In case you’ve heard of billionaire Bryan Johnson, you’ve seemingly encountered the phrase “bio age testing.”
Johnson, the topic of the Netflix documentary Don’t Die, says he’s on a quest to attain the bottom doable “organic age” (also called bio age).
He reportedly spends thousands and thousands every year on anti-aging remedies—dozens of day by day dietary supplements, weekly acid peels for his pores and skin, injections to spice up collagen manufacturing, hyperbaric oxygen remedy, and plasma infusions extracted from his 17-year-old son’s physique.
To find out what’s working, Johnson has undergone quite a few exams to evaluate his bio age. Johnson says these exams present his age is now 5.1 years youthful than when he launched into his anti-aging quest.
Apparently, he’s growing old in reverse.
Granted, not everybody’s shopping for it. A New York Instances exposé, for instance, claims Johnson’s organic age, in actuality, has elevated by 10 years.1
Nonetheless, Johnson’s “don’t die” campaign is gaining traction.
Bio age exams are a frequent subject on fashionable podcasts by Peter Attia, Joe Rogan, and Andrew Huberman. Google “bio age testing” and also you’ll see dozens of adverts for mail-order blood or urine testing kits that declare to disclose your organic age, tempo of growing old, and extra. With costs tumbling into affordability, it’s pure to surprise…
Do you have to or your shopper join bio age testing?
In that case, which take a look at is greatest? Simply as importantly, what must you do with the knowledge?
On this story, you’ll be taught:
What’s your bio age?
Your organic age (bio age) refers to how your cells operate. It’s not essentially the identical as your chronological age, which refers back to the variety of candles in your birthday cake.
For instance, let’s say Chang, a 50-year-old man, works at a desk, spends his free time in entrance of the TV, lives in probably the most polluted metropolis on this planet, eats a sweet bar for lunch, and smokes. Alternatively, Jabari, a special 50-year-old man, hits the gymnasium a number of occasions per week, lives within the mountains, doesn’t smoke, relishes his 5 servings of veggies a day, meditates, and spends most evenings in his backyard.
Genetics apart, you’d be smart to wager that Jabari’s bio age is youthful than Chang’s.
How do these exams measure bio age?
Bio age testing kits measure a number of organic markers of growing old, also called biomarkers.
For instance, some exams give attention to the scale of your telomeres, the protecting caps on the ends of chromosomes. Others measure DNA methylation, a physiological course of that chemically alters DNA.
As soon as an organization isolates and measures these markers out of your blood or urine, it plugs the bio knowledge right into a system that calculates your bio age.
Nevertheless, when you see a health care provider with any regularity, you’re seemingly already monitoring some biomarkers of growing old. For instance, biomarkers similar to blood stress, levels of cholesterol, and blood glucose can assist predict your danger of future heart problems, a number one reason for untimely loss of life.
What’s the purpose of biomarker testing?
Biomarker testing can assist you monitor your wellness proactively somewhat than ready for illness signs to seem.
For some, it additionally serves as a motivator. In case you be taught you could have the bones of somebody 20 years older, this may increasingly provide the nudge it’s good to begin energy coaching constantly.
As well as, biomarkers present goal knowledge, permitting you to trace and consider numerous health-related actions quantitatively. By monitoring your blood stress, you may be taught that constant train helps, however your late-afternoon vitality drink does the other.
5 FREE biomarker exams
You don’t should be a billionaire (or perhaps a millionaire) to trace biomarkers of growing old.
On this part, we’ll cowl a number of massively underappreciated, scientifically validated exams you should utilize to realize perception into your bio age—for FREE.
Earlier than scientists developed high-tech blood-based bio age exams, researchers used these free exams to calculate the tempo of growing old within the individuals they studied.
FREE biomarker take a look at #1: Get off the ground
People who find themselves fitter and stronger are inclined to stay longer.2
That’s as a result of muscle tissues do extra than simply transfer us round. In addition they secrete anti-inflammatory substances, assist to control blood sugar, sluggish mobile growing old, defend the liner of the arteries, and extra. All this helps scale back the danger of age-related ailments, similar to kind 2 diabetes, hypertension, and coronary heart illness, a phenomenon we discover in our article, The New Science of Muscle.
Associated to energy, your means to stability can be key. In case you’re middle-aged or older and might’t stand on one foot for not less than 10 seconds, your danger of dying within the subsequent seven years is double that of somebody who can stand for longer, in accordance with a examine of 1,700 individuals.3
The Sitting-Rising Take a look at (SRT) is one solution to assess each energy and stability on the identical time.
Individuals with low scores on this take a look at have a better danger of dying from heart problems, in accordance with a 12-year examine of 4,200 adults between the ages of 46 and 75.4
▶ measure it
Decrease your self to the ground along with your legs in a crisscross place. Then, along with your legs in the identical place, stand again up. As you stand, discover when you should use part of your physique—hand, shin, knee—as leverage.
To attain your self, begin with 10 factors. Then, for every physique half you used to face, deduct some extent. Subtract a half level when you turned unsteady or misplaced your stability.
Remember the fact that this (and different exams) function a proxy on your health. A low rating signifies that your stability and coordination, muscle energy and energy, and mobility could all require some consideration.
FREE biomarker take a look at #2: Squeeze a ball
Just like the SRT take a look at, your grip energy offers perception into your total health. If the muscle tissues in your palms are weak, the muscle tissues all through your physique usually tend to be weak, too.
Poor grip energy may also predict future muscle weak point. In a single examine, individuals with a weak grip have been extra more likely to stroll slowly and be unable to rise from a chair, full rigorous home tasks, or climb a flight of steps 25 years later.5
Low grip energy has additionally been related to:6
- Low bone mineral density
- Elevated danger of falls
- Poor dietary standing
- Melancholy
- Poor sleep, cognitive operate, and/or high quality of life
- Elevated danger of coronary heart illness, most cancers, and untimely mortality
In line with one examine, grip energy was a greater indicator of longevity (or lack thereof) than blood stress.7
▶ measure it
Seize a regular tennis ball, and squeeze as exhausting as you possibly can, for so long as you possibly can.
In case you can handle 15 to 30 seconds earlier than your grip fatigues, you’re doing tremendous. Ninety seconds places you properly above common—something over 90 ranks you solidly within the upper-third percentile.
In case you’re under 15, remember the fact that this take a look at can be only one indicator of your total energy. (And squeezing balls to enhance grip energy with out coaching the remainder of your physique is unlikely to make important enhancements in your total well being and health.)
A hand-held dynamometer—obtainable to be used at most occupational therapists’ and a few gyms—may also take a look at grip energy. (In case you’re keen to shell out some money, you should buy your personal for someplace between $100 and $500.)
FREE biomarker take a look at #3: Stand on one foot
A capability to stability on one foot for an prolonged interval can assist scale back your danger of falls, one of many main causes of injury-related loss of life amongst older adults.
As well as, many alternative bodily methods—the eyes, inside ear, skeletal muscle tissues, and mind—should work collectively that will help you keep upright.
Circumstances like diabetes, coronary heart illness, and most cancers can all have an effect on stability. In consequence, an incapacity to face on one foot can function a warning signal for eroding well being and health.8
▶ measure it
Stand close to a wall or chair for security. Preserve your eyes open and palms in your hips. Then, elevate your dominant leg and begin timing your self. As soon as you place your foot down, cease the clock. Repeat the take a look at along with your non-dominant leg.
After you have your occasions, evaluate them to the next averages, from a examine out of Duke College, to see how you probably did in comparison with your age-matched friends.9
Age | Seconds on one leg (males) | Seconds on one leg (females) |
---|---|---|
30-39 | 59 | 56 |
40-49 | 56 | 55 |
50-59 | 42 | 48 |
60-69 | 40 | 38 |
70-79 | 27 | 25 |
80+ | 13 | 11 |
FREE biomarker take a look at #4: How you’re feeling
Typically you understand why you’re drained, such because the morning after binge-watching the previous few episodes of a thriller. When you atone for your sleep, the weariness lifts.
That’s not the identical factor as fatigue, which describes persistent exhaustion that worsens over time and interferes with life. Along with feeling bodily drained, somebody who’s fatigued feels mentally uninteresting and emotionally exhausted.
Consider fatigue as an early signal that one thing’s off, particularly when you don’t know the trigger.
Let’s say you’ve already dominated out the standard suspects like an excessive amount of caffeine, dehydration, an excessive amount of alcohol, medicine negative effects, persistent stress, or an excessive amount of or too little train. What’s left is probably going a sleep problem or a creating well being downside similar to anemia, weight problems, melancholy, most cancers, or diabetes, to call a couple of.
In case you’re 60 or older, fatiguability—or how worn out you’re feeling after an exercise—may also predict longevity.
In line with analysis out of the College of Pittsburgh Medical Middle, the upper somebody scores in fatiguability, the upper their danger of loss of life sooner or later.10 Different analysis has linked excessive fatiguability with declines in gait velocity, strolling means, and different exams of health.11
▶ measure it
To measure fatigability, use a device referred to as the Pittsburgh Fatigability Scale. Utilizing a 0 (no fatigue) to five (excessive fatigue) scale, price how fatigued you suppose you’ll really feel after finishing the next actions:
Exercise | Period | Rating (0 to five) |
---|---|---|
Leisurely strolling | half-hour | |
Brisk or quick strolling | 1 hour | |
Mild family exercise | 1 hour | |
Heavy gardening or yard work | 1 hour | |
Watching tv | 2 hours | |
Sitting quietly | 1 hour | |
Average-to-high depth energy coaching | half-hour | |
Taking part in a social exercise | 1 hour | |
Internet hosting a social occasion for 60 minutes | 1 hour | |
Excessive depth exercise | half-hour | |
Add all scores: |
In case you rating lower than 15, you’re doing properly. Scores between 15 and 24 are a warning signal. Something 25 and above is thought to be extreme, and value mentioning to your healthcare skilled.12
FREE biomarker take a look at #5: Physique composition
Regardless of fashionable perception, each too little and an excessive amount of physique fats can affect well being for the more serious, as we discover in our infographic, Is physique fats good or dangerous for you?
An excessive amount of fats raises the danger for: | Too little muscle raises danger for: |
---|---|
Coronary heart illness | Coronary heart illness |
Hypertension | Hypertension |
Most cancers | Most cancers |
Fatty liver illness | Stroke |
Insulin resistance | Insulin resistance |
Kind 2 diabetes | Sooner mobile growing old |
Irritation | Irritation |
Joint misery | Melancholy and anxiousness |
Sleep apnea | Falls and lack of stability |
Your muscle mass additionally performs a task, which is why somebody’s physique composition issues greater than their weight.
The gold normal strategies that estimate physique composition—underwater weighing, air displacement (Bod Pod), and dual-energy X-ray absorptiometry (DEXA)—actually aren’t free.
Nevertheless, a latest examine decided {that a} good old style (and low-cost) tape measure can present a comparably correct estimate of physique composition.13
▶ measure it
To make use of a tape measure to maintain observe of your physique fats proportion, measure:
- The widest a part of your neck
- The narrowest a part of your waist (For some individuals, this will likely be on the navel. For others, it is likely to be barely above the navel)
- The widest a part of your hips
Make sure the tape is comfortable however not so tight that it cuts into the pores and skin. After you have your measurements, plug these numbers—alongside along with your age, intercourse, peak, and weight—into our FREE Physique Fats Calculator, which is able to take it from there.
Physician-approved biomarker exams
Relying on the place you reside on this planet, the next exams might not be free. Nevertheless, as a part of routine preventative care, your insurance coverage may cowl them.
Physician-approved take a look at #1: Blood panel
In case your main care physician recommends yearly blood work, it’s for good motive.
By holding tabs on a number of blood markers, you possibly can see in case your well being is trending towards kind 2 diabetes or coronary heart illness, each main causes of untimely mortality.
Many blood markers may also be influenced comparatively rapidly (inside 6 to 12 weeks) by life-style adjustments, complement protocols, or medicines. This makes them sensible instruments for monitoring whether or not numerous life-style or medical modifications are working.
▶ measure it
In case you’re not already doing so, take into account having the next blood markers examined yearly. Then, speak to your well being care skilled about what your numbers imply. They could use the next numbers, alongside along with your blood stress, to calculate a heart problems danger rating.
Blood marker | Optimum vary |
---|---|
Whole ldl cholesterol | < 200 mg/dL* |
LDL | < 100 mg/dL for these with out coronary heart illness < 70 mg/dL for these with a historical past of coronary heart assault or stroke |
HDL | > 60 mg/dL |
Triglycerides | < 150 mg/dL |
Alipoprotein B (Apo B) | < 133 mg/dL (males) < 117 mg/dL (females) |
Lipoprotein (a) | < 30 mg/dL |
C-reactive protein | < 2.0 mg/L** |
Fasting glucose | < 100 mg/dL |
Hemoglobin A1C | < 5.7% |
*Milligrams per deciliter of blood
**Milligrams per liter
Physician-approved take a look at #2: Bone density
When researchers examine wholesome super-agers aged 90 and older, robust bones are certainly one of their defining options.14
Which may be as a result of, like muscle tissues, bones are stay organs that secrete substances that could be useful to total well being and longevity.15
For instance, bones secrete osteocalcin, a hormone that performs a task in bone transforming. When osteocalcin circulates within the physique, it’s thought to play a task in every little thing from serving to muscle tissues to provide ATP to regulating mind neurotransmitters.
Due to these diversified roles, it’s thought that, as bones put on away, osteocalcin ranges drop, contributing to many age-related well being issues, together with diabetes, low muscle mass, and cognitive points.16 17 (Not less than, that’s the speculation. Most of this analysis has been achieved on mice.)
Osteocalcin apart, lack of bone density can, after all, result in fractures, which may enhance your danger of loss of life for as much as 10 years after a break.18
It’s particularly vital to maintain tabs on bone well being when you’re in any of those high-risk classes:
- You’re feminine and went by menopause earlier than age 45.
- You’ve been sedentary most of your grownup life.
- You are taking medicines similar to diuretics or stomach-acid blockers, that are linked with an elevated danger of osteoporosis.
- You’ve a historical past of nicotine use or extreme alcohol consumption.
- You’ve a medical situation, similar to diabetes or thyroid illness, that raises your danger.
- You’ve a household historical past of osteoporosis.
▶ measure it
Twin-energy X-ray absorptiometry (DEXA) scans are a kind of X-ray that measures the quantity of bone mineral content material packed right into a sq. centimeter of bone.
Insurance coverage typically received’t cowl these scans for individuals youthful than 65 except there’s a documented danger of creating osteoporosis. Out of pocket, the common price is about $300.
Whenever you obtain your DEXA outcomes, you’ll see a T-score that represents how your bone density compares to the common bone density of a younger grownup with peak bone mass. A T-score of +1.0 to -1.0 means you could have regular bone mineral density for somebody your age. Something under -1.0 means you may need osteopenia (low bone mineral density) or osteoporosis (porous bones which are vulnerable to fracture).
Business bio age exams
In case you have some cash to burn, you possibly can be taught an terrible lot about your physique.
Right here, you’ll discover a fast run-down on a few of the extra high-tech exams you may get and what they’ll inform you.
Nevertheless, earlier than we get into the small print, we wish to level out a couple of caveats:
▶ Organic age can differ over time, and by organ. Somebody could undergo a interval of accelerated growing old—saying, throughout a interval of intense stress—then their price of growing old could sluggish as they focus extra on restoration. Moreover, organs can age at completely different charges. For instance, somebody with coronary heart illness could have a comparatively older coronary heart than their kidneys. (Not all exams measure particular person organ age, nevertheless it’s changing into extra frequent.)
▶ Business exams received’t at all times precisely replicate the adjustments you’re making. Till extra analysis helps the reliability of those exams, consider your behaviors over remoted take a look at outcomes. In case you’re consuming extra fruits and veggies, exercising extra constantly, managing stress, and in any other case slaying the wholesome life-style division, don’t sweat your outcomes. Concentrate on doing the issues we all know enhance well being.
▶ If an organization pairs your take a look at outcomes with a tough promote for a proprietary and costly complement protocol, be cautious. It’s higher to share and talk about your outcomes with a trusted well being skilled than take well being recommendation from a profit-seeking stranger over the web.
Business take a look at #1: DNA methylation
DNA methylation is a organic course of that chemically alters DNA. As a result of the speed of methylation accelerates with growing old, it may be used to estimate somebody’s organic age and life expectancy, finds analysis.19 20 21
The Horvath Clock and DunedinPACE each measure particular biomarkers that can be utilized to higher perceive somebody’s methylation price. Scientists developed these exams to assist different scientists examine how numerous life-style components, environmental exposures, and medicines have an effect on growing old. They didn’t develop the exams as a method for the common particular person to pinpoint their organic age. (Which hasn’t stopped corporations from promoting DNA methylation testing kits to the general public.) They price about $300.
In case you resolve to get certainly one of these exams, bear in mind your outcomes received’t provide you with an entire image of your well being and longevity. Growing old sometimes happens at various charges all through the physique. Your liver may age sooner than your coronary heart or mind, for instance. So when you measure DNA methylation in your blood, that’s all you understand about. Put one other method, a DNA methylation take a look at isn’t an alternative choice to your annual wellness checkup or blood work.
Business take a look at #2: Telomere evaluation
Telomeres—the protecting caps on the ends of chromosomes—put on away with age. The size of a telomere can predict what number of occasions a particular cell can divide earlier than dying.
Abnormally quick telomeres are related to a number of genetic ailments. For that reason, when physicians suspect somebody may need inherited a genetic illness, they’ll order a particular kind of telomere take a look at—the flow-FISH take a look at—to measure the telomere size in all of the cells in a blood pattern.22 23
It’s extra debatable whether or not telomere exams can predict growing old in wholesome individuals.
Simply as importantly, the telomere take a look at marketed to the general public, often called the qPCR telomere take a look at, isn’t utilized in analysis or drugs. These $100 exams are tremendous when you’re merely curious—simply don’t base well being and health selections in your outcomes.
Business take a look at #3: VO2 Max
For years, solely elite athletes cared about VO2 max, which describes the utmost quantity of oxygen that your physique can use throughout train.
Extra not too long ago, nevertheless, some specialists have urged that VO2 max can function a measure for athletes and non-athletes alike to trace the speed at which their our bodies are growing old.
Individuals with excessive VO2 max have a tendency not solely to be extra bodily match but in addition much less more likely to develop coronary heart illness, diabetes, most cancers, or stroke.24 25 26 27
In an observational examine that adopted the well being outcomes of 5,107 Danish males over 46 years, males with above-average V02 max throughout center age lived a mean of 5 years longer than males with below-average V02 max. Every unit enhance in VO2 max was related to a 45-day enhance in longevity. The researchers urged VO2 max could extra precisely predict all-cause mortality than excessive ldl cholesterol, weight problems, hypertension, and insulin resistance.28
You may consider V02 max as a canary and your growing old physique as a coal mine.
As you age, your chest wall turns into extra inflexible, the muscle tissues that encompass the lungs weaker, and the oxygen-carrying blood vessels calcified and fewer elastic. The center additionally squeezes with much less power, max coronary heart price drops, muscle mass and energy decline, the mitochondria in cells and muscle tissues lose their effectiveness, amongst different variations.
Along with elevating your danger for a lot of completely different ailments, these adjustments may also have an effect on VO2 max, which tends to say no 10 % per decade beginning round age 30.29 30
Prior to now, the one solution to reliably measure VO2 max was in a health lab.
You’ll put on a metabolic masks and a coronary heart monitor whilst you ran or cycled to exhaustion. The masks collected your expired carbon dioxide and monitored how a lot oxygen you sucked into your lungs. This lab-based testing remains to be probably the most correct solution to measure V02 max in addition to different key health metrics similar to:
- Max coronary heart price, or the very best variety of occasions your coronary heart can beat per minute throughout train
- Ventilatory threshold 1, or the purpose throughout train when the physique switches from primarily utilizing fats for gas to utilizing a mix of fats and glucose or glycogen (saved glucose) for gas.
- Ventilatory threshold 2, or the purpose the place your physique strikes away from cardio metabolism (which makes use of oxygen) to anaerobic metabolism (which doesn’t use oxygen).
- Tidal quantity is the quantity of air inhaled or exhaled throughout every breath
Relying on the place you reside, you may be capable to get your VO2 max examined for round $150.
Nevertheless, when you don’t have entry to a VO2 max clinic, three considerably much less correct choices exist.
▶ The 1-mile stroll take a look at
Put on a coronary heart price monitor as you stroll one mile on a flat floor, similar to a treadmill or working observe. As quickly as you full the mile, file your coronary heart price and stroll time. Then, plug it into the next system to calculate your VO2 max:
132.853 — (0.0769 × Weight) — (0.3877 × Age) + (6.315 × Intercourse) — (3.2649 × Time) — (0.1565 × Coronary heart price)
If that appears like an excessive amount of math, it’s also possible to use a free on-line device.
▶ The smartwatch take a look at
Many smartwatches will estimate your VO2 Max for you based mostly on data the watch gathers out of your exercises, intercourse, and age. In comparison with in-office testing, good watches can over- or underestimate V02 max, particularly in people who find themselves very out of form or extraordinarily match.31
Due to this, you don’t essentially wish to use your good watch measurement to find out your present state of well being. Nevertheless, it can assist you to see traits. For instance, does your VO2 estimate drop after a couple of weeks of skipping your standard spin class? In that case, that’s good data to have.
▶ The PR take a look at
Health efficiency correlates with longevity. In case you’re getting sooner at working a sure distance or can go an extended distance than earlier than, you’re getting fitter and rising your possibilities of residing a protracted, wholesome life.
One solution to take a look at this: the 12-minute run take a look at, also called the Cooper take a look at. (This can be a validated solution to estimate VO2 max—and exhibits a few 90 % correlation with lab-based measurements.)
Right here’s the way it works:
Run as quick as you possibly can on a flat floor, similar to a treadmill set at a 1 % incline or working observe, for 12 minutes. After 12 minutes, file your distance. Then, plug it into one of many following formulation to calculate your VO2 max.
Distance in Miles | Distance in Kilometers | |
---|---|---|
VO2 Max = | (35.97 x distance in miles) – 11.29 | (22.351 x distance in kilometers) – 11.288 |
In lieu of doing math, it’s also possible to use a free on-line calculator.
change your organic age
Attempt to consider the knowledge you collect about your physique as simply that—data.
It’s not an ethical judgment of who you’re as an individual.
Simply as importantly, it’s not a everlasting scenario.
- In case you’re weaker than different individuals your age, you possibly can develop stronger.
- In case your ldl cholesterol or blood glucose ranges are excessive, you possibly can take steps to decrease them.
- In case your physique is growing old sooner than your birthdays, take into account exploring key life-style adjustments that will assist flip the scenario round.
You’ve choices. Nevertheless, most individuals make two massive errors relating to longevity-related life-style adjustments.
Mistake #1: Ignoring evergreen, big-impact methods
It’s the easy, boring, “I’ve heard this 1,000,000 occasions earlier than” well being practices that, when achieved constantly, add as much as a protracted, wholesome life.
We’re speaking about issues like…
- Consuming extra minimally processed meals and fewer ultra-processed meals
- Consuming extra brightly coloured fruits and veggies
- Transferring your physique frequently
- Getting sufficient relaxation and sleep
- Having fun with group, time in nature, and different actions that make life significant
- Maintaining alcohol consumption average
- Not utilizing tobacco
- Carrying sunscreen
- Flossing
And that’s only a partial record.
In line with hundreds of research, individuals who observe these and different high-impact methods not solely stay longer, but in addition stay higher. They’re stronger, happier, and fewer more likely to spend their later years disabled or in ache.
(In case you’d wish to see the place you stand relating to massive influence well being and longevity methods, take a look at our FREE Longevity Evaluation.)
Nevertheless, relating to well being, health, and longevity, many individuals pursue choices with minimal influence (at greatest). They attain for the most recent, stylish complement somewhat than taking steps to stop smoking, as only one instance.
Right here’s the factor: Huge rock methods require adjustments in conduct. If day by day bodily exercise have been as straightforward as popping a tablet, walkers and cyclists would clog up the streets in your neighborhood.
(It’s exactly this motive why so many individuals want the assist of an authorized well being coach who has undergone coaching within the science of conduct change.)
Mistake #2: Not turning knowledge into motion
The information gathered from biomarker growing old exams can provide you a way of management.
Nevertheless…
Knowledge, in isolation, doesn’t result in an extended life.
Gathering knowledge with out altering your conduct is like checking your reflection within the mirror, seeing spinach wedged between your incisors, and leaving it there.
You must take away the spinach for the mirror examine to be worthwhile.
Biomarker testing is identical.
In case you don’t use your bio knowledge to tell conduct change, you’re losing your time and money.
Think about your biomarker knowledge as a baseline or place to begin.
Then, use it to evaluate whether or not numerous life-style adjustments or medical interventions are shifting you nearer to your purpose of residing an extended, more healthy life.
References
Click on right here to view the knowledge sources referenced on this article.
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