") no-repeat center center;background-size:10px 16px;content:' '}@media(min-width:768px){.egqDdf::before{display:none}}.hzcAyL{min-height:389px;margin-bottom:16px;clear:both}@media(min-width:1000px){.hzcAyL{min-height:380px}}@media(min-width:1000px){.iZGsHB .taboola{display:none}}.iZGsHB:has(#taboola-carousel-thumbnails){min-height:426px}.iZGsHB:has(#taboola-mid-article-thumbnails-crime){min-height:405px}@media(min-width:1000px){.iZGsHB:has(#taboola-carousel-thumbnails),.iZGsHB:has(#taboola-mid-article-thumbnails-crime){min-height:0}}.fLVhoJ .tp-container-inner,.fLVhoJ .sc-1suqprf-0{position:relative;box-shadow:0 -22px 16px 22px rgba(255,255,255,0.95);box-shadow:0 -22px 16px 22px light-dark(rgba(255,255,255,0.95),rgba(0,0,0,0.95))}.fLVhoJ.closed{display:none}.hVIqlZ{width:32px}.hVIqlZ,.hVIqlZ:focus{color:#627aac;color:light-dark(#627aac,#627aac)}.hVIqlZ:hover,.hVIqlZ:active,.hVIqlZ:focus-visible{color:#9cabcb;color:light-dark(#9cabcb,#9cabcb)}@media(min-width:768px){.hVIqlZ.mobile-only{display:none}}.bnFTrl{width:32px}.bnFTrl,.bnFTrl:focus{color:#4e4e4e;color:light-dark(#4e4e4e,#4e4e4e)}.bnFTrl:hover,.bnFTrl:active,.bnFTrl:focus-visible{color:#919191;color:light-dark(#919191,#919191)}@media(min-width:768px){.bnFTrl.mobile-only{display:none}}.dtuElZ{width:32px}.dtuElZ,.dtuElZ:focus{color:#25d366;color:light-dark(#25d366,#25d366)}.dtuElZ:hover,.dtuElZ:active,.dtuElZ:focus-visible{color:#66e093;color:light-dark(#66e093,#66e093)}@media(min-width:768px){.dtuElZ.mobile-only{display:none}}.geQZNt{width:32px}.geQZNt,.geQZNt:focus{color:#ec1a2e;color:light-dark(#ec1a2e,#ec1a2e)}.geQZNt:hover,.geQZNt:active,.geQZNt:focus-visible{color:#f58992;color:light-dark(#f58992,#f58992)}@media(min-width:768px){.geQZNt.mobile-only{display:none}}.fMVKDn{display:flex;gap:12px}.kHbRaW .sc-17yxc4y-0{display:none}.kHbRaW:hover .sc-17yxc4y-0,.kHbRaW.bookmark-button-saved .sc-17yxc4y-0{display:block}.kHbRaW:hover .sc-17yxc4y-1,.kHbRaW.bookmark-button-saved .sc-17yxc4y-1{display:none}.kHbRaW.bookmark-button-saved .sc-17yxc4y-0{display:block}.kHbRaW.bookmark-button-saved .sc-17yxc4y-1{display:none}.kHbRaW.bookmark-button-saved:hover .sc-17yxc4y-0{display:none}.kHbRaW.bookmark-button-saved:hover .sc-17yxc4y-1{display:block}.LrqJk{display:inline-block;width:32px;height:32px;color:#70a5a7;color:light-dark(#70a5a7,#70a5a7)}.gsHIni{display:flex;flex-direction:row;justify-content:center;gap:12px}.jTEZjg{display:flex;position:relative;justify-content:center}@media(min-width:768px){.jTEZjg{justify-content:flex-end;padding-top:12px;margin:0}}.laxBOB{display:flex}.sticky .laxBOB{flex-direction:column}.hDXmfN{overflow:hidden;height:23px;margin-bottom:8px;border-bottom:0;clear:both}@media(min-width:768px){.hDXmfN{height:25px}}.jGyHqZ{display:inline-block;flex-shrink:0;margin:0 12px 0 0;font:bold 14px/normal 'Indy Sans','Indy Sans Fallback',sans-serif}.jGyHqZ::after{content:':'}.bsdbXr{display:inline-block;margin-right:12px;margin-bottom:4px;color:#222;color:light-dark(#222,#fff);font:normal 14px/1.29 'Indy Sans','Indy Sans Fallback',sans-serif;text-decoration:underline}.bsdbXr::first-letter {text-transform:capitalize}@media(min-width:1000px){.subscribed .eWQiqu{margin-top:-184px}.article-feature:not(.article-feature-video) .subscribed .eWQiqu{margin-top:-407px}}.eWQiqu>p{margin:16px 0}.article-premium .eWQiqu>p{line-height:27px}.eWQiqu>h2{font-size:21px}.article-climate .eWQiqu>h2{color:#ec1a2e;color:light-dark(#ec1a2e,#ec1a2e)}.article-sgi .eWQiqu>h2{color:#ec1a2e;color:light-dark(#ec1a2e,#ec1a2e)}.eWQiqu>p:first-child{margin-top:0}.eWQiqu span:first-child~p:first-of-type{margin-top:0}.gCqUwG{display:flex;position:relative;max-width:100%;min-height:600px;justify-content:center;margin:0 auto;background-color:transparent;clear:both}@media(min-width:1000px){.gCqUwG{min-height:450px}}.teads .gCqUwG{display:block}.gCqUwG [data-mpu]{position:sticky;top:16px}.bnnSMt{display:inline-block;flex-shrink:0;border-radius:50%;background:#ec1a2e;background:light-dark(#ec1a2e,#ec1a2e);color:#fff;color:light-dark(#fff,#fff)}.dyOTMk{display:flex;width:100%;box-sizing:border-box;margin:0 0 16px;border:1px solid #d3d3d3;border:1px solid light-dark(#d3d3d3,#919191)}.ctojrZ{box-sizing:border-box;flex:1;padding:12px 16px 12px 12px}@media(min-width:595px){.ctojrZ{padding-bottom:8px}}.eSMJoa{width:135px}.eSMJoa img{object-fit:cover}@media(max-width:594px){.eSMJoa{display:none}}.hQdxjk{display:flex;align-items:center;gap:28px}.hyDlTi{margin:0;color:#222;color:light-dark(#222,#fff)}.jbHTit{display:none;font:bold 16px/19.2px 'Indy Serif','Indy Serif Fallback',serif}@media(min-width:595px){.jbHTit{display:block}}.enAvqf{font:bold 20px/24px 'Indy Serif','Indy Serif Fallback',serif}@media(min-width:595px){.enAvqf{display:none}}.bOSXQc{display:none;font:bold 20px/24px 'Indy Serif','Indy Serif Fallback',serif}.bSxdBx{display:none}.fBEvvh{align-self:flex-start;margin-left:auto}.tuUlp{display:flex;gap:16px;margin-top:4px}.nkzAb{--input-height:38px;width:100%;margin:0}.nkzAb label,.nkzAb label+span{position:absolute;overflow:hidden;width:.01em;height:.01em;padding:0;border:0;clip:rect(0,0,0,0);white-space:nowrap}.gJJjCf{height:38px;margin:8px 0 16px}.gUEecR{--color:#646464;--check-border-color:#919191}@supports(color:light-dark(red,red)){.gUEecR{--color:light-dark(#646464,#bdbdbd)}}@supports(color:light-dark(red,red)){.gUEecR{--check-border-color:light-dark(#919191,#646464)}}.cVnlb{margin-block:0;font:normal 9px/13px 'Indy Sans','Indy Sans Fallback',sans-serif}.bXaOEb{display:flex;min-height:600px;justify-content:center}@media(min-width:1000px){.bXaOEb{min-height:450px}}.dlrgtE{min-height:600px}@media(min-width:1000px){.dlrgtE{min-height:450px}}.dlrgtE.mobile-only{display:block}@media(min-width:1000px){.dlrgtE.mobile-only{display:none}}.dlrgtE.desktop-only{display:none}@media(min-width:1000px){.dlrgtE.desktop-only{display:block;margin-bottom:16px}}.dlrgtE.desktop-only+p{margin-top:0}.dlrgtE .third-party-ad{position:sticky;top:16px}.fhuRbW{width:100%;flex-grow:1}.fhuRbW .social-share{width:100%;padding-top:10px;padding-bottom:20px}@media(min-width:768px){.fhuRbW .social-share{justify-content:flex-start}}.fhuRbW .social-share.sticky{display:none}@media(min-width:1000px){.fhuRbW .social-share.sticky{display:flex;position:sticky;top:14px;width:34px;flex-direction:column;padding-top:0;margin-top:0;margin-left:-25%}.fhuRbW .social-share.sticky .sc-mgcah7-0{margin:0 0 16px}.article-feature-video .fhuRbW .social-share.sticky{margin-top:0}.article-feature:not(.article-feature-video) .fhuRbW .social-share.sticky{margin-top:35%}}.fhuRbW.sponsored-article img,.fhuRbW.sponsored-article video{width:100%;max-width:602px;height:auto}.fhuRbW.sponsored-article iframe{max-width:602px;max-height:400px}.fhuRbW .under-article-prompt-donations{padding-bottom:8px;margin-top:-3px}.fhuRbW .big-letter{--color:#222;display:flex;position:relative;width:0;height:0;align-items:center;justify-content:center;padding:40px;margin-top:22px;margin-right:12px;border:1px solid var(--color);float:left;font:normal 52px/1 'Indy Serif','Indy Serif Fallback',serif;text-transform:uppercase}.fhuRbW .big-letter:first-child{margin-top:6px}.fhuRbW .big-letter::before{position:absolute;top:0;left:0;width:100%;height:100%;box-sizing:border-box;border:1px solid var(--color);border-radius:50%;content:''}.fhuRbW #taboola-below-article-1{min-height:2350px}@media(min-width:768px){.fhuRbW #taboola-below-article-1{min-height:3370px}}.fhuRbW #taboola-below-article-1-split-num-1{min-height:130px}@media(min-width:768px){.fhuRbW #taboola-below-article-1-split-num-1{min-height:415px}}.fhuRbW .sc-fwko30-0+.sc-1xtsh2b-0{margin-top:-16px}@media(min-width:768px){.fhuRbW{max-width:636px;margin:0}}@media(min-width:1000px){.fhuRbW{max-width:624px;margin:0}.fhuRbW.subscribed{max-width:636px}}@media(max-width:999px){.fhuRbW{padding-right:0}.fhuRbW .under-article-prompt-donations{margin-top:-18px}}.fhuRbW .anchor-nav-header{scroll-margin-top:79px}.fhuRbW .anchor-nav-header a{color:#222;color:light-dark(#222,#fff)}.fhuRbW .anchor-nav-header a:hover{color:#222;color:light-dark(#222,#fff)}@supports(color:light-dark(red,red)){.fhuRbW .big-letter{--color:light-dark(#222,#fff)}}.cWTNvs{display:flex;flex-wrap:wrap;justify-content:flex-start;margin-bottom:8px;color:#fff;color:light-dark(#fff,#bdbdbd);font:normal 16px/20px 'Indy Sans','Indy Sans Fallback',sans-serif}@media(min-width:768px){.cWTNvs{width:70%;align-items:center;justify-content:flex-start;margin-bottom:0;font:normal 16px/24px 'Indy Sans','Indy Sans Fallback',sans-serif}}@media(min-width:1000px){.cWTNvs{width:70%;margin-bottom:0}}.hWBwna{display:flex;height:20px;margin:0 12px 8px 0}.article-voices .hWBwna{height:auto}@media(min-width:425px){.article-voices .hWBwna{height:20px}}.hWBwna::before{display:inline-block;align-self:center;margin-top:1px;margin-right:12px;content:'\2022';transform:scale(1.5)}.hWBwna:first-child::before{content:none}@media(min-width:768px){.hWBwna{height:24px;margin-bottom:0}.hWBwna::before{margin-top:2px}}.hWBwna time{display:block}.hWBwna time::first-letter {text-transform:capitalize}.iJtxXk{display:inline-block;margin:0 12px 8px 0;color:#ef4757;color:light-dark(#ef4757,#ec1a2e);font:bold 16px/20px 'Indy Sans','Indy Sans Fallback',sans-serif;letter-spacing:-0.5px}.iJtxXk:hover,.iJtxXk:active{color:#f58992;color:light-dark(#f58992,#ac2a2c)}@media(min-width:768px){.iJtxXk{margin-bottom:0}}.euvwNP{margin:0 4px 8px 0}.euvwNP::before{display:inline-block;margin-top:2px;margin-right:12px;color:#fff;color:light-dark(#fff,#bdbdbd);content:'\2022';transform:scale(1.5)}.euvwNP:first-child::before{display:none}@media(min-width:768px){.euvwNP{margin-bottom:0}}.fkbzZm{display:flex;justify-content:flex-start;padding:0;margin:0 0 16px}@media(min-width:768px){.fkbzZm{display:flex;width:30%;align-items:center;justify-content:flex-end;margin:0}}@media(min-width:1000px){.fkbzZm{width:30%}}.eTZxgZ{padding-top:0;border-top:0;border-bottom:0}@media(min-width:768px){.eTZxgZ{display:flex;flex-flow:row wrap;padding-bottom:16px}.eTZxgZ .sc-mzrbq8-0{order:1}.eTZxgZ .sc-mzrbq8-6{order:2}}@media(min-width:1000px){.eTZxgZ{flex-direction:row}}.eIJMuy{padding:16px 12px 12px;text-align:left;font:bold 14px/18px 'Indy Sans','Indy Sans Fallback',sans-serif}@media(min-width:768px){.eIJMuy{padding:16px 16px 12px}}.article-infact .eIJMuy{padding:16px 0}@media(min-width:1000px){.eIJMuy{padding:24px 0 19px}.article-feature .eIJMuy{max-width:968px;margin:0 auto}}.eIJMuy a{color:#fff;color:light-dark(#fff,#fff)}.eIJMuy a:hover{color:#f58992;color:light-dark(#f58992,#f58992)}.eIJMuy a:hover::after{color:#fff;color:light-dark(#fff,#fff)}.eIJMuy a::after{margin-right:4px;margin-left:4px;content:'>'}.eIJMuy a:last-child::after{display:none}.hMldFc{margin:0 0 20px;letter-spacing:0}.cFDphy{margin:0;color:#fff;color:light-dark(#fff,#bdbdbd);font:normal 16px/20px 'Indy Sans','Indy Sans Fallback',sans-serif}@media(min-width:768px){.cFDphy{font:normal 18px/22px 'Indy Sans','Indy Sans Fallback',sans-serif}}@media(min-width:1000px){.cFDphy{font:normal 20px/24px 'Indy Sans','Indy Sans Fallback',sans-serif}}.cFDphy p{font:inherit}.article-feature .cFDphy a{font-weight:bold}.gHvZoJ{max-width:968px;margin:0 auto;background:#222;background:light-dark(#222,#000)}@media(min-width:1000px){.gHvZoJ{padding:0 16px}.parallax .gHvZoJ{max-width:1240px}}.Rdknw{font:bold 32px/36px 'Indy Serif','Indy Serif Fallback',serif;letter-spacing:-0.0156em}@media(min-width:768px){.Rdknw{font:bold 44px/48px 'Indy Serif','Indy Serif Fallback',serif;letter-spacing:-0.0113em}}@media(min-width:1000px){.Rdknw{font:bold 54px/58px 'Indy Serif','Indy Serif Fallback',serif;letter-spacing:-0.0092em}}.cKuFPu{background:#222;background:light-dark(#222,#000)}.cKuFPu .sc-qvufca-1{max-width:968px;background:#222;background:light-dark(#222,#000)}.cKuFPu .sc-qvufca-0{margin:0}@media(max-width:999px){.cKuFPu .sc-qvufca-0{margin:0 12px 0}}.cKuFPu .sc-qvufca-2,.cKuFPu .sc-aeekvc-0{color:#fff;color:light-dark(#fff,#fff)}.cKuFPu .sc-qvufca-2{margin:0 0 20px}.cKuFPu .sc-aeekvc-0{margin-bottom:16px}@keyframes slidedown-video{from{transform:translateY(-100%)}to{transform:translateY(0)}}@keyframes slideup-video{from{transform:translateY(200%)}to{transform:translateY(0)}}.lnSWRM .video-top-container-inner{position:relative}.lnSWRM .video-popout-close{display:none}.lnSWRM .video-hero-wrapper-inner{display:block}.lnSWRM .video-hero-video{width:100%;margin:0;transition:height .2s}.lnSWRM .video-hero-wrapper.sticky-video{position:fixed;top:95px;width:400px;margin-left:-332px;transition:margin-left .3s,top .3s .1s}.lnSWRM .video-top-container.video.sticky:not(.closed) .video-hero-video{position:static;right:0;left:auto;width:100%}.lnSWRM .video-top-container.video.sticky:not(.closed) .video-hero-video.liveblog{margin-left:-12px}@media(min-width:768px){.lnSWRM .video-top-container.video.sticky:not(.closed) .video-hero-video{position:absolute;width:400px}}@media(min-width:1000px){.lnSWRM .video-top-container.video.sticky:not(.closed) .video-hero-video{top:94px;right:-56px}.lnSWRM .video-top-container.video.sticky:not(.closed) .video-hero-video.liveblog{right:-400px}}.lnSWRM .video-top-container.video.sticky:not(.closed) .video-hero-video .video-sticky-video{position:fixed;top:0;left:auto;z-index:9;width:100%;background-color:#fff;background-color:light-dark(#fff,#000);box-shadow:0 0 40px 10px rgba(0,0,0,0.5);box-shadow:0 0 40px 10px light-dark(rgba(0,0,0,0.5),rgba(0,0,0,0.5))}@media(min-width:768px){.lnSWRM .video-top-container.video.sticky:not(.closed) .video-hero-video .video-sticky-video{width:400px;animation:slidedown-video .4s}}@media(min-width:1000px){.lnSWRM .video-top-container.video.sticky:not(.closed) .video-hero-video .video-sticky-video{top:auto;bottom:0;animation:slideup-video .4s}}.lnSWRM .video-top-container.video.sticky:not(.closed) .video-popout-close{display:none;width:100%;box-sizing:border-box;align-items:center;justify-content:flex-end;padding:4px 8px 3px;color:#222;color:light-dark(#222,#fff);cursor:pointer;font-family:'Indy Sans','Indy Sans Fallback',sans-serif;font-size:14px;line-height:14px}@media(min-width:1000px){.lnSWRM .video-top-container.video.sticky:not(.closed) .video-popout-close{justify-content:flex-start}}.lnSWRM .video-top-container.video.sticky:not(.closed) .video-popout-close::after{display:flex;align-items:center;padding-left:4px;content:'\2715';font-size:12px}.lnSWRM .video-top-container.video.sticky:not(.closed) .video-popout-close.shown{display:flex}.dDZARA{max-width:100%}.dbXKIp{position:relative}.zSKmx{position:relative;width:100%;padding-top:56.25%;background:#000;background:light-dark(#000,#000)}.kTLXBP{display:flex;position:absolute;top:0;left:0;width:100%;height:100%;align-items:center;justify-content:center}.kBMMvo{width:10%}.dvUxMP.fullscreen{position:fixed;top:0;left:0;z-index:3000000000;width:100%;height:100%;background:#000;background:light-dark(#000,#000)}.dvUxMP .closebtn{display:none;position:absolute;top:0;right:0;width:100px;height:100px}.dvUxMP .closebtn.show{display:block}.dvUxMP .btn{position:absolute;top:5px;right:5px;width:25px;height:25px;color:#fff;color:light-dark(#fff,#222);font-family:helvetica,sans-serif;font-size:20px;line-height:25px;text-align:center}.bpXajI{max-width:100%;clear:both}.iExVwO{overflow:hidden;height:0;color:transparent}.VkEbW{max-width:100%;margin:0 0 20px}.VkEbW.sticky{position:sticky;top:16px}.jpuEXf{min-height:600px}.jpuEXf #mpu1,.jpuEXf #sidebar1{position:sticky;top:16px}.bIVNVq{min-height:250px}.dcXsiQ{max-width:100%}.loNRDw{margin:0 0 6px;color:#646464;color:light-dark(#646464,#bdbdbd);font-family:'Indy Sans','Indy Sans Fallback',sans-serif;font-size:15px}.ezMsnK{margin:0 0 12px}.iIPWMQ{height:380px}.gXoWZo{width:100%;height:51px}.hjNIYD{margin-bottom:16px;border-bottom:1px solid #919191;border-bottom:1px solid light-dark(#919191,#646464)}.vzWDo{margin-bottom:16px}.vzWDo [role='listitem']{position:relative;margin-bottom:12px;border-bottom:1px solid #d3d3d3;border-bottom:1px solid light-dark(#d3d3d3,#919191)}.vzWDo [role='listitem'] .sc-u4n1j-0{display:flex;position:absolute;bottom:16px;left:10px;width:32px;height:32px;align-items:center;justify-content:center;border-radius:50%;background-color:#ec1a2e;background-color:light-dark(#ec1a2e,#ec1a2e)}.vzWDo [role='listitem'] .sc-u4n1j-0>svg{width:90%;fill:#fff;fill:light-dark(#fff,#000);stroke:transparent}.vzWDo [role='listitem']:first-child{display:block;padding-bottom:0;margin-bottom:12px}.vzWDo [role='listitem']:first-child .sc-u4n1j-0{top:-15px;bottom:auto;left:12px}.vzWDo [role='listitem']:first-child>*:first-child{display:block;width:100%;height:205px}.vzWDo [role='listitem']:first-child>*:last-child{--content-bg:#222;--content-bg-opaque:rgba(34,34,34,0.7);position:absolute;bottom:0;width:100%;padding:28px 12px 12px;background:linear-gradient(to top,var(--content-bg) 70%,var(--content-bg-opaque) 100%) no-repeat;color:#fff;color:light-dark(#fff,#222);font-size:17px;font-weight:bold}.vzWDo [role='listitem']:last-child{margin-bottom:0;border-bottom:0 none}@supports(color:light-dark(red,red)){.vzWDo [role='listitem']:first-child>*:last-child{--content-bg:light-dark(#222,#000)}}@supports(color:light-dark(red,red)){.vzWDo [role='listitem']:first-child>*:last-child{--content-bg-opaque:light-dark(rgba(34,34,34,0.7),rgba(0,0,0,0.7))}}.clClJO{min-height:1924px}@media(max-width:767px){.clClJO{display:none}}.doEDPw{width:308px}.doEDPw.hidden{display:none}@media(max-width:999px){.doEDPw{display:none}}.article-liveblog .ebbjSB{background-color:#f7f7f7;background-color:light-dark(#f7f7f7,#222)}.ghFVC{justify-content:center}.clCHwE{justify-content:center}
Stay up to date with notifications from The Independent Notifications can be managed in browser preferences.
Not now Yes please
News Science How you sleep could be ‘strongest predictor’ of when you will die, study says It remains unclear how some sleep patterns are linked to mortality, scientists say
Breathing techniques for better sleep
Sign up for our free Health Check email to receive exclusive analysis on the week in health Get our free Health Check email Get our free Health Check email Increased sleep fragmentation is the “strongest predictor of mortality ,” according to a new review of studies.
The research, published recently in the journal Digital Medicine , assessed 12,000 studies investigating characteristics of individuals during their sleep, including chin and leg movement, breathing, and heartbeat.
Scientists, including Emmanuel Mignot from Stanford University, developed a system using machine learning to predict a person’s “sleep age” and identify variations in sleep most closely linked to mortality.
Sleep age, they say, is an estimated age of a person based on the characteristics of sleep that are linked to their health.
Previous research has documented that sleep is one of the first things that is disturbed in many disorders.
Scientists cited the example of Parkinson’s disease patients and said that in most cases, they violently act out dreams some five to 10 years before other symptoms show.
Assessing different features of individuals’ sleep, the new study found that sleep fragmentation, when people briefly wake up several times at night without remembering it, was the “strongest predictor” of mortality.
Researchers say this kind of sleep disruption is different from when a person realises they are waking up, as reported in sleep disorders like insomnia and sleep apnea.
However, scientists say it is unclear how sleep fragmentation is linked to the risk of death.
“Determining why sleep fragmentation is so detrimental to health is something we plan to study in the future,” Dr Mignot said in a statement.
In the research, scientists determined what average sleep looks like at a particular age.
They then used a machine learning system to assess patterns in the data of individuals in the 12,000 studies and used it to predict their sleep age.
Using the difference between people’s chronological age and their sleep age, researchers then predicted their mortality based on the assumption that older sleep age is an indicator of a health problem.
Higher sleep age was mostly reflected in “increased sleep fragmentation,” suggesting it is a marker of future health, scientists concluded in the study.
Thank you for registering Please refresh the page or navigate to another page on the site to be automatically logged in Please refresh your browser to be logged in
Join our commenting forum
Join thought-provoking conversations, follow other Independent readers and see their replies
Comments