惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

TaoSecurity Blog
TaoSecurity Blog
T
Troy Hunt's Blog
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
Vercel News
Vercel News
T
Threatpost
G
Google Developers Blog
T
Threat Research - Cisco Blogs
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
T
The Exploit Database - CXSecurity.com
H
Heimdal Security Blog
Google DeepMind News
Google DeepMind News
Cyberwarzone
Cyberwarzone
T
The Blog of Author Tim Ferriss
Know Your Adversary
Know Your Adversary
Hacker News: Ask HN
Hacker News: Ask HN
www.infosecurity-magazine.com
www.infosecurity-magazine.com
S
Schneier on Security
B
Blog
V2EX - 技术
V2EX - 技术
NISL@THU
NISL@THU
C
CERT Recently Published Vulnerability Notes
W
WeLiveSecurity
C
Cybersecurity and Infrastructure Security Agency CISA
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
Y
Y Combinator Blog
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
Spread Privacy
Spread Privacy
The Last Watchdog
The Last Watchdog
V
Vulnerabilities – Threatpost
N
Netflix TechBlog - Medium
Schneier on Security
Schneier on Security
F
Fortinet All Blogs
N
News | PayPal Newsroom
Attack and Defense Labs
Attack and Defense Labs
Blog — PlanetScale
Blog — PlanetScale
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
Microsoft Security Blog
Microsoft Security Blog
S
Security @ Cisco Blogs
人人都是产品经理
人人都是产品经理
爱范儿
爱范儿
P
Privacy & Cybersecurity Law Blog
P
Proofpoint News Feed
Project Zero
Project Zero
I
Intezer
罗磊的独立博客
H
Hackread – Cybersecurity News, Data Breaches, AI and More
酷 壳 – CoolShell
酷 壳 – CoolShell
博客园 - Franky
SecWiki News
SecWiki News
Martin Fowler
Martin Fowler

WIRED

‘Avatar: Aang, The Last Airbender’ Leaked Online. Some Fans Say Paramount Deserves the Fallout NASA Wants to Put Nuclear Reactors on the Moon AI Could Democratize One of Tech's Most Valuable Resources Microsoft Surface PCs Are Getting Big Price Hikes, and the Cheaper Models Are Going Away Why Amazon Is Buying Globalstar—and What It Means for Your iPhone The US Government Will Ask Data Centers How Much Power They Use MAGA Is Starting to Look Beyond Trump Allbirds Is Pivoting to AI Compute. Sure, Why Not Best Smart Smoke Detector (and Why You Still Need a Dumb One) 12 Best Standing Desks of 2026, Tested and Reviewed Best Wi-Fi Routers of 2026 for Working, Gaming, and Streaming Best GoPro Camera (2026): Compact, Budget, Accessories The Caves That Could Help Us Find, or Become, Aliens AI Slop Is Making the Internet Fake-Happy The Deepfake Nudes Crisis in Schools Is Much Worse Than You Thought In the Wake of Anthropic’s Mythos, OpenAI Has a New Cybersecurity Model—and Strategy Telegram Is Still Hosting a Sanctioned $21 Billion Crypto Scammer Black Market The FCC Has a Fast Lane for Complaints About Trump’s Media Critics Top iRestore Deals for Hair Growth and LED Therapy Devices Meta Is Warned That Facial Recognition Glasses Will Arm Sexual Predators You Should Be More Freaked Out by Shingles BYD’s Fastest-Charging Car in the World Is Astonishing—in Good and Bad Ways The 4 Best Water Filter Pitchers (2026): PFAS, Microplastics The Internet's Most Powerful Archiving Tool Is in Peril The Dumbest Hack of the Year Exposed a Very Real Problem AI Agents Are Coming for Your Dating Life ‘The Audacity’ Is the Broligarchy Takedown You Were Waiting For Why Is It So Hard to Fix an Electric Bike? (2026) Best 2-in-1 Laptops (2026): Microsoft, Lenovo, and the iPad There’s a Secret Ingredient to Making Luxury Ice at Home The Screen Time Legends Who Won't Put Down Their Phones Mammotion’s Spino E1 Is Affordable but Doesn’t Quite Deliver You Don’t Have to Drink Lukewarm Coffee Ever Again. Get a Warmer Zuvi ColorBox Review: Please Just Go to a Professional MacBook Neo vs. MacBook Air: Which One Should You Buy? Best Electric Cargo Bikes (2026): Urban Arrow, Lectric, Tern, and More ‘Crimson Desert’ Is a Cat Dad Simulator Your Push Notifications Aren’t Safe From the FBI Flight Path Data Shows How Mosquitoes Target Humans How the Internet Broke Everyone’s Bullshit Detectors The All-Clad Factory Seconds Sale Is Back—for Now (2026) Artemis II Astronauts Safely Return to Earth After Historic Flight Around the Moon Home Depot Spring Black Friday (2026): Best Tool and Grill Deals Motorola’s Souped-Up Folding Phone Is Almost Half Off Anthropic’s Mythos Will Force a Cybersecurity Reckoning—Just Not the One You Think The Future of the Artemis Program Is Riding on Reentry Suspect Arrested for Allegedly Throwing Molotov Cocktail at Sam Altman’s Home "Uncanny Valley": OpenAI and Musk Fight Again; DOJ Mishandles Voter Data; Artemis II Comes Home This Clever Bike Bell Can Even Be Heard by People Wearing Noise-Canceling Headphones This Startup Wants You to Pay Up to Talk With AI Versions of Human Experts I Did Not Catch Air on the Aventon Current Electric Mountain Bike, but I Could Have Best Smart Shades, Blinds, and Curtains (2026): Motorized, Tailor-Made, and More How 'Democracy Now!' Became the Blueprint for Indie Media AI Podcasters Really Want to Tell You How to Keep a Man Happy Irrigreen's New Smart Irrigation System Promises Smart Watering Without the Hassle—Almost No One Knows Where US Vaccine Policy Goes Next I Tried Asus' First Open Earbuds for Gamers Meta’s New AI Asked for My Raw Health Data—and Gave Me Terrible Advice How and When to Watch the Artemis II Mission’s Return to Earth Naturepedic Promo Codes: Get 20% Off Plus Free Pillows Hungryroot Coupon Codes: 30% Off This April Govee Discount Codes and Deals: 30% Off We-Vibe Coupon Offers: Couples’ Toys and Gift Set Discounts Sealy Promo Code: Save $200 on Mattresses This Month OpenAI Backs Bill That Would Limit Liability for AI-Enabled Mass Deaths or Financial Disasters China Is Cracking Down on Scams. Just Not the Ones Hitting Americans The 70-Person AI Image Startup Taking on Silicon Valley's Giants Save $20 on This Already Inexpensive Wireless Mic Set John Deere Is Paying Farmers $99 Million for Allegedly Monopolizing Repair The Iran War Is Tearing MAGA Influencers Apart The FBI Didn’t Answer Texts From Minnesota Investigators for Days After Renee Good’s Killing The Pro-Iran Meme Machine Trolling Trump With AI Lego Cartoons Ridge Wallet Review: A Beacon for the Overencumbered How Meta Cafeteria Workers Took on ICE—and Won Get Peace of Mind With This GPS and Activity Tracker for Pets I Asked Netflix’s Reality TV Boss Why So Many Men On Dating Shows Are Terrible I Tried TCL’s Samsung Frame Competitor and It Didn’t Compare Politicians Are Spending More Money on Security as They Increasingly Become Targets This AI Wearable From Ex-Apple Engineers Looks Like an iPod Shuffle Artemis II Astronauts Witnessed 6 Meteorites Colliding With the Moon Medicube Coupon Code: 40% Off for April 2026 Top Instacart Promo Code: $15 Off for July 2026 Vivid Seats Promo Codes and Deals: Get 10% Off Birdfy Discount Codes: 15% Off Sitewide Google Workspace Promo Codes: 14% Off for June Paramount+ Coupon Codes and Deals for June 2026 NZXT Discount Codes: 50% Off in June 2026 LG Promo Codes and Coupons for June 2026 AT&T Promo Codes: $50 Off This June 2026 TurboTax Full Service Coupons This June Top Peacock Promo Codes: 40% Off June 2026 Therabody Promo Codes: 15% Off June 2026 Surfshark Promo Codes: 87% Off | June 2026 Nomad Goods Promo Codes: Get 25% Off in June 2026 20% Off Sephora Promo Code | June 2026 30% Off Canon Promo Codes | June 2026 Factor Promo Codes for July 2026 Top Dell Coupon Codes: 20% Off for June 2026 Walmart Promo Codes: Up to 65% Off for June 2026 What Is the Best Fitness Tracker in 2026? Garmin, Oura, More
Testing for ‘Bad Cholesterol’ Doesn’t Tell the Whole Story
Anna McKie · 2026-05-12 · via WIRED

For decades, assessing cholesterol risk has been built around a simple idea: Lower “bad” cholesterol, lower your chance of a heart attack. The test at the center of that approach measures how much low-density lipoprotein, or LDL cholesterol, is circulating in part of the blood. It has shaped everything from clinical guidelines to the widespread use of statins, medications that reduce LDL.

It works. Lowering LDL cholesterol reduces heart attacks, strokes, and early death. But it doesn’t tell the whole story.

The LDL cholesterol test measures the amount of cholesterol inside the low-density lipoprotein particles circulating in the bloodstream. Those LDL particles containing the cholesterol can get trapped in artery walls, forming plaques that can eventually block blood flow. As the test measures the amount of cholesterol being carried, not the number of LDL particles themselves, two people can have the same LDL cholesterol level but very different numbers of particles, and therefore different levels of risk.

That gap has pushed researchers toward a different way of measuring risk. Apolipoprotein B, or apoB, reflects the total number of cholesterol-carrying particles in the blood rather than how much cholesterol they contain. A growing body of research suggests it’s a more accurate way of identifying who is at risk and who’s not.

In March 2026, the American Heart Association and American College of Cardiology recognized this. Their updated cholesterol guidelines acknowledged apoB as a potentially more precise marker, in line with earlier European recommendations. But they stopped short of recommending apoB as the primary method for testing.

“They review the evidence and rank apoB as superior, but the actual rules of the road continue to prioritize LDL,” says Allan Sniderman, a cardiologist at McGill University.

Sniderman was an author on a 2026 JAMA modeling study that analyzed lifetime outcomes for around 250,000 US adults eligible for statin treatment. Comparing LDL cholesterol, non-HDL cholesterol, and apoB, the study found that using apoB to guide treatment decisions would prevent more heart attacks and strokes than current approaches, while remaining cost-effective.

ApoB testing can be done through standard blood tests. So why has it not filtered into routine care? Not even in Europe, where the guidelines have reflected its usefulness for years.

Part of the answer is inertia. For decades, LDL cholesterol has been both a scientific breakthrough and a public health success story. It is simple, widely understood, and directly linked to treatments that work.

“For 50 years, LDL cholesterol was an amazing discovery,” Sniderman says. “It’s not that it isn’t a good marker. It is a good marker.”

Børge Nordestgaard, president of the European Atherosclerosis Society, agrees that LDL cholesterol remains central for a reason. “The evidence is immense; it’s beyond discussion,” he says. “Statins reduce heart attacks, strokes, and early death through LDL cholesterol lowering.”

That success helped shape a powerful narrative: LDL is “bad cholesterol,” and lowering it saves lives. But that simplicity has also limited how risk is understood.

“The result is patients and physicians know little or nothing about apoB,” Sniderman says.

More recent research suggests that the cholesterol picture is more complex, especially in people already taking statins. Previous studies led by Nordestgaard have shown that in treated patients, high levels of apolipoprotein B and non-HDL cholesterol remain associated with increased risk of heart attacks and mortality, while LDL cholesterol does not. ApoB, in particular, emerged as the most accurate marker.

For Kausik Ray, a cardiologist at Imperial College London, the challenge is not choosing one marker over another, but understanding what each one captures, and what it misses.

“We’re not interested in cholesterol for its own sake,” Ray says. “We’re trying to prevent heart attacks and strokes.”

Cholesterol enters artery walls through apoB-containing particles, but those particles are not all the same. LDL makes up most of them, but lipoprotein(a) and triglyceride-rich particles also play a role. ApoB captures the total number, but not their source.

“Having a very high apoB will pick up more people than just LDL,” Ray says. “But then what you do about that is another matter.”

An elevated apoB could be driven by different underlying problems—high LDL, insulin resistance, obesity, or genetic factors—and each may require a different intervention.

“If you only had apoB, you don’t know whether to focus on LDL-lowering or weight loss or glucose control,” Ray says.

That is where nuance comes in. ApoB may be a better overall signal of risk, but clinicians still need to understand what is driving it. “Because then you can personalize it,” Ray says.

That need for a more detailed picture is already pushing cholesterol testing beyond a single number. Both Ray and Nordestgaard point to lipoprotein(a), a genetically determined form of cholesterol that is rarely measured but can significantly increase risk.

“We’ve got a huge problem in the UK with less than 5 percent of the population being tested,” Ray says. “You only need to measure lipoprotein(a) once in your lifetime.”

Nordestgaard argues that if lipid testing were designed from scratch today, it would not center on a single measure at all.

“You would test your LDL cholesterol, your remnant cholesterol, and your lipoprotein(a),” he says. “You would make three parallel tests.”

The shift is not just about better markers, but earlier detection. Cardiovascular risk builds silently over decades, yet testing often begins only once symptoms or clear risk factors appear, e.g. being male and over 60.

“If you don’t look, you don’t know,” Ray says. “Typically, people in their twenties, thirties, forties are often not going to have things checked, because they feel fine.”

Instead, he says, care is often reactive, which has consequences for prevention.

Beyond apoB, researchers are beginning to explore even more granular ways of measuring risk. Large-scale examining the chemical molecules produced by the body’s metabolism, alongside genetic data, suggest that cardiovascular risk is shaped by a complex interplay of biological pathways, not a single biomarker.

One analysis, for example, found that combining metabolic and genetic information can improve risk prediction beyond traditional cholesterol measures, helping to explain why people with similar profiles can have very different outcomes.

The challenge is translating that complexity into clinical practice. More detailed testing brings higher costs, greater analytical burden, and the need for new evidence to guide treatment decisions.

For researchers, the direction of travel is clear. Medicine must move away from single-number diagnostics toward more layered, data-driven assessments of risk.

For now, apoB sits at the center of that transition: a better population-level measure than LDL cholesterol alone, but still only part of a broader picture.

“This whole concept of normal—we’ve got to get rid of that and explain to people there’s a continuum for all of these things,” Ray says. “There isn’t a black-and-white answer, unfortunately.”