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Exploring Rare Genetic Variation Underlying Metabolic Traits in the Fenland Cohort

This study leverages whole-exome sequencing in the deeply phenotyped Fenland cohort to identify rare damaging variants in genes such as BRSK2, NID2, PC, COL8A1, and CASQ1 that influence glycaemic traits and resting energy expenditure, with the CASQ1 association notably revealing a sex- and menopause-dependent mechanism for declining metabolic health.

Original authors: John Perry, Jack Murzynowski, Nicola Kerrison, Felix Day, Jian’an Luan, Emily Morbey, Sam Lockhart, Søren Brage, Stephen O’Rahilly, Ken Ong, Nick Wareham

Published 2026-08-14
📖 6 min read🧠 Deep dive

Original authors: John Perry, Jack Murzynowski, Nicola Kerrison, Felix Day, Jian’an Luan, Emily Morbey, Sam Lockhart, Søren Brage, Stephen O’Rahilly, Ken Ong, Nick Wareham

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). ⚕️ This is an AI-generated explanation of a preprint that has not been peer-reviewed. It is not medical advice. Do not make health decisions based on this content. Read full disclaimer

Imagine your body is a bustling city, constantly running on a massive amount of energy just to keep the lights on, the traffic moving, and the buildings standing. This "idle cost" of keeping the city alive is called your Resting Energy Expenditure (REE). It's the fuel you burn while sitting on the couch, doing absolutely nothing. Scientists have long suspected that tiny, rare glitches in our genetic instruction manual—our DNA—might be the reason some people's cities run on a high-speed engine while others run on a slow, fuel-efficient one.

Usually, to find these rare glitches, researchers need to look at millions of people, like searching for a specific typo in a library of a billion books. But when you look at that many people, you often only get a quick snapshot of their health, like a blurry photo. To get a high-definition, 4K video of how their bodies actually work, you need a smaller group of people who have been measured in incredible detail. This is where the Fenland study comes in. It's like a super-detailed case study of about 11,000 people who have had their energy use measured with special machines that listen to their breathing, rather than just guessing based on how heavy they are. By combining the power of looking at rare DNA changes with this deep, detailed look at how bodies work, scientists can finally spot the tiny genetic switches that control our metabolism in ways we couldn't see before.


The Genetic Detective Story: Uncovering the Body's Hidden Fuel Switches

In a recent study, researchers took a deep dive into the DNA of the Fenland Cohort, a group of over 11,000 people from Cambridgeshire, UK. They used a technology called Whole-Exome Sequencing, which acts like a high-powered magnifying glass, zooming in on the specific parts of our DNA that build proteins—the tiny machines that run our cells. While other massive studies have looked at millions of people, they often lack the detailed "physiological" data (like exact energy burn rates) needed to understand rare genetic quirks. The Fenland team, however, had the best of both worlds: a large group of people and incredibly precise measurements of their metabolism.

The Big Discovery: The "Gas Pedal" Genes
The team was hunting for genetic variants that affect how much energy our bodies burn at rest (REE) and how our bodies handle sugar (glucose and insulin). They found some fascinating new connections:

  1. The Muscle Engine (CASQ1): The researchers discovered that rare, damaging changes in a gene called CASQ1 act like a broken gas pedal for muscle energy. In men, carrying these variants meant their bodies burned about 254.16 kJ/day less energy than non-carriers. That's a significant drop in fuel consumption!

    • The Menopause Mystery: Here's where it gets really interesting. In women, this "broken pedal" effect didn't show up until they reached menopause. Before menopause, women with these variants burned energy normally. But after menopause (or around age 50), their energy burn dropped significantly, similar to the men.
    • The Estrogen Shield: The team suggests that estrogen acts like a protective shield for women, masking the effects of this genetic glitch. When estrogen levels drop during menopause, the shield disappears, and the genetic issue with energy burning is revealed. This might explain why some women gain weight or struggle with metabolism as they age, even if they haven't changed their diet or exercise habits.
    • The Fat Connection: In the larger UK Biobank, the same genetic variant was linked to higher body fat percentage, but only in women after menopause. It seems the lack of energy burning leads to a buildup of fat, specifically when the estrogen protection is gone.
  2. The Collagen Glitch (COL8A1): They also found that rare changes in a gene called COL8A1 were linked to lower energy burning in both men and women. This gene is involved in the structural "scaffolding" of our tissues. The researchers aren't 100% sure how this works yet, but they suspect that if this scaffolding is weaker, the body might spend less energy maintaining its tissues, leading to a lower overall burn rate.

  3. The Sugar Switches (BRSK2, NID2, PC): The study also uncovered new genes that control how our bodies handle sugar:

    • BRSK2: People with rare, damaging changes in this gene had higher fasting glucose levels. This gene is like a sensor in the pancreas that tells the body how much insulin to release when we eat.
    • NID2: This gene showed a "male-only" effect, but with a twist. Men with certain variants actually had lower 2-hour glucose levels after a sugar challenge, while women were unaffected. This is the opposite of what you might expect for a "sugar switch" that causes issues, suggesting a unique protective or regulatory mechanism in men.
    • PC: Variants in this gene were linked to lower insulin levels after a sugar challenge, suggesting the body isn't pumping out enough insulin to handle the sugar load.

Why This Matters
The researchers are careful to note that these are associations found in a specific group of people, not a final diagnosis for everyone. However, the findings are a big deal because they show that rare genetic changes can have a huge impact on our metabolism, but only if you look at the right people with the right tools.

Most giant studies rely on "estimated" energy burn, which is just a guess based on height and weight. The Fenland study used indirect calorimetry, a method that actually measures the oxygen you breathe in and the carbon dioxide you breathe out to calculate exactly how much energy you are burning. This precision allowed them to spot the CASQ1 and COL8A1 signals, which would have been invisible in a less detailed study.

What's Next?
The authors suggest that the next step is to "recall" people with these specific genetic variants to study them even further. Since the Fenland participants agreed to be contacted for future studies, scientists can invite these specific individuals back to see exactly how their bodies react to different foods or exercises. This could eventually lead to personalized advice for people struggling with weight or blood sugar issues, helping them understand if their metabolism is running on a "genetic glitch" that needs a different kind of support.

In short, this paper is a reminder that our bodies are complex machines with rare, hidden switches. Sometimes, the key to understanding why our metabolism changes—especially as we age or go through life stages like menopause—lies in finding those tiny, rare genetic keys that have been hiding in plain sight.

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