\/scienceblog.com\/joshmitteldorf\/2018\/01\/19\/ambitious-new-anti-aging-trial-in-humans\/\">transfusions of blood plasma<\/a> from a young donor as a possible path to rejuvenation. \u00a0Horvath reports an encouraging finding: \u00a0Sometimes older people contract a form of leukemia that requires a blood and marrow transfusion (including the stem cells that give rise to new blood) from a donor. \u00a0The finding is that after this treatment, the blood of the patient continues to show the methylation age of the donor, not the patient. \u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><b>Epigenetic Aging and Telomere Aging Bound to a See-Saw Relationship<\/b><\/p>\n<p><span style=\"font-weight: 400\">(This was the most exciting new result for me personally, because it relates to an idea I have held dear for more than a decade.)<\/span><\/p>\n<p><span style=\"font-weight: 400\">Methylation age is older or younger than chronological age in different people, generally by about <\/span><span style=\"text-decoration: underline\"><span style=\"font-weight: 400\">+<\/span><\/span><span style=\"font-weight: 400\">2 years. \u00a040% of the variation is due to genetics. \u00a0Some common genetic variants can make the clock run faster or slower. \u00a0<\/span><b><i>The most prominent genetic variants link telomere aging to methylation aging. \u00a0<\/i><\/b><span style=\"font-weight: 400\">The faster your epigenetic clock runs, the longer your telomeres. \u00a0The slower your epigenetic clock runs, the shorter your telomeres. [<a href=\"https:\/\/www.biorxiv.org\/content\/biorxiv\/early\/2017\/06\/30\/157776.full.pdf\">preprint<\/a>]<\/span><\/p>\n<p><span style=\"font-weight: 400\">There\u2019s a word for this in the genetic theory of aging. \u00a0It\u2019s called <\/span><b><i>Antagonistic Pleiotropy<\/i><\/b><span style=\"font-weight: 400\">. \u00a0Back in <a href=\"http:\/\/sageke.sciencemag.org\/cgi\/content\/abstract\/2001\/1\/cp13\">1957<\/a>, George Williams theorized that the genes causing aging ought to have simultaneous beneficial and detrimental effects. \u00a0That would explain why natural selection has permitted aging to occur, despite the fact that it cuts off fitness. \u00a0Williams said: Nature had no choice but to accept the genes that cause aging because there was no other way to get the benefits of these same genes (which he surmised ought to enhance fertility).<\/span><\/p>\n<p><span style=\"font-weight: 400\">My theory of Antagonistic Pleiotropy is that it is not a situation of \u201cforced choice\u201d; rather, aging is important for the health of the community, and mother nature has been faced with the dilemma: how to keep aging in place despite efficient natural selection against it on the individual level. \u00a0Aging is so important to the community that evolution has been motivated to find ways to keep it in place, despite the short-term temptation for natural selection to favor those with longer lives (thus greater opportunities to leave offspring). \u00a0In my hypothesis, evolution invented pleiotropy to address this problem. The telomerase-epigenetic clock connection is an example. \u00a0There is no physically necessary connection between telomerase and epigenetic aging, but the two have evolved a see-saw link so that it is more difficult to mutate aging away.<\/span><\/p>\n<p><span style=\"font-weight: 400\">This also relates to <\/span><a href=\"https:\/\/scienceblog.com\/joshmitteldorf\/2017\/09\/\"><span style=\"font-weight: 400\">my coverage last fall<\/span><\/a><span style=\"font-weight: 400\"> of the telomerase-cancer connection. \u00a0At the time, I was scratching my head, why should genetic variants that lengthen telomeres be associated with higher rates of some cancers? \u00a0Here is a clue: The same genetic variants that lengthen telomeres also accelerate the epigenetic aging program. \u00a0The specific example of a cancer that is most closely tied to higher telomerase levels is melanoma, which is a cancer that is less sensitive to age than other cancers.\u00a0 People tend to get melanoma earlier in life than other skin cancers. Therefore, I predict that other pleiotropic links will be found between these genetic variants that promote longer telomeres and other mechanisms linked specifically to melanoma.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-693\" src=\"https:\/\/scienceblog.com\/wp-content\/uploads\/sites\/2\/2018\/02\/AgingClock.png\" alt=\"\" width=\"430\" height=\"598\" srcset=\"https:\/\/scienceblog.com\/joshmitteldorf\/wp-content\/uploads\/sites\/2\/2018\/02\/AgingClock.png 430w, https:\/\/scienceblog.com\/joshmitteldorf\/wp-content\/uploads\/sites\/2\/2018\/02\/AgingClock-216x300.png 216w\" sizes=\"auto, (max-width: 430px) 100vw, 430px\" \/><br \/>\n<b>The Bottom Line<\/b><\/p>\n<p><span style=\"font-weight: 400\">All these data in a field so new is a tribute to Horvath\u2019s industriousness and to the promise and fruitfulness of a new methodology.<\/span><\/p>\n<p><span style=\"font-weight: 400\">The data so far suggest that methylation programming is a big part of the driver of aging, but not the whole story. \u00a0Smoking affects life expectancy, but it doesn\u2019t affect methylation age. \u00a0Weight loss benefits life expectancy, but it is invisible to methylation age. \u00a0Most curious are those children who fail to develop, or age prematurely, even though their methylation age is progressing on schedule.<\/span><\/p>\n<p><span style=\"font-weight: 400\">What does it mean that radiation ages the body without advancing the methylation clock? \u00a0Perhaps that accumulation of damage is part of the phenotype of aging, though I remain hopeful that the body remains capable of undoing that damage even late in life, if it is re-programmed to want to do so. \u00a0What does it mean that AIDS advances the aging clock? \u00a0Perhaps that the immune system is a central signaling mechanism in the aging process.<\/span><\/p>\n<p><span style=\"font-weight: 400\">So, it\u2019s \u201cmethylation plus\u201d. \u00a0Plus what? \u00a0Not just methylation plus damage\u201d; though we can certainly shorten our lifespan with radiation or smoking, we can\u2019t increase our lifespan by avoiding toxins. \u00a0\u201cMethylation plus other epigenetic programs\u201d\u2014this would be my first guess. \u00a0\u201cMethylation plus mitochondrial state\u201d would be a close second. Methylation is all in the nucleus, and the cytoplasm of the cell seems to store independent information, and can even re-program the state of the nucleus, as suggested by parabiosis experiments. There is also evidence for\u201cMethylation plus telomere shortening\u201d.\u00a0 <\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Methylation of DNA is the best-known mode of epigenetic regulation (turning genes on and off). \u00a0Methylation patterns are stable unless they are actively changed, and can persist over decades, even\u00a0across generations. \u00a0 Four years ago, biostatistician Steve Horvath of UCLA identified a set of 353 methylation sites that are best-correlated with human (chronological) age. \u00a0These &#8230; <a title=\"Methylation Aging Clock: An Update\" class=\"read-more\" href=\"https:\/\/scienceblog.com\/joshmitteldorf\/2018\/02\/14\/methylation-aging-clock-an-update\/\" aria-label=\"Read more about Methylation Aging Clock: An Update\">Read more<\/a><\/p>\n","protected":false},"author":65,"featured_media":693,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-691","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.4 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Methylation Aging Clock: An Update - Josh Mitteldorf<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/scienceblog.com\/joshmitteldorf\/2018\/02\/14\/methylation-aging-clock-an-update\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Methylation Aging Clock: An Update\" \/>\n<meta property=\"og:description\" content=\"Methylation of DNA is the best-known mode of epigenetic regulation (turning genes on and off). \u00a0Methylation patterns are stable unless they are actively changed, and can persist over decades, even\u00a0across generations. \u00a0 Four years ago, biostatistician Steve Horvath of UCLA identified a set of 353 methylation sites that are best-correlated with human (chronological) age. \u00a0These ... Read more\" \/>\n<meta property=\"og:url\" content=\"https:\/\/scienceblog.com\/joshmitteldorf\/2018\/02\/14\/methylation-aging-clock-an-update\/\" \/>\n<meta property=\"og:site_name\" content=\"Josh Mitteldorf\" \/>\n<meta property=\"article:published_time\" content=\"2018-02-14T20:27:01+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2018-02-17T14:51:42+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/scienceblog.com\/joshmitteldorf\/wp-content\/uploads\/sites\/2\/2018\/02\/AgingClock.png\" \/>\n\t<meta property=\"og:image:width\" content=\"430\" \/>\n\t<meta property=\"og:image:height\" content=\"598\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Josh Mitteldorf\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Josh Mitteldorf\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"14 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/scienceblog.com\\\/joshmitteldorf\\\/2018\\\/02\\\/14\\\/methylation-aging-clock-an-update\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/scienceblog.com\\\/joshmitteldorf\\\/2018\\\/02\\\/14\\\/methylation-aging-clock-an-update\\\/\"},\"author\":{\"name\":\"Josh Mitteldorf\",\"@id\":\"https:\\\/\\\/scienceblog.com\\\/joshmitteldorf\\\/#\\\/schema\\\/person\\\/214c5d1dad9f15c48f03128d5cfccdb1\"},\"headline\":\"Methylation Aging Clock: An Update\",\"datePublished\":\"2018-02-14T20:27:01+00:00\",\"dateModified\":\"2018-02-17T14:51:42+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/scienceblog.com\\\/joshmitteldorf\\\/2018\\\/02\\\/14\\\/methylation-aging-clock-an-update\\\/\"},\"wordCount\":2847,\"commentCount\":287,\"publisher\":{\"@id\":\"https:\\\/\\\/scienceblog.com\\\/joshmitteldorf\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/scienceblog.com\\\/joshmitteldorf\\\/2018\\\/02\\\/14\\\/methylation-aging-clock-an-update\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/scienceblog.com\\\/joshmitteldorf\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2018\\\/02\\\/AgingClock.png\",\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/scienceblog.com\\\/joshmitteldorf\\\/2018\\\/02\\\/14\\\/methylation-aging-clock-an-update\\\/#respond\"]}],\"copyrightYear\":\"2018\",\"copyrightHolder\":{\"@id\":\"https:\\\/\\\/scienceblog.com\\\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/scienceblog.com\\\/joshmitteldorf\\\/2018\\\/02\\\/14\\\/methylation-aging-clock-an-update\\\/\",\"url\":\"https:\\\/\\\/scienceblog.com\\\/joshmitteldorf\\\/2018\\\/02\\\/14\\\/methylation-aging-clock-an-update\\\/\",\"name\":\"Methylation Aging Clock: An Update - 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The surprising fact that our bodies are genetically programmed to age and to die offers an enormous opportunity for medical intervention. It may be that therapies to slow the progress of aging need not repair or regenerate anything, but only need to interfere with an existing program of self-destruction. Mitteldorf has taught a weekly yoga class for thirty years. He is an advocate for vigorous self care, including exercise, meditation and caloric restriction. After earning a PhD in astrophysicist, Mitteldorf moved to evolutionary biology as a primary field in 1996. He has taught at Harvard, Berkeley, Bryn Mawr, LaSalle and Temple University. He is presently affiliated with MIT as a visiting scholar. In private life, Mitteldorf is an advocate for election integrity as well as public health. He is an avid amateur musician, playing piano in chamber groups, French horn in community orchestras. His two daughters are among the first children adopted from China in the mid-1980s. Much to the surprise of evolutionary biologists, genetic experiments indicate that aging has been selected as an adaptation for its own sake. This poses a conundrum: the impact of aging on individual fitness is wholly negative, so aging must be regarded as a kind of evolutionary altruism. Unlike other forms of evolutionary altruism, aging offers benefits to the community that are weak, and not well focussed on near kin of the altruist. This makes the mechanism challenging to understand and to model. more at http:\\\/\\\/mathforum.org\\\/~josh\",\"sameAs\":[\"http:\\\/\\\/AgingAdvice.org\"],\"url\":\"https:\\\/\\\/scienceblog.com\\\/joshmitteldorf\\\/author\\\/joshmitteldorf\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Methylation Aging Clock: An Update - Josh Mitteldorf","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/scienceblog.com\/joshmitteldorf\/2018\/02\/14\/methylation-aging-clock-an-update\/","og_locale":"en_US","og_type":"article","og_title":"Methylation Aging Clock: An Update","og_description":"Methylation of DNA is the best-known mode of epigenetic regulation (turning genes on and off). \u00a0Methylation patterns are stable unless they are actively changed, and can persist over decades, even\u00a0across generations. \u00a0 Four years ago, biostatistician Steve Horvath of UCLA identified a set of 353 methylation sites that are best-correlated with human (chronological) age. \u00a0These ... 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The surprising fact that our bodies are genetically programmed to age and to die offers an enormous opportunity for medical intervention. It may be that therapies to slow the progress of aging need not repair or regenerate anything, but only need to interfere with an existing program of self-destruction. Mitteldorf has taught a weekly yoga class for thirty years. He is an advocate for vigorous self care, including exercise, meditation and caloric restriction. After earning a PhD in astrophysicist, Mitteldorf moved to evolutionary biology as a primary field in 1996. He has taught at Harvard, Berkeley, Bryn Mawr, LaSalle and Temple University. He is presently affiliated with MIT as a visiting scholar. In private life, Mitteldorf is an advocate for election integrity as well as public health. He is an avid amateur musician, playing piano in chamber groups, French horn in community orchestras. His two daughters are among the first children adopted from China in the mid-1980s. Much to the surprise of evolutionary biologists, genetic experiments indicate that aging has been selected as an adaptation for its own sake. This poses a conundrum: the impact of aging on individual fitness is wholly negative, so aging must be regarded as a kind of evolutionary altruism. Unlike other forms of evolutionary altruism, aging offers benefits to the community that are weak, and not well focussed on near kin of the altruist. This makes the mechanism challenging to understand and to model. more at http:\/\/mathforum.org\/~josh","sameAs":["http:\/\/AgingAdvice.org"],"url":"https:\/\/scienceblog.com\/joshmitteldorf\/author\/joshmitteldorf\/"}]}},"jetpack_featured_media_url":"https:\/\/scienceblog.com\/joshmitteldorf\/wp-content\/uploads\/sites\/2\/2018\/02\/AgingClock.png","jetpack_shortlink":"https:\/\/wp.me\/pgtN8h-b9","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/scienceblog.com\/joshmitteldorf\/wp-json\/wp\/v2\/posts\/691","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/scienceblog.com\/joshmitteldorf\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/scienceblog.com\/joshmitteldorf\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/scienceblog.com\/joshmitteldorf\/wp-json\/wp\/v2\/users\/65"}],"replies":[{"embeddable":true,"href":"https:\/\/scienceblog.com\/joshmitteldorf\/wp-json\/wp\/v2\/comments?post=691"}],"version-history":[{"count":0,"href":"https:\/\/scienceblog.com\/joshmitteldorf\/wp-json\/wp\/v2\/posts\/691\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/scienceblog.com\/joshmitteldorf\/wp-json\/wp\/v2\/media\/693"}],"wp:attachment":[{"href":"https:\/\/scienceblog.com\/joshmitteldorf\/wp-json\/wp\/v2\/media?parent=691"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/scienceblog.com\/joshmitteldorf\/wp-json\/wp\/v2\/categories?post=691"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/scienceblog.com\/joshmitteldorf\/wp-json\/wp\/v2\/tags?post=691"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}