- Metabolic phenotypes and vitamin D response in the critically ill: A metabolomic cohort study
- VitaminDWiki VITdAL-ICU - AMA RCT Sept 2014
- VitaminDWiki -
25 studies in both categories Mortality and Trauma-Surgery
Metabolic phenotypes and vitamin D response in the critically ill: A metabolomic cohort study
Clinical Nutrition Vol 43, # 11, Nov 2024, Pages 10-19 https://doi.org/10.1016/j.clnu.2024.09.030 PDF behind paywall
Background & aims
Although vitamin D deficiency is common in critically ill patients, randomized controlled trials fail to demonstrate benefits of supplementation. We aimed to identify distinct vitamin D3 responsive metabolic phenotypes prior to trial intervention of high-dose vitamin D3 by applying machine learning clustering method to metabolomics data from the Correction of Vitamin D Deficiency in Critically Ill Patients (VITdAL-ICU) trial.Methods
In the randomized, placebo-controlled VITdAL-ICU trial, critically ill adults received placebo or high-dose vitamin D3. To distinguish vitamin D3 responsive metabolic phenotypes prior to intervention, we implemented consensus clustering with partitioning around medoids algorithm to the plasma metabolome data before randomization. Individual metabolite differences were determined utilizing linear mixed-effects regression models stratified for metabolomic phenotypes with false discovery rate adjustment. The association between vitamin D3 supplementation and 180-day mortality was evaluated in each metabolic phenotype, applying multivariable logistic regression analysis.Results
In 453 critically ill adults, the study identified 4 distinct metabolic phenotypes (clusters A. N = 134; B. N = 123; C. N = 92; D. N = 104). We found differential metabolic pathway patterns in the four clusters. Specifically, branched chain amino acid catabolic metabolites, long-chain acylcarnitines and diacylglycerol species are significantly increased in a specific metabolic phenotype (cluster D) following high-dose vitamin D3. Further, in cluster D high-dose vitamin D3 supplementation had a significantly lower adjusted odds of 180-day mortality after controlling age, sex, Simplified Acute Physiology Score II, admission diagnosis, and baseline 25-hydroxyvitamin D (OR 0.28 (95%CI, 0.09–0.89); P = 0.03). In metabotype A, B, and C, high-dose vitamin D3 supplementation was not significantly associated with lower 180-day mortality following multivariable adjustment.Conclusion
In this post-hoc cohort study of the VITdAL-ICU trial, the clustering analysis of plasma metabolome data identified biologically distinct metabolic phenotypes. Among clusters, we found the different associations between high-dose vitamin D3 supplementation and specific metabolite pathways as well as 180-day mortality. Our findings facilitate further research to validate metabolic phenotype-targeted strategies for critical illness treatments.Introduction
Randomized trials in critical illness are most commonly negative or neutral [1]. Only 5% of large interventional trials in sepsis and ARDS are noted to be positive [2]. Sample size, patient heterogeneity, and syndrome classification of patients are frequently noted as reasons for clinical trial failure [2,3]. Arguments are emerging that the limitation to critical care trials may not be a statistical issue but is one of poor biological phenotyping [2,4]. Novel approaches to patient selection including using subphenotypes, metabolic phenotypes, and metabolomic endotypes show promise in the identification of disease mechanism patient subgroups who may benefit from specific interventions [5,6].Illustrative of critical illness trial failure are the recent well designed critical illness trials in high-dose vitamin D3 supplementation (Correction of Vitamin D Deficiency in Critically Ill Patients [VITdAL-ICU] and the Vitamin D to Improve Outcomes by Leveraging Early Treatment [VIOLET] trials) [7,8]. Though the VITdAL-ICU and VIOLET trials only randomized patients with low 25 hydroxyvitamin D (25(OH)D) serum levels to high-dose (540,000 international units [IU]) vitamin D3, both failed to demonstrate improved outcomes in the intention to treat analyses [7,8]. Trial failure occurred despite the knowledge that vitamin D deficiency is associated with adverse outcomes, high-dose vitamin D3 improves serum 25(OH)D levels and that vitamin D receptor activation regulates the expression of over 900 genes including those involved in the immune system, apoptosis, transcription regulation and response to stress [9], [10], [11], [[12]].
Post-hoc studies and meta-analyses suggest that benefit may exist in specific critically ill subgroups following high-dose vitamin D3 supplementation [13], [14], [[15]]. Metabolomics studies in critically ill patients allow for a snapshot of the circulating metabolic response to severity of illness [16]. Metabolic phenotypes or metabotypes are reported in asthma, cardiovascular disease, vitamin D deficiency and acute respiratory failure [5,[[17], [18], [[19]]. But despite several well performed metabolomic studies in early critical illness, metabolic phenotype-specific response to intervention is not described [20,21]. Therefore, using plasma metabolome data from the VITdAL-ICU trial, we identified distinct metabolic phenotypes prior to intervention via an unsupervised machine learning clustering method. To test the hypothesis that mortality outcome differences exist relative to a metabolic phenotype-specific response to high-dose vitamin D3 supplementation, we analyzed VITdAL-ICU trial mortality data relative to metabolic phenotype and intervention status.
Section snippets
Materials & methods
Detailed trial and metabolomics methods are reported in Supplemental Methods. We performed a metabolomic pot-hoc cohort study analyzing metabolomics data from the VITdAL-ICU trial which randomly assigned 475 adult patients with vitamin D deficiency (25(OH)D ≤ 20 ng/mL) from the University Hospital Graz in Austria with critical illness to high-dose vitamin D3 [7]. Whole blood was collected at VITdAL-ICU trial randomization (day 0), day 3, and day 7 between 2010 and 2012. At VITdAL-ICU trial …..Results
In the cohort (N = 453), the median [IQR] of age was 68 [55, 76] years, 35% were female, 54% were surgical patients, the median [IQR] SAPS II was 30 [23,41], and the median [IQR] of baseline 25(OH)D was 12.8 [9.5, 16.4] ng/mL. The 28-day, 90-day, and 180-day mortality was 25%, 35%, and 39%, respectively (Table 1). There was a moderate negative correlation between the increase in 25(OH)D at day 3 in patients who received high dose vitamin D3 intervention and CRP measured at day 0….Discussion
Large interventional trials in heterogenous critically ill populations are thought to suffer from a reduced treatment effect which decreases study power [40]. Although previous work suggests that metabolite profiles early in critical illness are predictive with adverse outcomes, our robust data argue that the plasma metabolic phenotype prior to high dose vitamin D intervention can differentiate subject pharmacokinetics of vitamin D3, phenotype specific metabolite changes and mortality outcomes [….References (63)
VitaminDWiki VITdAL-ICU - AMA RCT Sept 2014
VitaminDWiki -
25 studies in both categories Mortality and Trauma-Surgery This list is automatically updated
- 3X reduced mortality in one metabolic cluster of ICU patients by high-dose Vitamin D – Nov 2024
- 4.8 X more likely to die within 28 days of ICU if low Vitamin D - Jan 2024
- Poor Receptor predicts sepsis death (restricts Vitamin D from getting to cells) – Aug 2021
- Cardiac Surgery with low vitamin D increased delirium 1.4X, mortality 1.5X – May 2020
- Ventilator-associated pneumonia death rate cut in half by Vitamin D injection (300,000 IU) – RCT July 2017
- Low Vitamin D when entering ICU is deadly (acute kidney injury in this case) – Aug 2017
- Increased Hospital, Sepsis deaths if low vitamin D – March 2014
- Vitamin D and Glutamine reduced Trauma Center deaths by half – Matthews March 2017
- Half of Swiss emergency patients had low vitamin D: length of stay, mortality, etc. – May 2016
- Chance of dying in hospital cut in half by just 10 ng higher level of Vitamin D – April 2016
- ICU patients 30 % less likely to die if have enough vitamin D – meta-analysis Nov 2016
- Hospital ICU added high dose vitamin D - malpractice lawsuit costs dropped from 26 million dollars to ZERO - Oct 2016
- Vitamin D and exercise after hip fracture surgery – far fewer deaths – July 2016
- Radio frequency ablation survival doubled with even modest levels of vitamin D – Feb 2016
- ICU death rate reduced 3X when a vitamin D injection changed the PTH – Nov 2015
- Risk of death within 90 days of ICU decreased by 16 percent for 1 nanogram extra vitamin D – June 2014
- ICU survival increased with vitamin D single 540K IU loading dose - JAMA Sept 2014
- Vitamin D intervention increased by 20 percent the survival of critically ill patients- RCT June 2014
- Hospital or ICU death about twice as likely if low vitamin D – March 2014
- 3X more likely to die within 3 months of being in ICU for 2 days if less than 20 ng vitamin D – Sept 2013
- Chance of dying within 1 month of entering hospital is 45 percent higher if low vitamin D – July 2013
- More sepsis deaths when active vitamin D (Calcitrol) was low – May 2013
- Off topic: Use of ICU in month before death has increased to almost 30 pcnt – Feb 2013
- Almost 6X more likely to die after coronary bypass if vitamin D deficient – Dec 2012
- Critically ill 70 percent more likely to die if vitamin D less than 15ng – Jan 2011
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