Abstract
Mechanical ventilation is necessary to support patients with acute lung injury, but also exacerbates injury through mechanical stress–activated signaling pathways. We show that stretch applied to cultured human cells, and to mouse lungs in vivo, induces robust expression of metallothionein, a potent antioxidant and cytoprotective molecule critical for cellular zinc homeostasis. Furthermore, genetic deficiency of murine metallothionein genes exacerbated lung injury caused by high tidal volume mechanical ventilation, identifying an adaptive role for these genes in limiting lung injury. Stretch induction of metallothionein required zinc and the zinc-binding transcription factor MTF1. We further show that mouse dietary zinc deficiency potentiates ventilator-induced lung injury, and that plasma zinc levels are significantly reduced in human patients who go on to develop acute respiratory distress syndrome (ARDS) compared with healthy and non-ARDS intensive care unit (ICU) controls, as well as with other ICU patients without ARDS. Taken together, our findings identify a potentially novel adaptive response of the lung to stretch and a critical role for zinc in defining the lung’s tolerance for mechanical ventilation. These results demonstrate that failure of stretch-adaptive responses play an important role in exacerbating mechanical ventilator–induced lung injury, and identify zinc and metallothionein as targets for lung-protective interventions in patients requiring mechanical ventilation.
Keywords: Inflammation, Pulmonology
Introduction
Acute respiratory distress syndrome (ARDS) affects ~200,000 patients/year in the US, with 30% mortality or higher (1–3). Mechanical ventilation (MV) is often lifesaving but can also exacerbate lung injury (4–6). While ventilator management is constantly being refined and low tidal volumes (Vt’s) improve clinical outcomes (7–9), complications of MV remain a major clinical problem (10). Improved understanding of the factors that determine the lung’s tolerance for stretch is needed to better define clinical risk and to design interventions that protect against and treat lung injury, with the ultimate goal of improving critical illness outcomes (4, 11).
MV of injured lungs causes high mechanical stress, even with modest inflation pressures, because of nonuniform gas distribution from alveolar collapse and/or flooding and cyclic reopening of airways (12). Pathological stretch is associated with cellular injury and activation of proinflammatory signaling cascades (8, 13, 14). Attention has focused on stretch-activated mitogen-activated protein kinases and phosphatidylinositol 3-kinase signaling pathways in lung injury/inflammation caused by high-Vt ventilation (15–21). New data here demonstrate that lung stretch associated with MV also evokes an endogenous adaptive program distinct from these injury-associated pathways, limiting stretch-induced lung injury. Given the necessity of stretch for lung function, it is not surprising that the lung protects itself from stretch, although this concept has received relatively little attention.
The newly identified adaptive stretch response herein involves intracellular zinc and metallothionein (MT), both of which have broad cellular protective roles (22–37). MT is important for cellular zinc homeostasis through 7 zinc-binding sites (38), while MT expression is highly responsive to changes in zinc levels (39); this system normally tightly regulates cytoplasmic zinc levels. Zinc is an essential micronutrient (34, 40–42), and its tissue and plasma levels are influenced by dietary intake (38, 42). While severe zinc deficiency is rare in the developed world, moderate zinc deficiency is widespread, concentrated in elderly populations (42–45), and can be exacerbated in critically ill patients (33, 46–49). We demonstrate that both genetic MT deficiency and dietary zinc deficiency potentiate lung injury in mechanically ventilated mice, consistent with an essential role for the zinc/MT system in protecting the lung from injurious stretch. To demonstrate clinical relevance of our findings, we show that humans who go on to develop ARDS exhibit lower plasma zinc levels. Taken together, our results suggest that failure of essential stretch-adaptive responses, in this case associated with a remediable dietary deficiency among hospitalized patients, may play an important role in injury responses propagated by MV.
Results
Cell stretch promotes MT expression.
We applied biaxial stretch (50) to fibroblast (CCL-151, 153) and epithelial (A549, 16HB14o-) cell lines, and performed microarray analysis. To minimize apoptosis/necrosis responses observed with cyclic stretch, we applied a single static stretch (18, 51, 52). With single, tonic stretch of large but physiological magnitude (30%) (53, 54), at 4 hours, MT family members (MT) were among the strongest stretch-responsive genes (Tables 1 and 2). Overabundance of MT genes was confirmed by gene ontology, indicating ~700- to 1,200-fold enrichment in MT genes above what would be expected randomly (Table 3). In humans, 11 MT-encoding genes have been identified: MT1 (8 subtypes: MT1A, B, E, F, G, H, M, and X) and MT2A are the most widely expressed isoforms. The striking commonality in expression of genes of this family across diverse cell types suggested a highly conserved mechanism of induction in response to stretch and hinted at broad influence.
Table 1. Top 10 rank-ordered stretch responsive genes in each cell type (metallothioneins [MTs] are highlighted).
Table 2. Rank order among stretch-responsive genes for metallothioneins (MTs).
Table 3. Computational enrichment analysis of stretch-responsive genes common to all 4 cell types (top 7).
Replicate cell culture experiments confirmed potent (3- to 100-fold) stretch induction of MT1G, M, and X message by real-time quantitative PCR (qPCR) (Figure 1A) across 4 cell lines. Static stretch rapidly and transiently increased expression of these genes (Figure 1B). Expression of all 3 genes was highly responsive to the magnitude of stretch applied, exhibiting robust induction with as little as 10% stretch (Figure 1C), clearly within the physiological range of stretch relevant to intact lung alveoli (54). We also examined MT1G, M, and X expression in primary human lung microvascular endothelial cells and CCL-151 fibroblasts subjected to 20% cyclic stretch for 4 hours (sinusoidal waveform, frequency 0.33 Hz). We observed a slightly different pattern of MT gene expression, but confirmed significant induction of MT1X expression after cyclic stretch in endothelial cells (Figure 1D) and of MT1G expression after cyclic stretch in fibroblasts (Figure 1E). MT induction was also confirmed at the protein level after cyclic stretch in fibroblasts (Figure 1F).
MT expression is an adaptive response that protects the lung from injurious stretch.
Analysis of publicly deposited microarrays demonstrated that the murine homologs Mt1 and Mt2 are strongly upregulated in animals by high-Vt ventilation (21, 55–58) (Table 4), though none of these studies focused on MT in ventilator-induced lung injury (VILI). We confirmed potent induction of Mt expression by mechanically ventilating 129/Sv male mice for 4 to 8 hours with a Vt of 24 ml/kg, and measuring Mt1 and Mt2 mRNA levels in whole-lung homogenates (n = 5 mice/time point). Mt1 expression peaked at 6 hours (~5-fold increase), while Mt2 peaked at 6 hours (~6-fold increase) (Figure 2A). Western blotting confirmed MT induction in the lung at the protein level over a similar time course (Figure 2B). To test the role Mt expression plays in VILI, we used mice deficient in Mt1 and Mt2 expression (Mt1/2(–/–); 129S7/SvEvBrd-Mt1tm1Bri Mt2tm1Bri) (59). The mice develop normally and exhibit no baseline respiratory phenotype. Mt1/2(–/–) mice exhibited significantly larger increases in lung elastance versus strain-matched (129S1/SvImJ) controls (Mt1/2(+/+)) after 6 and 8 hours of MV (Figure 2C). Interestingly, divergence in elastance changes between the 2 groups (Figure 2C) was greatest after the time point when MT expression peaks (Figure 2, A and B), consistent with an adaptive role for stretch-induced Mt expression that protects the lung from high stretch.
Table 4. Published microarray datasets from mice ventilated with high tidal volumes.
Additionally, Mt1/2(–/–) mice exhibited a more pronounced proinflammatory response, with significant increases in bronchoalveolar lavage (BAL) total cells, neutrophils, and IL-6 levels (Figure 2, D and E). In addition, a significant increase in BAL protein in Mt1/2(–/–) mice after 8 hours of MV compared with Mt1/2(+/+) mice was consistent with enhanced disruption of barrier function in the absence of Mt expression (Figure 2F). Lung histology confirmed early lung damage, with patchy congestion in Mt1/2(–/–), but not mechanically ventilated Mt1/2(+/+) mice, and increased Gr-1 staining (neutrophils) in lung tissue (Figure 2, G and H). Blinded analysis by a lung pathologist confirmed an increased lung injury score (60) and increase in the number of neutrophils per high-power field in the Mt1/2(–/–) mechanically ventilated mice versus the mechanically ventilated Mt1/2(+/+) mice (Figure 2, I and J). Before MV, there were no significant differences in BAL cell counts, IL-6 levels, total protein (Figure 2, D and F), or gross histological differences between Mt1/2(–/–) and Mt1/2(+/+) mice (data not shown). While extravascular lung water or wet-to-dry ratios were not specifically measured in these studies, the presence of increased BAL protein along with the other indices of increased lung injury in Mt1/2(–/–) mice supports increased lung injury in these animals. Taken together, these results support a pivotal role for MV-induced Mt expression in limiting lung injury, neutrophil accumulation, and vascular leak in mice ventilated with high Vt’s and exposed to accompanying high levels of cellular stretch.
Stretch induction of MT expression is zinc and MTF1 dependent.
While the mechanism underlying stretch induction of MT gene expression has not been described, MT genes are potently induced by exposure to zinc and xenobiotic metals (39, 61, 62). In CCL-151 human lung fibroblasts, increasing exogenous zinc in the media above standard levels resulted in rapid and dose-dependent induction of MT gene expression (Figure 3, A and B). Next we tested whether enhanced MT expression in response to cell stretch requires endogenous zinc. Zinc chelation resulted in ~70%–80% attenuation of the stretch response in MT1G and MT1M transcripts (Figure 3C).
Enhancement of MT expression in response to zinc and other metals requires metal regulatory transcription factor 1 (MTF1), which translocates from the cytoplasm to the nucleus upon zinc binding, and interacts with a metal response element (MRE) in promoter sequences of metal-responsive genes (63–65). Using A549 epithelial cells (Figure 3D), we observed that stretch induces MTF1 transcriptional activity, as measured by an MRE-driven promoter-reporter assay. When we knocked down MTF1 expression with RNAi (Figure 3E), we observed complete attenuation of stretch-induced MT1G and MT1X expression in A549 cells and lung fibroblasts (Figure 3F). These results reveal to the best of our knowledge a previously unknown effector pathway linking cell stretch to MT expression, through either activation or mimicry, of an intracellular zinc signaling response.
Experimental zinc deficiency primes the lung for VILI.
Based on the in vitro role for zinc in stretch-induced MT expression, and the widespread occurrence of zinc deficiency in humans (42, 66), we investigated whether dietary zinc deficiency may prime the lung for injury when exposed to MV. We generated zinc-deficient animals by feeding mice a zinc-deficient diet for 3 weeks and observed a similar decline in plasma zinc levels as did Knoell et al. (67), mirroring clinically relevant mild to moderate human zinc deficiency (Figure 4A). At baseline, the zinc-deficient diet did not result in significant lung injury or inflammation, nor changes to baseline respiratory mechanics nor body weights (Figure 4, B–E).
To establish the relevance of zinc deficiency in response to MV, we evaluated lung injury in control and zinc-deficient mice ventilated for up to 8 hours with a modest Vt of 15 ml/kg to more closely model the lower Vt’s used in patients with lung injury, as well as a higher Vt of 24 ml/kg to induce a sufficiently intervenable injury. We observed that MV was well tolerated in control mice, but zinc-deficient mice exhibited increased lung injury and inflammation, with increases in lung elastance, and increased BAL total cells, protein, and IL-6 (Figure 5, A, B, and D–F). The increased injury after VILI observed in zinc-deficient mice correlated with decreased lung MT protein expression compared with WT mice subjected to VILI (Figure 5C). In examining lung tissue homogenates for changes in a panel of proinflammatory markers, we were unable to detect significant differences between zinc-deficient and control mice exposed to MV (Supplemental Table 1; supplemental material available online with this article; https://doi.org/10.1172/jci.insight.86507DS1), although there were trends toward increased IL-12p40, MCP1, and IL-33 in zinc-deficient mice.
Because MV is often required in preexisting lung injury, we characterized the relevance of zinc deficiency by using a 2-hit model by administering LPS (Pseudomonas; see ref. 68) 24 hours before MV (Vt 15 ml/kg). As with MV alone, dietary zinc deficiency significantly exacerbated lung injury, with a significant increase in lung elastance, BAL protein, and BAL IL-6 in zinc-deficient LPS+MV mice (Figure 6, A–C). We observed a nonsignificant increase in BAL total cells and neutrophils in the zinc-deficient group (Figure 6D), although there was a robust, primarily neutrophilic inflammation in both groups relative to MV alone (vs. Figure 5D) as expected with LPS exposure. We observed increased IL-6 levels in lung tissue homogenates (Supplemental Table 1), and identified significant increases in proinflammatory mediators IL-1A and IL-12p40 in zinc-deficient mechanically ventilated mice (Figure 6, E and F). These results contrast with the indistinguishable tissue cytokine levels found at baseline in zinc-deficient and control mice (Figure 4C), emphasizing that effects of this dietary deficiency on lung function and inflammation are amplified when mechanical stretch occurs in the setting of preexisting lung injury, as is often the case in patients requiring MV.
VILI in mice leads to plasma zinc deficiency, and plasma zinc levels correlate with development of ARDS in critically ill humans.
Our data demonstrate the importance of preexisting zinc deficiency in priming the lung for injury from MV. A related clinically relevant question is whether individuals with normal zinc levels are predisposed to develop zinc deficiency during critical illness and MV. To evaluate this, WT mice (C57BL/6 mice, 6 weeks old) on standard chow with preexisting normal zinc levels were subjected to 8 hours of MV (15 ml/kg). Interestingly, we observed a significant reduction in plasma zinc after 8 hours of VILI (Figure 7A); this reduction was evident as early as 4 hours after initiation of VILI (data not shown). Even preexisting normal zinc levels may not preclude development of enhanced susceptibility to VILI.
Because our findings in mice demonstrated that dietary zinc deficiency alone enhances injury associated with MV in the presence of lung inflammation, we sought to determine plasma zinc levels in critically ill patients with ARDS compared with control subjects, as well as intensive care unit (ICU) subjects with the systemic inflammatory response syndrome (SIRS) and sepsis. We examined plasma collected from patients upon ICU admission (69, 70) (Supplemental Tables 2 and 3) and who went on to require MV and develop ARDS (n = 21), compared with ICU control subjects without sepsis or ARDS (n = 3) as well as non-ICU healthy control subjects (n = 4), and subjects with sepsis (n = 62) and SIRS (n = 26). There was no difference in plasma zinc between ICU controls and healthy controls, so we combined these groups for comparison with subjects who went on to develop ARDS, sepsis, or SIRS. We observed a significant reduction in plasma zinc in subjects who developed ARDS compared with controls (Figure 7B) that was even beyond that of other critically ill subjects with sepsis or SIRS, supporting a possible link between plasma zinc and enhanced injury in the setting of lung injury and MV.
To further characterize the association between ARDS and reduction in plasma zinc levels, we measured plasma IL-18 and IL-6 levels (given prior studies demonstrating the potential of these cytokines to serve as biomarkers in critical illness; see refs. 3, 69) and found that lower zinc levels were associated with a higher plasma IL-6 levels (r = 0.21, P = 0.03, Supplemental Table 3). However, zinc levels were not associated with IL-18 levels (r = 0.06, P = 0.50). This is interesting and supportive of the relevance of the murine model to the human data, given that zinc deficiency was associated with elevated BAL IL-6 levels in lung injury (Figure 6). Furthermore, associations between zinc levels and 23 variables (including age, APACHE II score, Glasgow Coma Scale, lactate, race, transfusions, ventilated status, heart disease, heart failure, coronary artery disease, acute kidney injury, diabetes mellitus, liver disease, obesity, use of total parenteral nutrition, chronic obstructive pulmonary disease, chronic kidney disease, chronic renal insufficiency, in-hospital mortality, use of pressors, and malignancy) were examined (Supplemental Table 3), and no significant bivariate associations were found. We next investigated whether there was a decreasing trend across the diagnosis groups according to severity. We tested multiple variable models that potentially included APACHE II score, malignancy, IL-6 plasma levels, diabetes mellitus, and liver disease as covariates. Only APACHE II and IL-6 contributed to the model significantly as covariates. In the multiple variable model, there was a significant decreasing linear trend across the ordered groups (Figure 7B and Supplemental Table 3) from control highest down to ARDS lowest (P = 0.02). The contrast between ARDS and all others combined was also significant (P = 0.004). Further, after an adjustment for multiple testing for ARDS versus each of the other 3 groups, the contrast between ARDS and control remained significant (P < 0.05).
Discussion
MV is essential in patients with respiratory failure, but also subjects lungs to high stretch, propagating lung injury (12). Protective ventilation minimizes mechanical stress by limiting Vt’s and inspiratory pressures, and by keeping lungs open so that ventilation is distributed to the largest possible fraction of alveoli. It is not possible to completely shield the lung from stretch, particularly in heterogeneously injured lungs, and mortality even in the presence of protective strategies remains high (10). Our results demonstrate that the healthy lung has an endogenous stretch-activated response that is inherently adaptive/protective; inability to mount protective responses may promote lung injury by reducing tolerance for stretch. Specifically, we found that MT genes are prominently upregulated by stretch in human lung cells, and by high-Vt ventilation in animals. We demonstrated that deficiency of Mt1 and Mt2 expression does not alter baseline lung function, but significantly compromises the lung’s ability to cope with high-Vt ventilation. Based on the necessity for zinc and the zinc-dependent transcription factor MTF1 in mounting stretch-induced expression of human MT genes, we examined the role of dietary zinc deficiency in potentiating lung injury in response to MV alone, and MV of lungs exposed to LPS. Zinc deficiency augmented injury and correlated with decreased levels of lung MT protein after VILI, raising the possibility that zinc deficiency in humans may be an important risk factor compromising the lung’s capacity to tolerate MV. Moreover, we demonstrated that VILI produces plasma zinc deficiency in mice with normal zinc, suggesting a potentially novel mechanism underlying lung injury. Supporting clinical relevance, we observed lower circulating plasma zinc in ICU patients who developed ARDS, compared with control subjects, as well as critically ill subjects with sepsis and SIRS. Our findings offer a strong rationale for expanding efforts to protect the lung. Basing interventions on endogenous, diet-dependent, stretch-adaptive responses offers an attractive new rationale for therapeutics.
Zinc is an essential micronutrient, the tissue level and distribution of which are controlled through regulatory mechanisms (33, 38, 71), and moderate zinc deficiency from low dietary intake remains prevalent (42, 66). Only 51% of the population aged 51–70 were found to have adequate zinc, dipping to 43% in the 70+ age group (66). Zinc plasma levels and tissue distribution are also altered in the acute-phase response (72), and lower zinc plasma concentrations have been noted across a variety of critical illnesses, although it is not clear that the implications of low plasma zinc are similar in chronic diet-induced insufficiency and redistributive changes associated with illness (33). Our findings show that circulating plasma zinc levels are reduced in critically ill subjects who develop ARDS versus control subjects, as well as critically ill subjects with sepsis and SIRS, supporting a role for zinc levels in defining the lung’s injury response to MV.
Our mouse studies demonstrate that dietary zinc deficiency primes the lung for injury from MV. Previous findings linked zinc deficiency to immune cell dysfunction, and to increased susceptibility to airway infections (45, 73). In murine polymicrobial sepsis (67), zinc deficiency produced increased inflammation similar to that evoked here by MV. Our results extend the relevance of zinc deficiency to sterile lung injury evoked through a stretch-mediated mechanism. While another group reported that zinc deficiency exacerbates VILI in rats (74), they observed that injury was mediated through modulation of inflammation rather than through mechanotransduction, which is a potentially novel observation in our study. We observed increased BAL protein and inflammatory cell infiltrates in zinc-deficient mechanically ventilated mice. Clearly, perturbations in zinc dietary status can evoke complex and interrelated effects on lung physiology and inflammation. Interestingly, these effects were not seen in non–mechanically ventilated animals, but instead were augmented responses to stretch, demonstrating that lung-specific manifestations of zinc deficiency are evident only after an initiating event such as VILI.
Our study began with the observation of prominent upregulation of MT expression by stretch in vitro and high-Vt ventilation in vivo. MTs are endowed with a broad set of protective functions, including antioxidant and antiapoptotic effects (22–28, 75, 76). Moreover, genetic deficiency in MTs is known to worsen lung injury in LPS- (27) and nickel-exposure (28) models, although ours is the first to our knowledge to link MT with protection from VILI. While our results confirm that absence of MT expression has no effect on baseline lung function, they demonstrate that inability to upregulate MT after stretch amplifies deleterious effects of VILI. Enhanced lung injury in MT-deficient animals may result directly from the loss of cell-protective functions, or may reflect impairments in cellular zinc levels or zinc buffering capacity, as zinc itself has antioxidant functions (32, 34–36) and also plays contrasting injurious or cytoprotective roles in cell death pathways depending upon intracellular concentration (34, 77). Previous work showed that lung stretch induces excessive reactive oxygen and nitrogen species generation in mechanically ventilated lungs, contributing to lung injury (57, 68, 78–82); reactive oxygen and nitrogen species have been previously linked to regulation of MT expression and NO has been linked to S-nitrosation of MT resulting in increases in labile zinc (83). Alterations in intracellular zinc levels and MT expression may reflect a homeostatic program that normally limits stretch-induced injury.
Taken together, these results support the emerging concept that lung stretch promotes endogenous protection (84) in addition to better-recognized injury responses. The possibility that beneficial responses lie downstream of pathways otherwise associated with lung injury emphasizes the need to design interventions that selectively enhance lung protection in MV. Our findings suggest that the zinc/MT system represents one appealing target for selective amplification of lung protection. Based on mounting evidence of associations between critically ill populations and perturbations in zinc levels, the rationale for testing interventions aimed at this putative protective mechanism appears compelling.
Methods
Reagents.
TPEN [N,N,N′,N′-tetrakis (2-pyridylmethyl)ethylenediamine], dissolved in ethanol, and zinc chloride were from Sigma-Aldrich.
Cell culture and cell stretch studies.
Human juvenile (5-year-old donor) lung fibroblasts CCL-151 (ATCC), human fetal lung fibroblasts CCL-153 (ATCC), A549 lung adenocarcinoma (ATCC), and 16HBE14o- bronchial epithelial cells (gift from Dieter Gruenert, UC San Francisco, San Francisco, California, USA) were used. Tonic biaxial deformation of cells was achieved with a previously described stretch device (50). Please see supplement for additional details.
MTF1 reporter assay.
MTF1 DNA-binding activity changes upon treatment were assessed with the luciferase-based assay Cignal MTF1 Reporter (QIAGEN, CCS-5033L) as described by the manufacturer.
DNA microarray analysis, RNA isolation, reverse transcription and qPCR, RNA interference.
The microarray data have been deposited into NCBI’s Gene Expression Omnibus (GEO GSE80161). Please also see supplemental methods.
MT1/2(–/–) mice.
MT1/2(–/–) (129S7/SvEvBrd-Mt1tm1Bri Mt2tm1Bri) and strain-matched control (MT1/2(+/+)) male mice (129S1/SvImJ) were used (Jackson Laboratory, 6 weeks old).
Zinc deficiency and measurement of zinc.
Under an IACUC-approved protocol (67), WT C57BL/6 male mice (Jackson Laboratory, 6 weeks old) were subjected to a zinc-depleted diet (Harlan Teklad, TD85419; 1 ppm Zn) along with animals on a control matched diet (Standard chow; 50 ppm Zn) for 3 weeks. At termination of the experiments (see below), blood was collected from the mice via right ventricle puncture and plasma isolated and stored. Zinc plasma levels were measured using a commercially available assay (QuantiChrom Zinc Assay Kit, BioAssay Systems).
Mouse models of VILI and LPS+VILI: assessment of lung injury.
Under IACUC-approved protocols, MT1/2(–/–) mice and controls were subjected to VILI on the mouse Flexivent ventilator using a Vt of 24 ml/kg. Zinc-deficient and control mice were subjected to VILI using a Vt of 15 or 24 ml/kg. Hourly measurements of lung physiology were undertaken (68). For dual-lung injury, zinc-deficient and control animals were subjected to 10 mg nebulized endotoxin (LPS, Pseudomonas, Sigma-Aldrich) (68) followed 24 hours later by VILI (Vt 15 ml/kg). BAL fluid was then collected; lung tissue was harvested and stored for RNA analysis or for immunohistochemistry. BAL fluid was collected and analyzed for cell counts, IL-6 levels, and BAL protein levels (68). Lung tissue cytokine measurements were performed (please see supplement). Paraformaldehyde-fixed, paraffin-embedded lung sections were stained with H&E and for Gr-1 (BD Biosciences, catalog 550291 to detect neutrophils) (68) or MT (Life Technologies, catalog 180133). Western blots were performed on lung tissue protein extracts or cell protein extracts using the anti-MT antibody and anti–β-actin (Sigma-Aldrich, catalog A5441) as a loading control with a 16% Tricine gel (Thermo Fisher) as previously described (85).
Human plasma sample analysis.
Banked plasma samples were analyzed from patients enrolled in our IRB-approved Registry of Critical Illness (69, 70). Zinc levels were measured as described above. Please see supplemental materials for additional details.
Statistics.
Data were plotted and analyzed using Prism (GraphPad) or MS Excel software. For comparisons between 2 groups, a Student’s 2-tailed t test was used for parametric data and a Mann-Whitney U test was used for nonparametric data. For comparisons between multiple groups, a 1-way or 2-way ANOVA was performed depending upon the number of experimental groups. A P value less than 0.05 was considered statistically significant. Please see supplemental materials for additional details regarding human subject analyses.
Study approval.
Animal studies were carried out under approved IACUC protocols by the Harvard University Standing Committee on Animals. Plasma samples and clinical data from human subjects were collected with written consent under our Partners Healthcare IRB-approved Registry of Critical Illness.
Author contributions
FB, MPV, JAE, ATK, CI, AJA, DBB, CQ, DA, JG, KMC, MR, LS, SH, DJT, and RMB acquired, analyzed, and interpreted data. JAE, DJT, and RMB conceived and designed the study. FB, MPV, JAE, ATK, CQ, DA, DJT, and RMB drafted the manuscript. MPV, JAE, DJT, and RMB critically revised the manuscript for intellectual content. All authors approved the final version of the manuscript and agree to be accountable for all aspects of the study.
Supplementary Material
Acknowledgments
This work was supported in part by NIH grants HL082856, HL091124, HL088028, GM102695, and HL091957. Microarray studies were performed by the Molecular Genetics Core Facility at Children’s Hospital Boston, supported by NIH grants P50-NS40828 and P30-HD18655.
Footnotes
See Supplemental Acknowledgments for MICU Registry Consortium details.
Conflict of interest: The authors have declared that no conflict of interest exists.
Reference information:JCI Insight. 2017;2(11):e86507. https://doi.org/10.1172/jci.insight.86507.
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