Seeking a Grand Theory of Injury Prevention – Outside Magazine
Posted: August 16, 2021 at 1:49 am
On the great philosophical question of why bad things (i.e. injuries) happen to good people (i.e. runners who obey the ten percent rule), the sages are divided. Some say its because we havent yet figured out precisely which form flaw, muscle imbalance, or training error triggers a given injury. Others say that the problem runs deeperthat we need a comprehensive causal framework that links together training and life stresses, the resulting biomechanical loads applied to different parts of the body, and the ever-changing capacity of each joint and tissue to absorb those loads.
In a new (and free to read) opinion piece in the International Journal of Sports Physical Therapy, running injury experts Chris Napier of the University of British Columbia and Rich Willy of the University of Montana advance that latter perspective. For example, they point out, simple rules about training load are doomed to failure because increasing the stress on a tissue like a tendon by just ten percent will cause it to fail 50 percent earlier. Thats one reason that the addition of speedwork so often triggers problems even if youre not running any farther than usual. You cant prevent an injury unless you understand the sequence of events thats likely to cause it.
But drawing that web of causal arrows remains a tall ordera point illustrated nicely by another new study, this one on Western States ultramarathoners. A team led by Emily Kraus, a sports medicine doctor and researcher at Stanford University, studied 123 runners (83 men, 40 women) who ran the 100-mile race in 2018 and 2019, publishing the results in the Clinical Journal of Sports Medicine. Their goal: to explore the components of the female and male athlete triads, including the risk of stress fractures and other bone stress injuries, in ultramarathoners.
In women, the athlete triad refers to the combination of low energy availability, menstrual irregularities, and low bone mineral density (BMD). In men, low levels of sex hormones such as testosterone substitute for menstrual irregularities. Its a subset of the broader condition known as relative energy deficiency in sport (RED-S).
In theory, the causal arrow here is pretty straightforward. If you dont eat enough, either overall or during the periods of the day when you need it most to support your training, youll end up with lower levels of sex hormones. Thats what triggers the warning sign of irregular or absent periods. And over time, it can lead to lower bone mineral density, which in turn leaves you vulnerable to stress fractures, even at training loads you might previously have been able to handle. Theres good evidence for every step of this chain.
Based on a self-reported questionnaire (sample question: Are you trying to change your body weight or body composition to improve your performance?), lots of the Western States runners appeared to be at risk of disordered eating: 62.5 percent of the women and 44.5 percent of the men. Quite a few (16.7 and 30.1 percent, respectively) had low bone density, defined as a Z-score less than -1. Many (37.5 and 20.5 percent) had a history of stress fractures, which matches data from other studies of hardcore runners. Add in a few other variables like low body mass and irregular periods, and you can calculate a cumulative triad risk score, which identified 61.1 percent of women and 29.2 percent of men as being at moderate risk for bone stress injuries and 5.6 percent of each as high risk.
In a sense, this is a nice illustration of Napier and Willys point. If you zero in on a single risk factor like bone mineral density, youre not going to get a very useful gauge of injury risk. Relatively few of the women had low BMD, but lots had stress fractures; for men, it was the opposite. Hormone levels, measured using InsideTrackers blood testing battery, were similarly ambiguous. In women, there did seem to be a link between low levels of testosterone and estradiol and low bone mineral density. The same pattern didnt show up in men, though.
If you broaden the causal diagram, as with the cumulative triad risk score, you get a more meaningful assessment of injury risk. In one of Krauss previous studies, for example, every one-point increase in the cumulative risk score for male athletes (which doesnt even include any direct assessment of hormones, since theres no simple proxy like menstrual dysfunction for men) produced a 57 percent increase in the risk of a subsequent stress fracture. For women, its even more pronounced: a diagnosis of moderate risk doubles your chances of a stress fracture, and high risk quadruples it.
Thats still just one part of Napier and Willys grand plan, though. Napier co-authored another recent paper (with Karrie Hamstra-Wright of the University of Illinois at Chicago and Kellie Huxel Bliven of A.T. Still University) that describes a holistic approach to bone stress injuries, suggesting that athletes have their own cumulative risk profile that influences their capacity to withstand specific training loads. Here theyre no longer talking only about triad risk factors: instead theyre summing up a vast web of non-modifiable (sex, race, age, genetics, alignment, prior injury) and modifiable (strength, fatigue, flexibility, biomechanics, stress, recovery, nutrition) intrinsic factors, as well as extrinsic factors like footwear, training surface, and training load.
Theres no equation for this hypothetical super-calculation of injury riskyet. In a sense, this is simply an attempt to mathematically describe what already goes on inside the head of a good clinician when he or she is assessing an athlete. The big question is whether the equationor, more likely, a future machine-learning algorithmwill ever be able to combine all those inputs and produce injury advice thats meaningfully better than, say, the ten percent rule plus occasional reminders not to do anything stupid. Only time, and a lot of painstaking research, will tell.
For more Sweat Science, join me on Twitter and Facebook, sign up for the email newsletter, and check out my book Endure: Mind, Body, and the Curiously Elastic Limits of Human Performance.
Read more here:
Seeking a Grand Theory of Injury Prevention - Outside Magazine
- HitXP Science of Genetics behind the Hindu Gotra System ... [Last Updated On: May 4th, 2015] [Originally Added On: May 4th, 2015]
- Size Genetics - Male Enhancement Reviews [Last Updated On: May 4th, 2015] [Originally Added On: May 4th, 2015]
- Male Infertility | Genetic Abnormalities or Male ... [Last Updated On: May 4th, 2015] [Originally Added On: May 4th, 2015]
- Male infertility - Wikipedia, the free encyclopedia [Last Updated On: May 4th, 2015] [Originally Added On: May 4th, 2015]
- Androgenic alopecia - Wikipedia, the free encyclopedia [Last Updated On: May 7th, 2015] [Originally Added On: May 7th, 2015]
- Difference Between Male and Female BirdsGenetics and ... [Last Updated On: May 7th, 2015] [Originally Added On: May 7th, 2015]
- URNotAlone Profile for Lynda Flores, Genetic Male Straight ... [Last Updated On: May 21st, 2015] [Originally Added On: May 21st, 2015]
- Understanding Genetics [Last Updated On: May 31st, 2015] [Originally Added On: May 31st, 2015]
- Male - Wikipedia, the free encyclopedia [Last Updated On: May 31st, 2015] [Originally Added On: May 31st, 2015]
- WHO | Gender and Genetics [Last Updated On: May 31st, 2015] [Originally Added On: May 31st, 2015]
- The Genetics of Male Infertility - The Turek Clinic [Last Updated On: June 13th, 2015] [Originally Added On: June 13th, 2015]
- Male Hair Loss All You Need To Know - The Belgravia Centre [Last Updated On: June 29th, 2015] [Originally Added On: June 29th, 2015]
- Male-pattern hair loss - Wikipedia, the free encyclopedia [Last Updated On: August 1st, 2015] [Originally Added On: August 1st, 2015]
- Genetics - biology [Last Updated On: August 2nd, 2015] [Originally Added On: August 2nd, 2015]
- Are People Born Gay? Genetics and Homosexuality [Last Updated On: August 20th, 2015] [Originally Added On: August 20th, 2015]
- Hormone and genetic study in male to female transsexual ... [Last Updated On: September 21st, 2015] [Originally Added On: September 21st, 2015]
- Cloning Myths - Learn Genetics [Last Updated On: September 25th, 2015] [Originally Added On: September 25th, 2015]
- Sensorineural deafness and male infertility - Genetics ... [Last Updated On: October 17th, 2015] [Originally Added On: October 17th, 2015]
- Workable male sterility systems for hybrid rice: Genetics ... [Last Updated On: October 22nd, 2015] [Originally Added On: October 22nd, 2015]
- Proband - Wikipedia, the free encyclopedia [Last Updated On: October 26th, 2015] [Originally Added On: October 26th, 2015]
- Y chromosome - Genetics Home Reference [Last Updated On: October 29th, 2015] [Originally Added On: October 29th, 2015]
- Genetics - NHS Choices [Last Updated On: November 1st, 2015] [Originally Added On: November 1st, 2015]
- Genetics / Does the male or female carrier the gene for twins. [Last Updated On: March 13th, 2016] [Originally Added On: March 13th, 2016]
- The Genetics of Balding | Understanding Genetics [Last Updated On: April 25th, 2016] [Originally Added On: April 25th, 2016]
- Male Infertility - Genetics & IVF Institute [Last Updated On: May 21st, 2016] [Originally Added On: May 21st, 2016]
- Scientist Explains the Genetics of Male Pattern Baldness [Last Updated On: June 16th, 2016] [Originally Added On: June 16th, 2016]
- Definitions for Terms in Genetics Problems [Last Updated On: August 24th, 2016] [Originally Added On: August 24th, 2016]
- Genetics of human male infertility. [Last Updated On: August 24th, 2016] [Originally Added On: August 24th, 2016]
- BEHAVIORAL GENETICS: THE SCIENCE OF ... - PubMed Central (PMC) [Last Updated On: September 13th, 2016] [Originally Added On: September 13th, 2016]
- Review of the Status of Aquaculture Genetics [Last Updated On: September 13th, 2016] [Originally Added On: September 13th, 2016]
- Genetics of Skin Cancer (PDQ)Health Professional Version [Last Updated On: September 22nd, 2016] [Originally Added On: September 22nd, 2016]
- Genetics of Prostate Cancer (PDQ)Health Professional ... [Last Updated On: September 22nd, 2016] [Originally Added On: September 22nd, 2016]
- Genetics of Breast and Gynecologic Cancers (PDQ)Health ... [Last Updated On: September 28th, 2016] [Originally Added On: September 28th, 2016]
- Evolution - Wikipedia [Last Updated On: October 27th, 2016] [Originally Added On: October 27th, 2016]
- Human - Wikipedia [Last Updated On: November 12th, 2016] [Originally Added On: November 12th, 2016]
- Genetics - Wikipedia [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Beefalo - Wikipedia [Last Updated On: December 4th, 2016] [Originally Added On: December 4th, 2016]
- Drosophila melanogaster - Wikipedia [Last Updated On: December 26th, 2016] [Originally Added On: December 26th, 2016]
- Breast CancerPatient Version - National Cancer Institute [Last Updated On: January 6th, 2017] [Originally Added On: January 6th, 2017]
- Sex - Wikipedia [Last Updated On: January 24th, 2017] [Originally Added On: January 24th, 2017]
- The 44 Chromosome Man | Understanding Genetics [Last Updated On: February 5th, 2017] [Originally Added On: February 5th, 2017]
- Binary thought suppresses identity - The Daily Evergreen [Last Updated On: February 8th, 2017] [Originally Added On: February 8th, 2017]
- Tortoiseshell cat - Wikipedia [Last Updated On: February 8th, 2017] [Originally Added On: February 8th, 2017]
- Entrepreneurship Is Genetic, And South Africa Is The Ideal Environment For Young Entrepreneurs To Thrive - Huffington Post South Africa (blog) [Last Updated On: February 8th, 2017] [Originally Added On: February 8th, 2017]
- Women in Data Science conference highlights female participation in male-dominated field - Daily Free Press (subscription) [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Male Contraceptives Have A Messy History And A Bright Future - Yahoo News [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- The impact of RABL2B gene (rs144944885) on human male infertility in patients with oligoasthenoteratozoospermia ... - UroToday [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- More Than 200 Baldness-Linked Genetic Markers Found - Yahoo News [Last Updated On: February 21st, 2017] [Originally Added On: February 21st, 2017]
- Can Your Anxiety Impact How Long You Last In Bed? - Men's Health [Last Updated On: February 21st, 2017] [Originally Added On: February 21st, 2017]
- Genetic data show mainly men migrated from the Pontic steppe to Europe 5000 years ago - Phys.Org [Last Updated On: February 21st, 2017] [Originally Added On: February 21st, 2017]
- Men inherit male pattern baldness from their mum's side of the family ... - Metro [Last Updated On: February 21st, 2017] [Originally Added On: February 21st, 2017]
- Experts Are One Step Closer To Predicting A Man's Risk For Hair Loss - Huffington Post [Last Updated On: February 21st, 2017] [Originally Added On: February 21st, 2017]
- Baldness linked to over 280 genes - BioNews [Last Updated On: February 21st, 2017] [Originally Added On: February 21st, 2017]
- Genetic basis for male baldness identified in large-scale study - Medical News Today [Last Updated On: February 21st, 2017] [Originally Added On: February 21st, 2017]
- Genetic data show mainly men migrated from the Pontic steppe to ... - Science Daily [Last Updated On: February 23rd, 2017] [Originally Added On: February 23rd, 2017]
- Thousands of horsemen may have swept into Bronze Age Europe, transforming the local population - Science Magazine [Last Updated On: February 23rd, 2017] [Originally Added On: February 23rd, 2017]
- Cohen wins Gates grant for her new take on male contraception - Cornell Chronicle [Last Updated On: June 23rd, 2017] [Originally Added On: June 23rd, 2017]
- A Florida higher-ed official said women's genetics may be keeping ... - Washington Post [Last Updated On: June 23rd, 2017] [Originally Added On: June 23rd, 2017]
- Florida higher education official said women may earn less than men because of genetics - New York Daily News [Last Updated On: June 23rd, 2017] [Originally Added On: June 23rd, 2017]
- Twins Separated at Birth Reveal Staggering Influence of ... [Last Updated On: June 23rd, 2017] [Originally Added On: June 23rd, 2017]
- Scientific studies favor male miceand that could hurt a lot of humans - Popular Science [Last Updated On: July 1st, 2017] [Originally Added On: July 1st, 2017]
- So Cal mountain lions' low genetic diversity threatens population - Davis Enterprise [Last Updated On: July 1st, 2017] [Originally Added On: July 1st, 2017]
- Horse Tale: Oriental Stallions Dominate Horse DNA, Gene Study Shows - NBCNews.com [Last Updated On: July 1st, 2017] [Originally Added On: July 1st, 2017]
- sex chromosome | genetics | Britannica.com [Last Updated On: July 1st, 2017] [Originally Added On: July 1st, 2017]
- The problematics of genetics and the Aryan issue - The Hindu [Last Updated On: July 3rd, 2017] [Originally Added On: July 3rd, 2017]
- Scientists arming new weapon against dengue, malaria mosquitoes - The Indian Express [Last Updated On: July 3rd, 2017] [Originally Added On: July 3rd, 2017]
- Fertility and Genetics - Affordable High Quality Fertility ... [Last Updated On: July 5th, 2017] [Originally Added On: July 5th, 2017]
- Aryan Invasion May Have Transformed India's Bronze-Age Population - Live Science [Last Updated On: July 6th, 2017] [Originally Added On: July 6th, 2017]
- How Masculinity Can Be Bad For Men's Health - WUNC [Last Updated On: July 6th, 2017] [Originally Added On: July 6th, 2017]
- Nilgiris pale tiger an 'aberrant genetic mutation' - The Hindu [Last Updated On: July 8th, 2017] [Originally Added On: July 8th, 2017]
- Evolution and war: The 'deep roots' theory of human violence - Genetic Literacy Project [Last Updated On: July 8th, 2017] [Originally Added On: July 8th, 2017]
- Hair loss in men: THIS shower habit could be why you're going bald - Express.co.uk [Last Updated On: July 10th, 2017] [Originally Added On: July 10th, 2017]
- Don't Blame Your Mom's Dad for Male Pattern Baldness - Inverse [Last Updated On: July 13th, 2017] [Originally Added On: July 13th, 2017]
- Falling sperm counts are linked to endocrine-disrupting chemicals - MinnPost [Last Updated On: July 31st, 2017] [Originally Added On: July 31st, 2017]
- Should genetic engineering be used as a tool for conservation? - chinadialogue [Last Updated On: July 31st, 2017] [Originally Added On: July 31st, 2017]
- Trinity Researchers Lead Analysis of Portugal and Spain's Genetic History - The University Times [Last Updated On: July 31st, 2017] [Originally Added On: July 31st, 2017]
- Williams Professor Wins Grants to Study Evolutionary Genetics - iBerkshires.com [Last Updated On: July 31st, 2017] [Originally Added On: July 31st, 2017]
- History News of the Week: The Biblical Canaanites' Modern Descendants - New Historian [Last Updated On: July 31st, 2017] [Originally Added On: July 31st, 2017]
- When the male fruit fly gets a headache - Haaretz [Last Updated On: July 31st, 2017] [Originally Added On: July 31st, 2017]
- Genetics LadyFrontbum [Last Updated On: July 31st, 2017] [Originally Added On: July 31st, 2017]