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1.
Res Sq ; 2023 Dec 06.
Article in English | MEDLINE | ID: mdl-38105983

ABSTRACT

Background: Sepsis poses a grave threat, especially among children, but treatments are limited due to clinical and biological heterogeneity among patients. Thus, there is an urgent need for precise subclassification of patients to guide therapeutic interventions. Methods: We used clinical, laboratory, and biomarker data from a prospective multi-center pediatric septic shock cohort to derive phenotypes using latent profile analyses. Thereafter, we trained a support vector machine model to assign phenotypes in a hold-out validation set. We tested interactions between phenotypes and common sepsis therapies on clinical outcomes and conducted transcriptomic analyses to better understand the phenotype-specific biology. Finally, we compared whether newly identified phenotypes overlapped with established gene-expression endotypes and tested the utility of an integrated subclassification scheme. Findings: Among 1,071 patients included, we identified two phenotypes which we named 'inflamed' (19.5%) and an 'uninflamed' phenotype (80.5%). The 'inflamed' phenotype had an over 4-fold risk of 28-day mortality relative to those 'uninflamed'. Transcriptomic analysis revealed overexpression of genes implicated in the innate immune response and suggested an overabundance of developing neutrophils, pro-T/NK cells, and NK cells among those 'inflamed'. There was no significant overlap between endotypes and phenotypes. However, an integrated subclassification scheme demonstrated varying survival probabilities when comparing endophenotypes. Interpretation: Our research underscores the reproducibility of latent profile analyses to identify clinical and biologically informative pediatric septic shock phenotypes with high prognostic relevance. Pending validation, an integrated subclassification scheme, reflective of the different facets of the host response, holds promise to inform targeted intervention among those critically ill.

2.
Innate Immun ; 29(8): 161-170, 2023 Nov.
Article in English | MEDLINE | ID: mdl-37802127

ABSTRACT

Sepsis is a leading cause of mortality. Plasma cytokine levels may identify those at increased risk of mortality from sepsis. Our aim was to understand how obesity alters cytokine levels during early sepsis and its correlation with survival. Six-week-old C57BL/6 male mice were randomized to control (non-obese) or high fat diet (obese) for 5-7 weeks. Sepsis was induced by cecal ligation and perforation (CLP). Cytokine levels were measured from cheek bleeds 8 h after CLP, and mice were monitored for survival. Other cohorts were sacrificed 1 h after CLP for plasma and tissue. Septic obese mice had higher survival. At 8 h after sepsis, obese mice had higher adiponectin, leptin, and resistin but lower TNFα and IL-6 compared to non-obese mice. When stratified by 24-h survival, adipokines were not significantly different in obese and non-obese mice. TNFα and IL-6 were higher in non-obese, compared to obese, mice that died within 24 h of sepsis. Diet and to sepsis significantly impacted the cecal microbiome. IL-6 is a prognostic biomarker during early sepsis in non-obese and obese mice. A plausible mechanism for the survival difference in non-obese and obese mice may be the difference in gut microbiome and its evolution during sepsis.


Subject(s)
Gastrointestinal Microbiome , Sepsis , Animals , Male , Mice , Cytokines , Interleukin-6 , Mice, Inbred C57BL , Mice, Obese , Obesity/complications , Tumor Necrosis Factor-alpha
3.
Ther Drug Monit ; 45(6): 832-836, 2023 12 01.
Article in English | MEDLINE | ID: mdl-37725684

ABSTRACT

BACKGROUND: Critically ill patients with cardiac or respiratory failure may require extracorporeal membrane oxygenation (ECMO). Antibiotics are frequently administered when the suspected cause of organ failure is an infection. Ceftriaxone, a ß-lactam antibiotic, is commonly used in patients who are critically ill. Although studies in adults on ECMO have suggested minimal impact on ceftriaxone pharmacokinetics, limited research exists on ceftriaxone pharmacokinetics/pharmacodynamics (PK/PD) in pediatric ECMO patients. We report the PK profiles and target attainment of 2 pediatric patients on ECMO who received ceftriaxone. METHODS: Ceftriaxone concentrations were measured in 2 pediatric patients on ECMO using scavenged opportunistic sampling. PK profiles were generated and individual PK parameters were estimated using measured free ceftriaxone concentrations and a published population PK model in children who are critically ill, using Bayesian estimation. RESULTS: Patient 1, an 11-year-old boy on venovenous ECMO for respiratory failure received 2 doses of 52 mg/kg ceftriaxone 12 hours apart while on ECMO and additional doses every 12 hours off ECMO. On ECMO, ceftriaxone clearance was 13.0 L/h/70 kg compared with 7.6 L/h/70 kg off ECMO, whereas the model-predicted mean clearance in children who are critically ill without ECMO support was 6.54 L/h/70 kg. Patient 2, a 2-year-old boy on venoarterial ECMO due to cardiac arrest received 50 mg/kg ceftriaxone every 12 hours while on ECMO for >7 days. Only clearance while on ECMO could be estimated (9.1 L/h/70 kg). Trough concentrations in both patients were >1 mg/L (the breakpoint for Streptococcus pneumoniae ) while on ECMO. CONCLUSIONS: ECMO increased ceftriaxone clearance above the model-predicted clearances in the 2 pediatric patients studied. Twelve-hour dosing allowed concentrations to remain above the breakpoint for commonly targeted bacteria but not 4 times the breakpoint in one patient, suggesting that precision dosing may be beneficial to ensure target attainment in children on ECMO.


Subject(s)
Extracorporeal Membrane Oxygenation , Respiratory Insufficiency , Adult , Male , Humans , Child , Child, Preschool , Ceftriaxone/therapeutic use , Critical Illness/therapy , Bayes Theorem , Anti-Bacterial Agents/pharmacokinetics , Respiratory Insufficiency/drug therapy
4.
Shock ; 59(3): 409-416, 2023 03 01.
Article in English | MEDLINE | ID: mdl-36597767

ABSTRACT

ABSTRACT: Obesity is an ongoing epidemic that influences pathobiology in numerous disease states. Obesity is associated with increased plasma leptin levels, a hormone that activates the signal transducer and activator of transcription 3 (STAT3) pathway. Pneumonia is a significant cause of morbidity and mortality. During pneumonia, inflammatory pathways including STAT3 are activated. Outcomes in obese patients with pneumonia are mixed, with some studies showing obesity increases harm and others showing benefit. It is unclear whether obesity alters STAT3 activation during bacterial pneumonia and how this might impact outcomes from pneumonia. We used a murine model of obesity and pneumonia challenge with Pseudomonas aeruginosa in obese and nonobese mice to investigate the effect of obesity on STAT3 activation. We found obese mice with bacterial pneumonia had increased mortality compared with nonobese mice. Inflammatory markers, IL-6 and TNF-α, and lung neutrophil infiltration were elevated at 6 h after pneumonia in both nonobese and obese mice. Obese mice had greater lung injury compared with nonobese mice at 6 h after pneumonia. Leptin and insulin levels were higher in obese mice compared with nonobese mice, and obese mice with pneumonia had higher pulmonary STAT3 activation compared with nonobese mice.


Subject(s)
Leptin , Pneumonia, Bacterial , Animals , Mice , Mice, Obese , STAT3 Transcription Factor/metabolism , Lung/metabolism , Obesity/complications , Pneumonia, Bacterial/complications
5.
J Am Soc Nephrol ; 33(11): 2059-2070, 2022 Nov.
Article in English | MEDLINE | ID: mdl-35981764

ABSTRACT

BACKGROUND: Observations that peritoneal dialysis (PD) may be an effective, lower-cost alternative to hemodialysis for the treatment of ESKD have led to policies encouraging PD and subsequent increases in its use in the United States. METHODS: In a retrospective cohort analysis of Medicare beneficiaries who started dialysis between 2008 and 2015, we ascertained average annual expenditures (for up to 3 years after initiation of dialysis) for patients ≥67 years receiving in-center hemodialysis or PD. We also determined whether differences in Medicare expenditures across dialysis modalities persisted as more patients were placed on PD. We used propensity scores to match 8305 patients initiating PD with 8305 similar patients initiating hemodialysis. RESULTS: Overall average expenditures were US$108,656 (2017) for hemodialysis and US$91,716 for PD (proportionate difference, 1.11; 95% confidence interval [CI], 1.09 to 1.13). This difference did not change over time (P for time interaction term=0.14). Hemodialysis had higher estimated intravenous (iv) dialysis drug costs (1.69; 95% CI, 1.64 to 1.73), rehabilitation expenditures (1.35; 95% CI, 1.26 to 1.45), and other nondialysis expenditures (1.34; 95% CI, 1.30 to 1.37). Over time, initial differences in total dialysis expenditures disappeared and differences in iv dialysis drug utilization narrowed as nondialysis expenditures diverged. Estimated iv drug costs declined by US$2900 per patient-year in hemodialysis between 2008 and 2014 versus US$900 per patient-year in PD. CONCLUSIONS: From the perspective of the Medicare program, savings associated with PD in patients ≥67 years have remained unchanged, despite rapid growth in the use of this dialysis modality. Total dialysis expenditures for the two modalities converged over time, whereas nondialysis expenditures diverged.


Subject(s)
Kidney Failure, Chronic , Peritoneal Dialysis , Humans , Aged , United States , Medicare , Health Expenditures , Kidney Failure, Chronic/therapy , Retrospective Studies , Renal Dialysis
6.
J Clin Pharmacol ; 61(4): 565-573, 2021 04.
Article in English | MEDLINE | ID: mdl-33111331

ABSTRACT

There has been increasing interest in incorporating ß-lactam precision dosing into routine clinical care, but robust population pharmacokinetic models in critically ill children are needed for these purposes. The objective of this study was to demonstrate the feasibility of an opportunistic sampling approach that utilizes scavenged residual blood for future pharmacokinetic studies of cefepime, meropenem, and piperacillin. We aimed to show that opportunistic samples would cover the full concentration-versus-time profiles and to evaluate stability of the antibiotics in whole blood and plasma to optimize future use of the opportunistic sampling approach. A prospective observational study was conducted in a single-center pediatric intensive care unit, where pediatric patients administered at least 1 dose of cefepime, meropenem, or piperacillin/tazobactam and who had residual blood scavenged from samples obtained for routine clinical care were enrolled. A total of 138 samples from 22 pediatric patients were collected in a 2-week period. For all 3 antibiotics, the samples collected covered the entire dosing intervals and were not clustered around specific times. There was high variability in the free concentrations and in the percentage of drug bound to protein. There was less than 15% degradation for meropenem or piperacillin when stored in whole blood or plasma at 4°C after 6 days. Cefepime degraded by more than 15% after 3 days. The opportunistic sampling approach is a powerful and feasible method to obtain sufficient samples to study the variability of drug concentrations and protein binding for future pharmacokinetic studies in the pediatric critical care population.


Subject(s)
Anti-Bacterial Agents/pharmacokinetics , Critical Illness , beta-Lactams/pharmacokinetics , Adolescent , Cefepime/pharmacokinetics , Child , Child, Preschool , Comorbidity , Feasibility Studies , Female , Humans , Intensive Care Units, Pediatric , Male , Meropenem/pharmacokinetics , Piperacillin/pharmacokinetics , Prospective Studies
7.
Pediatrics ; 146(2)2020 08.
Article in English | MEDLINE | ID: mdl-32620676

ABSTRACT

OBJECTIVES: To explore the hypothesis that obesity is associated with increased mortality and worse outcomes in children who are critically ill. METHODS: Secondary analysis of the Assessment of Worldwide Acute Kidney Injury, Renal Angina, and Epidemiology study, a prospective, multinational observational study. Patients between 3 months and 25 years across Asia, Australia, Europe, and North America were recruited for 3 consecutive months. Patients were divided into 4 groups (underweight, normal weight, overweight, and obese) on the basis of their BMI percentile for age and sex. RESULTS: A total of 3719 patients were evaluated, of whom 542 (14%) had a primary diagnosis of sepsis. One thousand fifty-nine patients (29%) were underweight, 1649 (44%) were normal weight, 423 (11%) were overweight, and 588 (16%) were obese. The 28-day mortality rate was 3.6% for the overall cohort and 9.1% for the sepsis subcohort and differed significantly by weight status (5.8%, 3.1%, 2.2%, and 1.8% for subjects with underweight, normal weight, overweight, and obesity, respectively, in the overall cohort [P < .001] and 15.4%, 6.6%, 3.6%, and 4.7% in the sepsis subcohort, respectively [P = .003]). In a fully adjusted model, 28-day mortality risk was 1.8-fold higher in the underweight group versus the normal weight group in the overall cohort and 2.9-fold higher in the sepsis subcohort. Patients who were overweight and obese did not demonstrate increased risk in their respective cohorts. Patients who were underweight had a longer ICU length of stay, increased need for mechanical ventilation support, and a higher frequency of fluid overload. CONCLUSIONS: Patients who are underweight make up a significant proportion of all patients in the PICU, have a higher short-term mortality rate, and have a more complicated ICU course.


Subject(s)
Body Weight , Hospital Mortality , Adolescent , Body Mass Index , Cardiovascular Diseases/mortality , Child , Child, Preschool , Comorbidity , Critical Care , Critical Illness/mortality , Female , Humans , Length of Stay/statistics & numerical data , Male , Overweight/epidemiology , Pediatric Obesity/epidemiology , Respiration, Artificial/statistics & numerical data , Respiratory Insufficiency/mortality , Respiratory Insufficiency/therapy , Risk Factors , Sepsis/mortality , Thinness/epidemiology , Water-Electrolyte Imbalance/epidemiology
9.
Pediatr Infect Dis J ; 38(12): 1224-1227, 2019 12.
Article in English | MEDLINE | ID: mdl-31738337

ABSTRACT

We performed a prospective cohort study to investigate oseltamivir administration in critically ill children. We found that enteric tube administration of oseltamivir resulted in lower concentrations of its active metabolite compared with oral delivery. These findings could have significant clinical implications, and more studies are required to better understand the effects of administration route on potential lower systemic metabolite exposure.


Subject(s)
Antiviral Agents/administration & dosage , Antiviral Agents/pharmacokinetics , Critical Illness , Influenza, Human/drug therapy , Oseltamivir/administration & dosage , Oseltamivir/pharmacokinetics , Administration, Oral , Adolescent , Area Under Curve , Child , Child, Preschool , Female , Humans , Infant , Intubation, Gastrointestinal/statistics & numerical data , Male , Prospective Studies , Young Adult
10.
Shock ; 50(5): 557-564, 2018 11.
Article in English | MEDLINE | ID: mdl-30325342

ABSTRACT

Severe sepsis and septic shock are the biggest cause of mortality in critically ill patients. Obesity today is one of the world's greatest health challenges. Little is known about the extent of involvement of the white adipose tissue (WAT) in sepsis and how it is being modified by obesity. We sought to explore the involvement of the WAT in sepsis. We hypothesize that sepsis induces browning of the WAT and that obesity alters the response of WAT to sepsis. Six-week-old C57BL/6 mice were randomized to a high-fat diet to induce obesity (obese group) or control diet (nonobese group). After 6 to 11 weeks of feeding, polymicrobial sepsis was induced by cecal ligation and puncture (CLP). Mice were sacrificed at 0, 18, and 72 h after CLP and epididymal WAT (eWAT), inguinal WAT, and brown adipose tissue (BAT) harvested. Both types of WAT were processed for light microscopy and transmission electron microscopy to assess for morphological changes in both obese and nonobese mice. Tissues were processed for immunohistochemistry, image analyses, and molecular analyses. BATs were used as a positive control. Nonobese mice have an extensive breakdown of the unilocular lipid droplet and smaller adipocytes in WAT compared with obese mice after sepsis. Neutrophil infiltration increases in eWAT in nonobese mice after sepsis but not in obese mice. Nonobese septic mice have an increase in mitochondrial density compared with obese septic mice. Furthermore, nonobese septic mice have an increase in uncoupling protein-1 expression. Although the WAT of nonobese mice have multiple changes characteristic of browning during sepsis, these changes are markedly blunted in obesity.


Subject(s)
Adipose Tissue, Brown/metabolism , Sepsis/blood , Sepsis/metabolism , Adipose Tissue, White/metabolism , Animals , Cecum/injuries , Diet, High-Fat/adverse effects , Enzyme-Linked Immunosorbent Assay , Fatty Acids, Nonesterified/blood , Immunohistochemistry , Ligation/adverse effects , Male , Mice , Mice, Inbred C57BL , Mice, Obese , Microscopy, Electron, Transmission , Punctures/adverse effects , Triglycerides/blood
12.
Biochim Biophys Acta Mol Basis Dis ; 1863(10 Pt B): 2654-2660, 2017 10.
Article in English | MEDLINE | ID: mdl-28625915

ABSTRACT

Little is known about how obesity affects the heart during sepsis and we sought to investigate the obesity-induced cardiac effects that occur during polymicrobial sepsis. Six-week old C57BL/6 mice were randomized to a high fat (HFD) (60% kcal fat) or normal diet (ND) (16% kcal fat). After 6weeks of feeding, mice were anesthetized with isoflurane and polymicrobial sepsis was induced by cecal ligation and puncture (CLP). Plasma and cardiac tissue were obtained for analysis. Echocardiography was performed on a separate cohort of mice at 0 and 18h after CLP. Following 6-weeks of dietary intervention, plasma cardiac troponin I was elevated in obese mice at baseline compared to non-obese mice but troponin increased only in non-obese septic mice. IL-17a expression was 27-fold higher in obese septic mice versus non-obese septic mice. Cardiac phosphorylation of STAT3 at Ser727 was increased at baseline in obese mice and increased further only in obese septic mice. Phosphorylation of STAT3 at Tyr705 was similar in both groups at baseline and increased after sepsis. SOCS3, a downstream protein and negative regulator of STAT3, was elevated in obese mice at baseline compared to non-obese mice. After sepsis non-obese mice had an increase in SOCS3 expression that was not observed in obese mice. Taken together, we show that obesity affects cardiac function and leads to cardiac injury. Furthermore, myocardial injury in obese mice during sepsis may occur through alteration of the STAT3 pathway.


Subject(s)
Dietary Fats/adverse effects , Heart Diseases/metabolism , Myocardium/metabolism , Obesity/metabolism , STAT3 Transcription Factor/metabolism , Sepsis/metabolism , Signal Transduction , Animals , Dietary Fats/pharmacology , Electrocardiography , Gene Expression Regulation/immunology , Heart Diseases/chemically induced , Heart Diseases/immunology , Heart Diseases/pathology , Interleukin-17/biosynthesis , Interleukin-17/immunology , Male , Mice , Myocardium/immunology , Myocardium/pathology , Obesity/chemically induced , Obesity/immunology , Obesity/pathology , STAT3 Transcription Factor/immunology , Sepsis/immunology , Sepsis/pathology , Suppressor of Cytokine Signaling 3 Protein/biosynthesis , Suppressor of Cytokine Signaling 3 Protein/immunology
14.
Obesity (Silver Spring) ; 24(7): 1480-8, 2016 07.
Article in English | MEDLINE | ID: mdl-27172993

ABSTRACT

OBJECTIVE: How obesity affects the response to sepsis was not completely understood. It was hypothesized that obesity alters adipose and hepatic tissue inflammation through signal transducer and activator of transcription (STAT3) activation. METHODS: Male C57BL/6 mice at 6 weeks of age were randomized to a high-fat diet (60% kcal fat) or normal diet (16% kcal fat) for 6 to 7 weeks. Sepsis was then induced by cecal ligation and puncture, and animals were monitored for survival or sacrificed and tissue collected. RESULTS: High-fat diet-fed mice gained more weight, had increased fat mass, and were glucose intolerant compared with normal diet-fed mice. Obesity increased hepatic neutrophil infiltration and injury after sepsis. Mice with obesity had higher plasma leptin levels compared with mice without obesity. Adipose tissue expression of adiponectin receptor 2, tumor necrosis factor-α, and peroxisome proliferator activated receptor gamma was altered during sepsis and affected by obesity, but the greatest change in adipose tissue expression was in leptin. Septic mice with obesity had lower plasma interleukin-17a, interleukin-23, and tumor necrosis factor-α levels and increased hepatic STAT3 and activator protein-1 activation compared with septic mice without obesity. Ultimately, mice with obesity had a lower probability of survival following sepsis. CONCLUSIONS: Mice with obesity are more susceptible to sepsis and have higher mortality, in part, through activation of the STAT3 signaling pathway and through activator protein-1 activation.


Subject(s)
Hepatitis/etiology , Liver/injuries , Obesity/complications , Sepsis/complications , Adipose Tissue/metabolism , Animals , Cecum/surgery , Diet, High-Fat , Inflammation/metabolism , Interleukin-17/blood , Interleukin-23/blood , Leptin/blood , Liver/metabolism , Liver/pathology , Male , Mice , Mice, Inbred C57BL , Obesity/etiology , Obesity/physiopathology , PPAR gamma/metabolism , STAT3 Transcription Factor/metabolism , Sepsis/etiology , Signal Transduction , Transcription Factor AP-1/metabolism , Tumor Necrosis Factor-alpha/blood
15.
J Crit Care ; 30(6): 1267-71, 2015 Dec.
Article in English | MEDLINE | ID: mdl-26307005

ABSTRACT

PURPOSE: Hyperosmolar therapy is a mainstay in the acute medical management of traumatic brain injury (TBI). Emerging literature suggests that a hyperosmolar state may lead to thrombotic complications. The primary objective of this study was to investigate associations between hypertonic saline (HTS) and the outcome of deep venous thrombosis (DVT) in pediatric patients with severe TBI. MATERIALS AND METHODS: This is a single-center retrospective cohort study of 58 patients admitted to the intensive care unit at a Level 1 pediatric trauma center between January 2010 and June 2013. Main measurements included volume of HTS administration, serum sodium levels, DVT confirmed with ultrasonography, survival at 30 days postinjury, and Glasgow Outcome Scale. RESULTS: The cumulative total bolus volume of HTS (mL/kg) given to each subject was associated with DVT (P=.01). Peak sodium level and 72-hour sustained sodium levels were associated with DVT (P=.05). A sustained sodium level of at least 160 mmol/L was associated with DVT (P=.02). CONCLUSION: In children with severe TBI, the total bolus volume of 3% HTS and sustained sodium levels greater than 160 mmol/L are independently associated with DVT.


Subject(s)
Brain Injuries/therapy , Saline Solution, Hypertonic/adverse effects , Venous Thrombosis/etiology , Adolescent , Brain Injuries/blood , Brain Injuries/complications , Child , Child, Preschool , Cohort Studies , Female , Glasgow Outcome Scale , Humans , Infant , Intensive Care Units, Pediatric/statistics & numerical data , Logistic Models , Male , Retrospective Studies , Saline Solution, Hypertonic/therapeutic use , Sodium/blood , Survival Analysis , Ultrasonography , Venous Thrombosis/diagnostic imaging
16.
Obesity (Silver Spring) ; 20(10): 1995-2002, 2012 Oct.
Article in English | MEDLINE | ID: mdl-22334256

ABSTRACT

The purpose of this study was to examine the effect of short-term high fat feeding on the inflammatory response in polymicrobial sepsis. Male C57BL/6 mice at 6 weeks of age were randomized to a high-fat diet (HFD) (60% kcal fat) or control diet (CD) (16% kcal fat) for 3 weeks. After 3 weeks of feeding, sepsis was induced by cecal ligation and puncture (CLP) and animals were monitored for survival. In a separate experiment, after 3 weeks of feeding mice underwent CLP and were sacrificed at various time points thereafter. Tissue was collected for biochemical studies. Mice fed a HFD gained more weight and had a greater fat mass compared to CD-fed mice. Mice on a HFD had a lower probability of survival and more severe lung injury compared with CD-fed mice following sepsis. Myeloperoxidase (MPO) activity, an indicator of neutrophil infiltration, was increased in the lung and liver after CLP in HFD-fed mice compared with CD (P < 0.05). The plasma cytokines tumor necrosis factor-α (TNF-α) and interleukin (IL)-6 were increased in both groups after CLP, however, TNF-α and IL-6 levels were lower in HFD mice at 3 h after CLP compared with CD and consistent with lung, but not liver, messenger RNA (mRNA) expression. Leptin levels were higher in HFD-fed mice at 18 h after sepsis compared to baseline levels (P < 0.05). Polymicrobial sepsis increased hepatic nuclear factor-κB (NF-κB) activation in HFD-fed mice after CLP vs. CD-fed mice. Short duration high fat feeding increases mortality and organ injury following polymicrobial sepsis. These effects correspond to changes in NF-κB.


Subject(s)
Cecum/pathology , Diet, High-Fat/adverse effects , Liver/pathology , Lung/pathology , Sepsis/pathology , Animals , Cecum/injuries , Interleukin-6/blood , Leptin/blood , Ligation , Liver/injuries , Male , Mice , Mice, Inbred C57BL , NF-kappa B/blood , Sepsis/metabolism , Sepsis/microbiology , Sepsis/mortality , Time Factors , Tumor Necrosis Factor-alpha/blood
17.
Crit Care Med ; 39(11): 2511-7, 2011 Nov.
Article in English | MEDLINE | ID: mdl-21705885

ABSTRACT

OBJECTIVE: Septic shock heterogeneity has important implications for clinical trial implementation and patient management. We previously addressed this heterogeneity by identifying three putative subclasses of children with septic shock based exclusively on a 100-gene expression signature. Here we attempted to prospectively validate the existence of these gene expression-based subclasses in a validation cohort. DESIGN: Prospective observational study involving microarray-based bioinformatics. SETTING: Multiple pediatric intensive care units in the United States. PATIENTS: Separate derivation (n = 98) and validation (n = 82) cohorts of children with septic shock. INTERVENTIONS: None other than standard care. MEASUREMENTS AND MAIN RESULTS: Gene expression mosaics of the 100 class-defining genes were generated for 82 individual patients in the validation cohort. Using computer-based image analysis, patients were classified into one of three subclasses ("A," "B," or "C") based on color and pattern similarity relative to reference mosaics generated from the original derivation cohort. After subclassification, the clinical database was mined for phenotyping. Subclass A patients had higher illness severity relative to subclasses B and C as measured by maximal organ failure, fewer intensive care unit-free days, and a higher Pediatric Risk of Mortality score. Patients in subclass A were characterized by repression of genes corresponding to adaptive immunity and glucocorticoid receptor signaling. Separate subclass assignments were conducted by 21 individual clinicians using visual inspection. The consensus classification of the clinicians had modest agreement with the computer algorithm. CONCLUSIONS: We have validated the existence of subclasses of children with septic shock based on a biologically relevant, 100-gene expression signature. The subclasses have relevant clinical differences.


Subject(s)
Shock, Septic/classification , Shock, Septic/genetics , Child, Preschool , Female , Gene Expression , Humans , Infant , Intensive Care Units, Pediatric , Male , Prognosis , Prospective Studies , Protein Array Analysis , Risk Factors , Severity of Illness Index , Shock, Septic/diagnosis
18.
Pediatr Crit Care Med ; 12(2): 165-73, 2011 Mar.
Article in English | MEDLINE | ID: mdl-20473243

ABSTRACT

OBJECTIVES: To frame the general process of biomarker discovery and development; and to describe a proposal for the development of a multibiomarker-based risk model for pediatric septic shock. DATA SOURCE: Narrative literature review and author-generated data. DATA SELECTION: Biomarkers can be grouped into four broad classes, based on the intended function: diagnostic, monitoring, surrogate, and stratification. DATA EXTRACTION AND SYNTHESIS: Biomarker discovery and development requires a rigorous process, which is frequently not well followed in the critical care medicine literature. Very few biomarkers have successfully transitioned from the candidate stage to the true biomarker stage. There is great interest in developing diagnostic and stratification biomarkers for sepsis. Procalcitonin is currently the most promising diagnostic biomarker for sepsis. Recent evidence suggested that interleukin-8 can be used to stratify children with septic shock having a high likelihood of survival with standard care. Currently, there is a multi-institutional effort to develop a multibiomarker-based sepsis risk model intended to predict outcome and illness severity for individual children with septic shock. CONCLUSIONS: Biomarker discovery and development are an important portion of the pediatric critical care medicine translational research agenda. This effort will require collaboration across multiple institutions and investigators. Rigorous conduct of biomarker-focused research holds the promise of transforming our ability to care for individual patients and our ability to conduct clinical trials in a more effective manner.


Subject(s)
Biomarkers , Critical Care , Intensive Care Units, Pediatric , Confidence Intervals , Critical Illness , Emergency Medicine , Humans , Likelihood Functions , Predictive Value of Tests , Sensitivity and Specificity , Shock, Septic/diagnosis , Shock, Septic/physiopathology
20.
Mol Med ; 16(11-12): 491-7, 2010.
Article in English | MEDLINE | ID: mdl-20809049

ABSTRACT

Peroxisome proliferator-activated receptor (PPAR)-γ is a ligand-activated transcription factor and regulates inflammation. Posttranslational modifications regulate the function of PPARγ, potentially affecting inflammation. PPARγ contains a mitogen-activated protein kinase (MAPK) site, and phosphorylation by extracellular signal-regulated kinase (ERK)-1/2 leads to inhibition of PPARγ. This study investigated the kinetics of PPARγ expression and activation in parenchymal and immune cells in sepsis using the MAPK/ERK kinase (MEK)-1 inhibitor, an upstream kinase of ERK1/2. Adult male Sprague Dawley rats were subjected to polymicrobial sepsis by cecal ligation and puncture. Rats received intraperitoneal injection of vehicle or the MEK1 inhibitor PD98059 (5 mg/kg) 30 min before cecal ligation and puncture. Rats were euthanized at 0, 1, 3, 6 and 18 h after cecal ligation and puncture. Control animals used were animals at time 0 h. Lung, plasma and peripheral blood mononuclear cells (PBMCs) were collected for biochemical assays. In vehicle-treated rats, polymicrobial sepsis resulted in significant lung injury. In the lung and PBMCs, nuclear levels of PPARγ were decreased and associated with an increase in phosphorylated PPARγ and phosphorylated ERK1/2 levels. Treatment with the MEK1 inhibitor increased the antiinflammatory plasma adipokine adiponectin, restored PPARγ expression in PBMCs and lung, and decreased lung injury. The inflammatory effects of sepsis cause changes in PPARγ expression and activation, in part, because of phosphorylation of PPARγ by ERK1/2. This phosphorylation can be reversed by ERK1/2 inhibition, thereby improving lung injury.


Subject(s)
Down-Regulation , Mitogen-Activated Protein Kinase 3/metabolism , PPAR gamma/metabolism , Sepsis/microbiology , Adiponectin/blood , Animals , Anti-Inflammatory Agents/pharmacokinetics , Ligands , Lung/physiopathology , Male , Mitogen-Activated Protein Kinase 3/antagonists & inhibitors , Mitogen-Activated Protein Kinases/metabolism , Phosphorylation , Rats , Rats, Sprague-Dawley , Sepsis/metabolism , Transcription Factors/metabolism
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