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Mistaking correlation for causation in vitamin D studies

Many vitamin D studies suffer from methodological errors including bias inherent to using self-selected subjects and insufficient followup, but perhaps their most egregious liability comes in mistaking correlation for causation. 1)

It's undisputed that a wide array of studies point to the fact that 25-hydroxyvitamin D (25-D) – typically referred to in the media as vitamin D – is low in people with numerous chronic inflammatory diseases. However, these studies fail to prove that low 25-D causes disease. Even so, some studies assume that doubling serum levels of 25-D would drastically reduce mortality.2)

In fact, molecular science has revealed that the levels of the vitamin D metabolites through a series of intricate and carefully controlled feedback pathways, mechanisms that belie the simplistic first-order mass-action model used to guide the short-sighted vitamin studies. Also, epidemiological evidence suggests that while 25-D is low in chronic disease, 1,25-D (1,25-dihydroxyvitamin D) tends to be very high, an observation which is at odds with the theory that vitamin D deficiency causes or exacerbates disease.

There have been lots of observational studied showing an association between various diseases and vitamin D deficiency, but there is not any evidence yet that that is a casual relationship… it may be that vitamin D deficiency is a marker of ill health.

Dr. Ruth McQuillan, University of Edinburgh

A classic mistake in correlation vs. causation. This vintage advertisement implies that children are skinny because they eat and drink sugar. In the current age of skyrocketing obesity rates, sugar probably gets more blame than it deserves, but no one would say that sugar protects against obesity.

Causation is not self-evident

There are a number of examples where low levels of a substance are known to be associated with but not cause disease.

  • Folic acid – Low levels of folic acid often lead to an increase in the amino acid homocysteine – a compound that at high levels has been linked to increased incidence of cardiovascular disease (CVD). Yet, extensive studies have revealed that giving patients with CVD folic acid supplements does not lower levels of homocysteine, and that high levels of homocysteine in patients with CVD is simply a result of the disease process.3)
  • Estradiol – In a recent study, both low and high serum levels of estradiol (a type of sex hormone), compared with mid-range levels, are significantly and independently associated with increased all-cause mortality in men with chronic systolic heart failure.4) Yet, lead author Dr. Ewa Jankowska would quickly dismiss the idea that supplementation with estradiol reduces the risk of heart failure.

Of course, the study does not suggest that low and high estradiol concentrations themselves were the cause of increased mortality.

Vasan Ramachandran, MD, Heartwire

Even among those who support widespread supplementation with vitamin D on the basis of the “deficiency” studies, there is wide acknowledgement that the understanding of vitamin D metabolism is “imprecise.”5)

Causation should never be assumed to be self-evident.6) Rigorous analysis is required, especially for a system as complicated as vitamin D metabolism.

Actually, there is no experience of causation: events do not wear their causal credentials on their faces.

L.R. Karhausen 7)

In the absence of an understanding grounded in molecular and clinical evidence, the comprehension of how vitamin D affects disease becomes “black box epidemiology.” 8)

As suggestive as any set of data might seem, absent a precise understanding of underlying disease mechanisms, researchers could just as well conclude, for example, that:

  • all pain conditions is a deficiency of opiates, since narcotic pain medications activate opiate receptors in the brain
  • fever is caused by too little aspirin
  • sunshine exposure causes teenage pregnancy

Image from American Human Development Project of the Social Science Research Council. URL: http://measureofamerica.org/maps/

Researchers should also measure 1,25-D

Most published epidemiological research looking at levels of vitamin D in those with chronic diseases fail to note any measure of 1,25-D, a metabolite which is often elevated in those with chronic disease. Dr. Greg Blaney, a physician who practices in Vancouver, British Columbia (a setting with relatively infrequent sunlight), found that of a group of 100 patients with a variety of chronic inflammatory diseases, 85 had elevated measures of 1,25-D, which was defined as greater than or equal to 110 pmol/L.

The practice of failing to measure 1,25-D is pervasive: the NIH continues to accept studies and a number of journals continue to publish papers.

Further, mistaking 1,25-D for other forms is more common than one might think. A 2011 study actually gave “cholecalciferol” but called it elsewhere “1,25-dihydroxyvitamin-D.”9)

One of the reasons that 1,25-D isn't measured may be that it is harder to test. But another reason may be that a high 1,25-D is inconsistent with reports of vitamin D “deficiency.” How can patients be said to be “deficient” in vitamin D when one of its metabolites, 1,25-D, is often several standard deviations greater than normal?

Notes and comments

  • Jigsaw suggests:
    • “There are hundreds of reports of groups of sick people who have low vitaminD status, that is low levels of serum 25D as compared with healthy controls. Very few of these studies have also measured 1,25D. Some of those that have found an even better correlation between sickness and high 1,25D than between sickness and low 25D.

The best illustration of the chain of causation in relation to D levels and sickness is the study below where the sick group was otherwise healthy young adults who had knee reconstructions.

Circulating interferon-γ correlates with 1,25(OH)D … [Cytokine. 2012] - PubMed - NCBI Circulating interferon-γ correlates with 1,25(OH)D and the 1,25(OH)D-to-25(OH)D ratio. Barker T, Martins TB, Kjeldsberg CR, Trawick RH, Hill HR. Source The Orthopedic Specialty Hospital, Murray, UT 84107, USA. tyler.barker@imail.org Abstract The mechanism responsible for the decrease in vitamin D status (i.e., plasma or serum 25-hydroxyvitamin D (25(OH)D) concentration) during inflammatory stress is unknown in humans. Interferon (IFN)-γ is an inflammatory cytokine that regulates vitamin D metabolism in isolated immune cells, but data suggesting this regulation exists in vivoA type of scientific study that analyzes an organism in its natural living environment. is lacking. The purpose of this study, therefore, was to associate circulating IFN-γ perturbations with 25(OH)D and 1,25-dihydroxyvitamin D (1,25(OH)D) alterations during inflammatory stress in young adults recovering from anterior cruciate ligament (ACL) reconstruction. Plasma 25(OH)D, 1,25(OH)D and IFN-γ concentrations were measured in fasting blood draw samples obtained from twelve-male patients pre-surgery and 90-m, 3-d and 7-d post-surgery. 25(OH)D decreased significantly (p<0.05) after surgery, and strikingly, tended to inversely correlate (r=-0.32, p=0.058) with IFN-γ changes from pre- to post- (i.e., 90-m, 3-d, and 7-d) surgery. Additionally, 1,25(OH)D (r=0.37, p<0.05) and the 1,25(OH)D-to-25(OH)D ratio (r=0.52, p<0.05) changes from pre- to post- (i.e., 90-m, 3-d, and 7-d) surgery correlated with those of IFN-γ. These are the first reported in vivo findings suggesting that the 25(OH)D decrease and conversion to 1,25(OH)D increase with increasing IFN-γ in the circulation. We conclude that IFN-γ contributes to the decrease in vitamin D and the conversion of vitamin D to its active hormonal form in the circulation during inflammatory insult in humans. Last edited on 18 Jul 2013 04:46 pm by Jigsaw

References

1)
Vitamin D and extra-skeletal health: causality or consequence.
Al Nozha OM
Int J Health Sci (Qassim)10p443-52(2016 Jul)
3)
Vitamin D supplementation and cardiovascular disease risk.
Michos ED, Blumenthal RS
Circulation115p827-8(2007 Feb 20)
4)
Circulating estradiol and mortality in men with systolic chronic heart failure.
Jankowska EA, Rozentryt P, Ponikowska B, Hartmann O, Kustrzycka-Kratochwil D, Reczuch K, Nowak J, Borodulin-Nadzieja L, Polonski L, Banasiak W, Poole-Wilson PA, Anker SD, Ponikowski P
JAMA301p1892-901(2009 May 13)
6) , 7) , 8)
Causation: the elusive grail of epidemiology.
Karhausen LR
Med Health Care Philos3p59-67(2000)
home/pathogenesis/vitamind/correlation.txt · Last modified: 02.25.2017 by sallieq
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