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Raina R, Nada A, Shah R, Aly H, Kadatane S, Abitbol C, Aggarwal M, Koyner J, Neyra J, Sethi SK. Artificial intelligence in early detection and prediction of pediatric/neonatal acute kidney injury: current status and future directions. Pediatr Nephrol 2024; 39:2309-2324. [PMID: 37889281 DOI: 10.1007/s00467-023-06191-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Revised: 08/27/2023] [Accepted: 09/26/2023] [Indexed: 10/28/2023]
Abstract
Acute kidney injury (AKI) has a significant impact on the short-term and long-term clinical outcomes of pediatric and neonatal patients, and it is imperative in these populations to mitigate the pathways leading to AKI and be prepared for early diagnosis and treatment intervention of established AKI. Recently, artificial intelligence (AI) has provided more advent predictive models for early detection/prediction of AKI utilizing machine learning (ML). By providing strong detail and evidence from risk scores and electronic alerts, this review outlines a comprehensive and holistic insight into the current state of AI in AKI in pediatric/neonatal patients. In the pediatric population, AI models including XGBoost, logistic regression, support vector machines, decision trees, naïve Bayes, and risk stratification scores (Renal Angina Index (RAI), Nephrotoxic Injury Negated by Just-in-time Action (NINJA)) have shown success in predicting AKI using variables like serum creatinine, urine output, and electronic health record (EHR) alerts. Similarly, in the neonatal population, using the "Baby NINJA" model showed a decrease in nephrotoxic medication exposure by 42%, the rate of AKI by 78%, and the number of days with AKI by 68%. Furthermore, the "STARZ" risk stratification AI model showed a predictive ability of AKI within 7 days of NICU admission of AUC 0.93 and AUC of 0.96 in the validation and derivation cohorts, respectively. Many studies have reported the superiority of using biomarkers to predict AKI in pediatric patients and neonates as well. Future directions include the application of AI along with biomarkers (NGAL, CysC, OPN, IL-18, B2M, etc.) in a Labelbox configuration to create a more robust and accurate model for predicting and detecting pediatric/neonatal AKI.
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Affiliation(s)
- Rupesh Raina
- Akron Nephrology Associates/Cleveland Clinic Akron General Medical Center, Akron, OH, USA.
- Department of Nephrology, Akron Children's Hospital, Akron, OH, USA.
- Department of Medicine, Northeast Ohio Medical University, Rootstown, OH, USA.
| | - Arwa Nada
- Le Bonheur Children's Hospital & St. Jude Research Hospital, The University of Tennessee Health Science Center, Memphis, TN, USA
| | - Raghav Shah
- Akron Nephrology Associates/Cleveland Clinic Akron General Medical Center, Akron, OH, USA
- Department of Medicine, Northeast Ohio Medical University, Rootstown, OH, USA
| | - Hany Aly
- Department of Neonatology, Cleveland Clinic Children's, Cleveland, OH, USA
| | - Saurav Kadatane
- Department of Medicine, Northeast Ohio Medical University, Rootstown, OH, USA
| | - Carolyn Abitbol
- Department of Pediatrics, Division of Pediatric Nephrology, University of Miami Miller School of Medicine/Holtz Children's Hospital, Miami, FL, USA
| | - Mihika Aggarwal
- Paediatric Nephrology & Paediatric Kidney Transplantation, Kidney and Urology Institute, Medanta, The Medicity Hospital, Gurgaon, India
| | - Jay Koyner
- Section of Nephrology, Department of Medicine, University of Chicago, Pritzker School of Medicine, Chicago, IL, USA
| | - Javier Neyra
- Department of Medicine, Division of Nephrology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Sidharth Kumar Sethi
- Paediatric Nephrology & Paediatric Kidney Transplantation, Kidney and Urology Institute, Medanta, The Medicity Hospital, Gurgaon, India
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Garg PP, Shenberger J, South AM, Garg PM. Necrotizing Enterocolitis-Associated Acute Kidney Injury-Transforming the Paradigm. Am J Perinatol 2024. [PMID: 38768643 DOI: 10.1055/a-2330-1244] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/22/2024]
Abstract
Necrotizing enterocolitis (NEC) is one of the most common conditions requiring emergency surgery in the neonatal intensive care unit and is associated with a septic shock-like state contributing to multiorgan dysfunction. NEC affects 6 to 10% of very low-birth-weight infants and remains a leading cause of death. The occurrence of severe acute kidney injury (AKI) following surgical NEC is a harbinger of multiple morbidities. This review presents current evidence about the clinical impact of NEC-associated AKI on the clinical outcomes. Studies evaluating nephroprotective strategies to prevent AKI and its consequences are greatly needed to improve the postoperative recovery and clinical outcomes in neonates with NEC. Future observational studies and clinical trials in preterm infants with NEC prioritize measuring short-term (AKI) and longer term (chronic kidney disease) kidney outcomes. KEY POINTS: · Severe AKI is common following surgical NEC.. · Severe AKI following NEC is associated with poor clinical outcomes.. · Studies evaluating nephroprotective strategies to prevent AKI and its consequences are needed.. IMPACT: · Severe AKI (stage 2 and 3) occurs in 32.6% of neonates after NEC diagnosis and in 58.7% following surgical NEC diagnosis.. · NEC-associated AKI is associated with severe postoperative course, moderate-to-severe bronchopulmonary dysplasia, surgical complications, brain injury, and longer hospital stay in preterm infants.. · Severity of NEC-associated AKI can be utilized by bedside providers for the prognostication of clinical outcomes in preterm infants..
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Affiliation(s)
- Padma P Garg
- Department of Pediatrics Critical Care, University of Mississippi Medical Center, Jackson, Mississippi
| | - Jeffrey Shenberger
- Department of Pediatrics/Neonatology, Connecticut Children's, Hartford, Connecticut
| | - Andrew M South
- Section of Nephrology, Department of Pediatrics, Wake Forest University School of Medicine, Winston-Salem, North Carolina
- Division of Public Health Sciences, Department of Epidemiology and Prevention, Wake Forest University School of Medicine, Winston-Salem, North Carolina
| | - Parvesh M Garg
- Department of Pediatrics/Neonatology, Wake Forest University, Winston-Salem, North Carolina
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Lingasubramanian G, Hum CE, Hunter K, Mehta R, Bhandari V. Timing and risk factors associated with acute kidney injury in infants with necrotizing enterocolitis. J Perinatol 2024:10.1038/s41372-024-02003-4. [PMID: 38778205 DOI: 10.1038/s41372-024-02003-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Revised: 05/08/2024] [Accepted: 05/10/2024] [Indexed: 05/25/2024]
Abstract
OBJECTIVE To evaluate the prevalence, onset, risk factors, and mortality associated with acute kidney injury (AKI) in infants with necrotizing enterocolitis (NEC). DESIGN/METHODS Retrospective study at 2 centers in infants with NEC, with/without AKI. AKI assessed by serum creatinine and urine output. Statistical tests used included t, Mann-Whitney U, Chi-square, and Fisher Exact tests. RESULTS Among 80 eligible infants with NEC, 56 (70%) had AKI. Median onset of NEC was day 15, with median AKI onset two days (IQR, -5.75 to 0) prior to NEC onset. Vasopressors were significantly more likely to be used in infants with NEC and AKI (p = 0.009). Increased mortality (p = 0.01) was noted in infants with NEC and AKI. CONCLUSIONS The onset of AKI mostly precedes NEC onset, with moderate to severe AKI more prevalent than the milder form in infants with NEC. These infants are significantly more likely to be hemodynamically unstable and have increased mortality.
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Affiliation(s)
| | | | - Krystal Hunter
- Cooper Medical School of Rowan University, Camden, NJ, USA
| | - Rajeev Mehta
- Rutgers Robert Wood Johnson Medical School, New Brunswick, NJ, USA
| | - Vineet Bhandari
- Cooper Medical School of Rowan University, Camden, NJ, USA.
- The Children's Regional Hospital at Cooper, Camden, NJ, USA.
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Sanderson K, Griffin R, Anderson N, South AM, Swanson JR, Zappitelli M, Steflik HJ, DeFreitas MJ, Charlton J, Askenazi D. Perinatal risk factors associated with acute kidney injury severity and duration among infants born extremely preterm. Pediatr Res 2024:10.1038/s41390-024-03102-w. [PMID: 38438550 DOI: 10.1038/s41390-024-03102-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Revised: 01/29/2024] [Accepted: 02/03/2024] [Indexed: 03/06/2024]
Abstract
BACKGROUND We evaluated time-varying perinatal risk factors associated with early (≤7 post-natal days) and late (>7 post-natal days) severe acute kidney injury (AKI) occurrence and duration. METHODS A secondary analysis of Preterm Erythropoietin Neuroprotection Trial data. We defined severe AKI (stage 2 or 3) per neonatal modified Kidney Disease: Improving Global Outcomes criteria. Adjusted Cox proportional hazards models were conducted with exposures occurring at least 72 h before severe AKI. Adjusted negative binomial regression models were completed to evaluate risk factors for severe AKI duration. RESULTS Of 923 participants, 2% had early severe AKI. In the adjusted model, gestational diabetes (adjusted HR (aHR) 5.4, 95% CI 1.1-25.8), non-steroidal anti-inflammatory drugs (NSAIDs) (aHR 3.2, 95% CI 1.0-9.8), and vancomycin (aHR 13.9, 95% CI 2.3-45.1) were associated with early severe AKI. Late severe AKI occurred in 22% of participants. Early severe AKI (aHR 2.5, 95% CI 1.1-5.4), sepsis (aHR 2.5, 95% CI 1.4-4.4), vasopressors (aHR 2.9, 95% CI 1.8-4.6), and diuretics (aHR 2.6, 95% CI 1.9-3.6) were associated with late severe AKI. Participants who had necrotizing enterocolitis or received NSAIDs had longer severe AKI duration. CONCLUSION We identified major risk factors for severe AKI that can be the focus of future research. IMPACT STATEMENT Time-dependent risk factors for severe acute kidney injury (AKI) and its duration are not well defined among infants born <28 weeks' gestation. Over 1 in 5 infants born <28 weeks' gestation experienced severe AKI, and this study identified several major time-dependent perinatal risk factors occurring within 72 h prior to severe AKI. This study can support efforts to develop risk stratification and clinical decision support to help mitigate modifiable risk factors to reduce severe AKI occurrence and duration.
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Affiliation(s)
- Keia Sanderson
- University of North Carolina Department of Medicine-Nephrology, Chapel Hill, NC, USA.
| | - Russell Griffin
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Nekayla Anderson
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Andrew M South
- Department of Pediatrics, Section of Nephrology, Brenner Children's, Wake Forest University School of Medicine, Winston Salem, NC, USA
| | - Jonathan R Swanson
- Division of Neonatology, Department of Pediatrics, University of Virginia School of Medicine, Charlottesville, VA, USA
| | - Michael Zappitelli
- Department of Pediatrics, Division of Nephrology, Hospital for Sick Children, University of Toronto, Toronto, ON, Canada
- Montreal Children's Hospital, McGill University Health Centre, Montreal, QC, Canada
| | - Heidi J Steflik
- Division of Neonatal-Perinatal Medicine, Department of Pediatrics, Medical University of South Carolina, Charleston, SC, USA
| | - Marissa J DeFreitas
- Division of Pediatric Nephrology, Department of Pediatrics, University of Miami, Miami, FL, USA
| | - Jennifer Charlton
- University of Virginia, Department of Pediatrics, Division of Nephrology, Charlottesville, VA, USA
| | - David Askenazi
- Division of Nephrology, Department of Pediatrics, University of Alabama at Birmingham, Birmingham, AL, USA
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Garg PP, Riddick R, Ansari MAY, Pittman I, Ladd MR, Porcelli P, Garg PM. Risk factors for postoperative complications in preterm infants with surgical necrotizing enterocolitis and associated outcomes. J Neonatal Perinatal Med 2024; 17:77-89. [PMID: 38217616 PMCID: PMC10939752 DOI: 10.3233/npm-230076] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2024]
Abstract
BACKGROUND We aim to determine clinical risk factors for postoperative complications in preterm infants with surgical necrotizing enterocolitis (NEC) or spontaneous intestinal perforation (SIP). METHODS A retrospective cohort study of preterm infants with surgical NEC or SIP to compare clinical factors between those with and without postoperative complications. RESULTS 78/109 (71.5%) infants had any complication following surgical NEC. Adhesions (20/35, 57.1%) and wound infection (6/35, 17.1%) were the most common single surgical complications. Patients with a single surgical complication (35/66, 53%) were significantly less likely to be exposed to antenatal steroids, more frequently had a jejunostomy, needed a central line longer, and had a longer length of stay than those without any surgical complication. Infants with > 1 surgical complication (43/71, 60.5%) included mainly females, and had AKI more frequently at NEC onset, lower weight z-scores and lower weight for length z- scores at 36 weeks PMA than those without any complications.On multinomial logistic regression, antenatal steroids exposure (OR 0.23 [CI 0.06, 0.84]; p = 0.027) was independently associated with lower risk and jejunostomy 4.81 (1.29, 17.9) was independently associated with higher risk of developing a single complication. AKI following disease onset (OR 5.33 (1.38, 20.6), P = 0.015) was independently associated with > 1 complication in surgical NEC/SIP infants. CONCLUSION Infants with postoperative complications following surgical NEC were more likely to be female, have additional morbidities, and demonstrate growth failure at 36 weeks PMA than those without surgical complications. There was no difference in mortality between those with and without surgical complications.
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Affiliation(s)
- P P Garg
- Department of Pediatrics, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - R Riddick
- Department of Pediatrics, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - M A Y Ansari
- Department of Data Sciences, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - I Pittman
- Department of Pediatrics, University of Mississippi Medical Center, Jackson, Mississippi, USA
| | - M R Ladd
- Department of General Surgery/Pediatric Surgery, Atrium Health Wake Forest Baptist, Wake Forest School of Medicine, Winston Salem, NC, USA
| | - P Porcelli
- Department of Pediatrics/Neonatology, Atrium Health Wake Forest Baptist, Wake Forest School of Medicine, Winston Salem, NC, USA
| | - P M Garg
- Department of Pediatrics, University of Mississippi Medical Center, Jackson, Mississippi, USA
- Department of Pediatrics/Neonatology, Atrium Health Wake Forest Baptist, Wake Forest School of Medicine, Winston Salem, NC, USA
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Schiff AF, Deines D, Jensen ET, O'Connell N, Perry CJ, Shaltout HA, Washburn LK, South AM. Duration of Simultaneous Exposure to High-Risk and Lower-Risk Nephrotoxic Antimicrobials in the Neonatal Intensive Care Unit (NICU) and Future Adolescent Kidney Health. J Pediatr 2024; 264:113730. [PMID: 37722552 PMCID: PMC10873056 DOI: 10.1016/j.jpeds.2023.113730] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/19/2023] [Revised: 08/30/2023] [Accepted: 09/13/2023] [Indexed: 09/20/2023]
Abstract
OBJECTIVE To determine whether greater duration of simultaneous exposure to antimicrobials with high nephrotoxicity risk combined with lower-risk antimicrobials (simultaneous exposure) in the neonatal intensive care unit (NICU) is associated with worse later kidney health in adolescents born preterm with very low birth weight (VLBW). STUDY DESIGN Prospective cohort study of participants born preterm with VLBW (<1500 g) as singletons between January 1, 1992, and June 30, 1996. We defined simultaneous exposure as a high-risk antimicrobial, such as vancomycin, administered with a lower-risk antimicrobial on the same date in the NICU. Outcomes were serum creatinine, estimated glomerular filtration rate (eGFR), and first-morning urine albumin-creatinine ratio (ACR) at age 14 years. We fit multivariable linear regression models with days of simultaneous exposure and days of nonsimultaneous exposure as main effects, adjusting for gestational age, birth weight, and birth weight z-score. RESULTS Of the 147 out of 177 participants who had exposure data, 97% received simultaneous antimicrobials for mean duration 7.2 days (SD 5.6). No participant had eGFR <90 ml/min/1.73 m2. The mean ACR was 15.2 mg/g (SD 38.7) and 7% had albuminuria (ACR >30 mg/g). Each day of simultaneous exposure was associated only with a 1.04-mg/g higher ACR (95% CI 1.01 to 1.06). CONCLUSIONS Despite frequent simultaneous exposure to high-risk combined with lower-risk nephrotoxic antimicrobials in the NICU, there were no clinically relevant associations with worse kidney health identified in adolescence. Although future studies are needed, these findings may provide reassurance in a population thought to be at increased risk of chronic kidney disease.
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Affiliation(s)
- Andrew F Schiff
- Department of Pediatrics, Section of Neonatology, Wake Forest University School of Medicine, Winston Salem, NC
| | - Danielle Deines
- University of Otago School of Medicine, Dunedin, New Zealand
| | - Elizabeth T Jensen
- Division of Public Health Sciences, Department of Epidemiology and Prevention, Wake Forest University School of Medicine, Winston Salem, NC
| | - Nathaniel O'Connell
- Division of Public Health Sciences, Department of Biostatistics and Data Science, Wake Forest University School of Medicine, Winston Salem, NC
| | - Courtney J Perry
- Department of Physician Assistant Studies, Wake Forest University School of Medicine, Winston Salem, NC
| | - Hossam A Shaltout
- Department of Obstetrics and Gynecology, Wake Forest University School of Medicine, Winston Salem, NC; Department of Pharmacology and Toxicology, School of Pharmacy, University of Alexandria, Alexandria, Egypt
| | - Lisa K Washburn
- Department of Pediatrics, Section of Neonatology, Wake Forest University School of Medicine, Winston Salem, NC
| | - Andrew M South
- Division of Public Health Sciences, Department of Epidemiology and Prevention, Wake Forest University School of Medicine, Winston Salem, NC; Department of Pediatrics, Section of Nephrology, Wake Forest University School of Medicine, Winston Salem, NC.
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Stoops C, Gavigan H, Krallman K, Anderson N, Griffin R, Slagle C, House S, Goldstein SL, Askenazi DJ. The Utility of Urinary NGAL as an Alternative for Serum Creatinine to Detect Acute Kidney Injury in Infants Exposed to Nephrotoxic Medications in the Neonatal Intensive Care Unit. Neonatology 2023; 121:203-212. [PMID: 38151013 PMCID: PMC10987269 DOI: 10.1159/000535322] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Accepted: 11/14/2023] [Indexed: 12/29/2023]
Abstract
INTRODUCTION Nephrotoxic medication (NTM) exposure is commonly associated with acute kidney injury (AKI) in the neonatal intensive care unit (NICU). Baby Nephrotoxic Injury Negated by Just-in-Time Action (NINJA) is a quality improvement program that assesses for AKI in those exposed to NTM with daily serum creatinine (SCr) levels. However, blood draws for SCr are invasive and have clinical disadvantages. Urinary neutrophil gelatinase-associated lipocalin (uNGAL) is a promising indicator of AKI. We tested the hypothesis that uNGAL could reliably screen for NTM-AKI in the Baby NINJA program. METHODS This two-center prospective study screened 174 NICU subjects, of whom 148 met screening criteria from January 29, 2019, to September 18, 2020. Daily SCr and urine samples were obtained for up to 7 days of NTM exposure plus 2 days after exposure ended or end of AKI. AKI was defined by a SCr rise of 50% from baseline. The highest uNGAL obtained was evaluated to determine its relationship to the diagnosis of AKI. Logistic regression models were used to determine optimal uNGAL cutoffs. RESULTS The negative predictive value of a uNGAL value ≥250 ng/mL was 96.8% (95% CI = 93.3-100%). Urine NGAL ≥400 ng/mL demonstrated the highest ROC-AUC value of 0.72 with a positive likelihood risk for AKI of 2.76 (1.39-4.13). DISCUSSION/CONCLUSION We propose that uNGAL could be used to screen for NTM-AKI and thus replace many blood draws needed in those exposed to NTM. The ideal uNGAL threshold requires further investigation in infants.
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Affiliation(s)
- Christine Stoops
- Department of Pediatrics, University of Alabama at Birmingham, Birmingham, AL, USA
- Department of Pediatrics, Children’s of Alabama, Birmingham, AL, USA
| | - Hailey Gavigan
- Department of Pediatrics, Levine Children’s Hospital, Charlotte, NC, USA
| | - Kelli Krallman
- Department of Pediatrics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Nekayla Anderson
- Department of Pediatrics, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Russell Griffin
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Cara Slagle
- Department of Pediatrics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, University of Cincinnati, Cincinnati, OH, USA
| | - Scott House
- Department of Pediatrics, Children’s of Alabama, Birmingham, AL, USA
| | - SL Goldstein
- Department of Pediatrics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
- Department of Pediatrics, University of Cincinnati, Cincinnati, OH, USA
| | - DJ Askenazi
- Department of Pediatrics, University of Alabama at Birmingham, Birmingham, AL, USA
- Department of Pediatrics, Children’s of Alabama, Birmingham, AL, USA
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Garg PM, Pittman IA, Ansari MAY, Yen CW, Riddick R, Jetton JG, South AM, Hillegass WB. Gestational age-specific clinical correlates of acute kidney injury in preterm infants with necrotizing enterocolitis. Pediatr Res 2023; 94:2016-2025. [PMID: 37454184 PMCID: PMC10937190 DOI: 10.1038/s41390-023-02736-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Revised: 06/02/2023] [Accepted: 06/26/2023] [Indexed: 07/18/2023]
Abstract
BACKGROUND To study the gestational age-specific risk factors and outcomes of severe acute kidney injury (AKI) in neonates with necrotizing enterocolitis (NEC). METHODS Retrospective cohort study comparing gestational age (GA)-specific clinical data between infants without severe AKI (stage 0/1 AKI) and those with severe AKI (stages 2 and 3 AKI) stratified by GA ≤27 and >27 weeks. RESULTS Infants with GA ≤27 weeks had double the rate of severe AKI (46.3% vs. 20%). In infants with GA >27 weeks, male sex, outborn, and nephrotoxic medication exposure were associated with severe AKI. On multivariable logistic regression, in infants with GA ≤27 weeks, surgical NEC (OR 35.08 (CI 5.05, 243.73), p < 0.001) and ostomy (OR 6.2(CI 1.29, 29.73), p = 0.027) were associated with significantly higher odds of severe AKI. Surgical NEC infants with GA >27 weeks and severe AKI were significantly more likely to be outborn, have later NEC onset, need dopamine, and have longer hospitalization (158 days [110; 220] vs.75.5 days [38.8; 105]; p = 0.007 than those with non-severe AKI. CONCLUSION In neonates with NEC, surgical intervention was associated with moderate-to-severe AKI in infants with GA ≤27 weeks and with longer hospitalization in infants with GA >27 weeks. IMPACT In both cohorts need for surgery, stoma, cholestasis, and mechanical ventilation were associated with severe AKI; however, the infants with GA <27 weeks had twice the risk of severe AKI than GA >27 weeks group. The longer exposure to nephrotoxic medication and referral need were significant risk factors for AKI in GA >27 weeks group. GA-specific kidney protective and monitoring strategies to prevent AKI and its consequences are needed to improve the clinical outcomes in neonates with NEC. Understanding the risk factors and short- and long-term outcomes unique to different GA groups will help inform those strategies.
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Affiliation(s)
- Parvesh Mohan Garg
- Department of Pediatrics/Neonatology, Atrium Health Wake Forest Baptist Hospital, Wake Forest University School of Medicine, Winston Salem, NC, USA.
- Department of Pediatrics/Neonatology, University of Mississippi Medical Center, Jackson, MS, USA.
| | - Isabella A Pittman
- Department of Pediatrics/Neonatology, University of Mississippi Medical Center, Jackson, MS, USA
| | - Md Abu Yusuf Ansari
- Department of Data Sciences, University of Mississippi Medical Center, Jackson, MS, USA
| | - Chin Wen Yen
- Department of Pediatrics/Neonatology, University of Mississippi Medical Center, Jackson, MS, USA
| | - Robbin Riddick
- Department of Pediatrics/Neonatology, University of Mississippi Medical Center, Jackson, MS, USA
| | - Jennifer G Jetton
- Section of Pediatric Nephrology, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Andrew M South
- Department of Pediatrics-Section of Nephrology, Brenner Children's, Wake Forest University School of Medicine, Winston Salem, NC, USA
| | - William B Hillegass
- Department of Data Sciences, University of Mississippi Medical Center, Jackson, MS, USA
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
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Zhang M, Lang B, Li H, Huang L, Zeng L, Jia ZJ, Cheng G, Zhu Y, Zhang L. Incidence and risk factors of drug-induced kidney injury in children: a systematic review and meta-analysis. Eur J Clin Pharmacol 2023; 79:1595-1606. [PMID: 37787852 DOI: 10.1007/s00228-023-03573-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Accepted: 09/17/2023] [Indexed: 10/04/2023]
Abstract
PURPOSE To comprehensively summarize the incidence and risk factors of drug-induced kidney injury (DIKI) in children. METHODS We systematically searched seven databases from inception to November 2022. Two independent reviewers selected studies, extracted data, and assessed the risk of bias. Meta-analyses were conducted to quantify the incidence and risk factors of DIKI in children. RESULTS A total of 69 studies comprising 195,894 pediatric patients were included. Overall, the incidence of DIKI in children was 18.2% (95%CI: 16.4%-20.1%). The incidence of DIKI in critically ill children (19.6%, 95%CI: 15.9%-23.3%) was higher than that in non-critically ill children (16.1%, 95%CI: 12.9%-19.4%). Moreover, the risk factors for DIKI in children were intensive care unit (ICU) admission (OR = 1.59, 95% CI: 1.42-1.78, P = 0.000), treatment days (OR = 1.04, 95% CI: 1.03-1.05, P = 0.000), surgical intervention (OR = 1.43, 95% CI: 1.00-2.02, P = 0.048), infection (OR = 2.30, 95% CI: 1.44-3.66, P = 0.000), patent ductus arteriosus (OR = 4.78, 95% CI: 1.82-12.57, P = 0.002), chronic kidney disease (OR = 2.78, 95% CI: 1.92-4.02, P = 0.000), combination with antibacterial agents (OR = 1.98, 95% CI: 1.54-2.55, P = 0.000), diuretics (OR = 1.97, 95% CI: 1.51-2.56, P = 0.000), combination with antiviral agents (OR = 1.50, 95% CI: 1.11-2.04, P = 0.008), combination with non-steroidal anti-inflammatory drugs (OR = 1.79, 95% CI: 1.40-2.28, P = 0.000), and combination with immunosuppressive agents (OR = 2.84, 95% CI: 1.47-5.47, P = 0.002). CONCLUSION The incidence of DIKI in children is high, especially in critically ill children. Identifying high-risk groups and determining safer treatments is critical to reducing the incidence of DIKI in children. In clinical practice, clinicians should adjust medication regimens for high-risk pediatric groups, such as ICU admission, some underlying diseases, combination with nephrotoxic drugs, etc., and regularly evaluate kidney function throughout treatment.
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Affiliation(s)
- Miao Zhang
- Department of Pharmacy, West China Second University Hospital, Sichuan University, Chengdu, China
- Evidence-Based Pharmacy Center, West China Second University Hospital, Sichuan University, Chengdu, China
- NMPA Key Laboratory for Technical Research on Drug Products In Vitro and In Vivo Correlation, Chengdu, China
- Key Laboratory of Birth Defects and Related Diseases of Women and Children, Ministry of Education, Sichuan University, Chengdu, China
- West China School of Pharmacy, Sichuan University, Chengdu, China
| | - Bingchen Lang
- Department of Pharmacy, West China Second University Hospital, Sichuan University, Chengdu, China
- Evidence-Based Pharmacy Center, West China Second University Hospital, Sichuan University, Chengdu, China
- NMPA Key Laboratory for Technical Research on Drug Products In Vitro and In Vivo Correlation, Chengdu, China
- Key Laboratory of Birth Defects and Related Diseases of Women and Children, Ministry of Education, Sichuan University, Chengdu, China
| | - Hailong Li
- Department of Pharmacy, West China Second University Hospital, Sichuan University, Chengdu, China
- Evidence-Based Pharmacy Center, West China Second University Hospital, Sichuan University, Chengdu, China
- NMPA Key Laboratory for Technical Research on Drug Products In Vitro and In Vivo Correlation, Chengdu, China
- Key Laboratory of Birth Defects and Related Diseases of Women and Children, Ministry of Education, Sichuan University, Chengdu, China
| | - Liang Huang
- Department of Pharmacy, West China Second University Hospital, Sichuan University, Chengdu, China
- Evidence-Based Pharmacy Center, West China Second University Hospital, Sichuan University, Chengdu, China
- NMPA Key Laboratory for Technical Research on Drug Products In Vitro and In Vivo Correlation, Chengdu, China
- Key Laboratory of Birth Defects and Related Diseases of Women and Children, Ministry of Education, Sichuan University, Chengdu, China
| | - Linan Zeng
- Department of Pharmacy, West China Second University Hospital, Sichuan University, Chengdu, China
- Evidence-Based Pharmacy Center, West China Second University Hospital, Sichuan University, Chengdu, China
- NMPA Key Laboratory for Technical Research on Drug Products In Vitro and In Vivo Correlation, Chengdu, China
- Key Laboratory of Birth Defects and Related Diseases of Women and Children, Ministry of Education, Sichuan University, Chengdu, China
| | - Zhi-Jun Jia
- Department of Pharmacy, West China Second University Hospital, Sichuan University, Chengdu, China
- Evidence-Based Pharmacy Center, West China Second University Hospital, Sichuan University, Chengdu, China
- NMPA Key Laboratory for Technical Research on Drug Products In Vitro and In Vivo Correlation, Chengdu, China
- Key Laboratory of Birth Defects and Related Diseases of Women and Children, Ministry of Education, Sichuan University, Chengdu, China
- West China School of Pharmacy, Sichuan University, Chengdu, China
| | - Guo Cheng
- Key Laboratory of Birth Defects and Related Diseases of Women and Children, Ministry of Education, Sichuan University, Chengdu, China
- Department of Pediatrics, West China Second University Hospital, Sichuan University, Chengdu, China
- Laboratory of Molecular Translational Medicine, Center for Translational Medicine, Sichuan University, Chengdu, China
| | - Yu Zhu
- Key Laboratory of Birth Defects and Related Diseases of Women and Children, Ministry of Education, Sichuan University, Chengdu, China.
- Department of Pediatrics, West China Second University Hospital, Sichuan University, Chengdu, China.
| | - Lingli Zhang
- Department of Pharmacy, West China Second University Hospital, Sichuan University, Chengdu, China.
- Evidence-Based Pharmacy Center, West China Second University Hospital, Sichuan University, Chengdu, China.
- NMPA Key Laboratory for Technical Research on Drug Products In Vitro and In Vivo Correlation, Chengdu, China.
- Key Laboratory of Birth Defects and Related Diseases of Women and Children, Ministry of Education, Sichuan University, Chengdu, China.
- Chinese Evidence-Based Medicine Center, West China Hospital, Sichuan University, Chengdu, China.
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10
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Liberio BM, Seedorf G, Soranno DE, Montford JR, Faubel SG, Hernandez A, Abman SH, Gien J. Acute kidney injury decreases pulmonary vascular growth and alveolarization in neonatal rat pups. Pediatr Res 2023; 94:1308-1316. [PMID: 37138027 DOI: 10.1038/s41390-023-02625-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Revised: 03/13/2023] [Accepted: 04/15/2023] [Indexed: 05/05/2023]
Abstract
BACKGROUND Acute kidney injury (AKI) is common in sick neonates and associated with poor pulmonary outcomes, however, the mechanisms responsible remain unknown. We present two novel neonatal rodent models of AKI to investigate the pulmonary effects of AKI. METHODS In rat pups, AKI was induced surgically via bilateral ischemia-reperfusion injury (bIRI) or pharmacologically using aristolochic acid (AA). AKI was confirmed with plasma blood urea nitrogen and creatinine measurements and kidney injury molecule-1 staining on renal immunohistochemistry. Lung morphometrics were quantified with radial alveolar count and mean linear intercept, and angiogenesis investigated by pulmonary vessel density (PVD) and vascular endothelial growth factor (VEGF) protein expression. For the surgical model, bIRI, sham, and non-surgical pups were compared. For the pharmacologic model, AA pups were compared to vehicle controls. RESULTS AKI occurred in bIRI and AA pups, and they demonstrated decreased alveolarization, PVD, and VEGF protein expression compared controls. Sham pups did not experience AKI, however, demonstrated decreased alveolarization, PVD, and VEGF protein expression compared to controls. CONCLUSION Pharmacologic AKI and surgery in neonatal rat pups, with or without AKI, decreased alveolarization and angiogenesis, producing a bronchopulmonary dysplasia phenotype. These models provide a framework for elucidating the relationship between AKI and adverse pulmonary outcomes. IMPACT There are no published neonatal rodent models investigating the pulmonary effects after neonatal acute kidney injury, despite known clinical associations. We present two novel neonatal rodent models of acute kidney injury to study the impact of acute kidney injury on the developing lung. We demonstrate the pulmonary effects of both ischemia-reperfusion injury and nephrotoxin-induced AKI on the developing lung, with decreased alveolarization and angiogenesis, mimicking the lung phenotype of bronchopulmonary dysplasia. Neonatal rodent models of acute kidney injury provide opportunities to study mechanisms of kidney-lung crosstalk and novel therapeutics in the context of acute kidney injury in a premature infant.
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Affiliation(s)
- Brianna M Liberio
- Department of Pediatrics, Division of Neonatal-Perinatal Medicine, Indiana University School of Medicine, Indianapolis, IN, USA.
| | - Gregory Seedorf
- Department of Pediatrics, Section of Pulmonary and Sleep Medicine, University of Colorado School of Medicine, Aurora, CO, USA
| | - Danielle E Soranno
- Department of Pediatrics, Division of Pediatric Nephrology, Indiana University School of Medicine, Indianapolis, IN, USA
| | - John R Montford
- Department of Medicine, Division of Renal Medicine and Hypertension, University of Colorado School of Medicine, Aurora, CO, USA
- Renal Section, Rocky Mountain Regional VA Medical Center, Aurora, CO, USA
| | - Sarah G Faubel
- Department of Medicine, Division of Renal Medicine and Hypertension, University of Colorado School of Medicine, Aurora, CO, USA
| | - Andres Hernandez
- Department of Pediatrics, Section of Neonatology, University of Colorado School of Medicine, Aurora, CO, USA
| | - Steven H Abman
- Department of Pediatrics, Section of Pulmonary and Sleep Medicine, University of Colorado School of Medicine, Aurora, CO, USA
| | - Jason Gien
- Department of Pediatrics, Section of Neonatology, University of Colorado School of Medicine, Aurora, CO, USA
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11
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Amatullah N, Stottlemyer B, Zerfas I, Stevens C, Ozrazgat-Baslanti T, Bihorac A, Kane-Gill SL. Challenges in Pharmacovigilance: Variability in the Criteria for Determining Drug-Associated Acute Kidney Injury in Retrospective, Observational Studies. Nephron Clin Pract 2023; 147:725-732. [PMID: 37607496 PMCID: PMC10776175 DOI: 10.1159/000531916] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Accepted: 06/30/2023] [Indexed: 08/24/2023] Open
Abstract
BACKGROUND Drug-associated acute kidney injury (D-AKI) accounts for 19-26% of acute kidney injury (AKI) events in hospitalized patients and results in outcomes similar to patients with AKI from other etiologies. Diagnosing D-AKI is complex and various criteria have been used. SUMMARY To highlight the variability in D-AKI determination, a review was conducted between January 2017 and December 2022 using PubMed. Search terms included adaptations of "drug associated kidney injury" to identify a sampling of literature discussing definitions and criteria for D-AKI evaluation. The search yielded 291 articles that were uploaded to Rayyan, a software tool used to screen and select studies. Retrospective, observational electronic health record (EHR) studies conducted in hospitalized patients were included. The final sample contained 16 studies for data extraction, representing mostly adult populations (n = 13, 81.3%) in noncritical or unspecified inpatient settings (n = 12, 75%). Nine studies (56.3%) utilized the recommended Kidney Disease: Improving Global Outcome guidelines (KDIGO) criteria to define AKI. Baseline creatinine or laboratory criteria for kidney function were provided in 10 studies (62.5%). Eleven studies (68.8%) established a temporal sequence assessment linking nephrotoxin drug exposure to an AKI event, but these criteria were inconsistent among studies using time frames as soon as 3 months prior to AKI. CONCLUSION This review highlights the substantial variability in D-AKI criteria in select studies. Minimum expectations about what should be reported and criteria for the elements reported are needed to assure transparency, consistency, and standardization of pharmacovigilance strategies.
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Affiliation(s)
- Nabihah Amatullah
- Department of Pharmacy and Therapeutics, School of Pharmacy, University of Pittsburgh, Pittsburgh, PA, USA
| | - Britney Stottlemyer
- Department of Pharmacy and Therapeutics, School of Pharmacy, University of Pittsburgh, Pittsburgh, PA, USA
| | - Isabelle Zerfas
- Department of Pharmacy and Therapeutics, School of Pharmacy, University of Pittsburgh, Pittsburgh, PA, USA
| | - Cole Stevens
- Department of Pharmacy and Therapeutics, School of Pharmacy, University of Pittsburgh, Pittsburgh, PA, USA
| | - Tezcan Ozrazgat-Baslanti
- Intelligent Critical Care Center, University of Florida, Gainesville, Florida, USA
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Azra Bihorac
- Intelligent Critical Care Center, University of Florida, Gainesville, Florida, USA
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Sandra L. Kane-Gill
- Department of Pharmacy and Therapeutics, School of Pharmacy, University of Pittsburgh, Pittsburgh, PA, USA
- Department of Pharmacy, UPMC, Pittsburgh, PA, USA
- Department of Critical Care Medicine, Program of Critical Care Nephrology, Pittsburgh, PA, USA
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12
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Yalçın N, Kaşıkcı M, Çelik HT, Allegaert K, Demirkan K, Yiğit Ş. Impact of clinical pharmacist-led intervention for drug-related problems in neonatal intensive care unit a randomized controlled trial. Front Pharmacol 2023; 14:1242779. [PMID: 37645440 PMCID: PMC10461390 DOI: 10.3389/fphar.2023.1242779] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Accepted: 08/07/2023] [Indexed: 08/31/2023] Open
Abstract
Introduction: Drug-related problems (DRPs) incidence is higher in neonatal intensive care units (NICUs), compared to other pediatric wards due to aspects like off-label medications, pharmacokinetic/dynamic variability, or organ dysfunction/immaturity. This study aimed to determine whether and to what extent a clinical pharmacist intervention improves medication safety and prevents DRPs [medication errors (MEs), adverse drug reactions (ADRs), drug-drug interactions (DDIs)]. Methods: A prospective, randomized, double blind, controlled study in NICU-admitted neonates was conducted. NICU patients were randomly assigned to the intervention (clinical pharmacist-led) (IG) or control group (standard care such as clinical diagnosis, pharmacotherapy) (CG). The clinical pharmacist was involved in the IG to identify-prevent-intervene MEs, or identify and monitor ADRs and DDIs. The primary outcome was the number of neonates who developed at least one DRP compared with those seen across IG and CG. Secondary outcomes included length of hospital stay, total number of drugs or DRP type. Results: Neonates were randomly assigned to CG (n = 52) or IG (n = 48). In total, 45%, 42%, and 16% of patients had at least 1 MEs, ADRs, and clinically significant DDIs, respectively. The number of patients with at least 1 ME was 28 (53%) and 17 (35%) in the CG and IG (p>0.05). The median (range) number of ME was higher in CG [1 (0-7)] than in IG [0 (0-4)] (p = 0.003). Applying regression analysis, the CG had 2.849 times more MEs than the IG (p<0.001). Furthermore, the number of patients (CG to IG) with at least one detected ADR or clinical DDI was 19 (36%) to 23 (47%) (p>0.05) and 4 (7%) to 12 (25%), respectively (p = 0.028). Conclusion: Clinical pharmacist availability to systematically and standardized identify, prevent and resolve DRPs among NICU patients is effective. Daily detailed clinical pharmacist observations and interventions enables prevention and monitoring of DRPs. Clinical Trial Registration ClinicalTrials.gov, identifier NCT04899960.
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Affiliation(s)
- Nadir Yalçın
- Department of Clinical Pharmacy, Faculty of Pharmacy, Hacettepe University, Ankara, Türkiye
| | - Merve Kaşıkcı
- Department of Biostatistics, Faculty of Medicine, Hacettepe University, Ankara, Türkiye
| | - Hasan Tolga Çelik
- Division of Neonatology, Department of Child Health and Diseases, Faculty of Medicine, Hacettepe University, Ankara, Türkiye
| | - Karel Allegaert
- Department of Pharmaceutical and Pharmacological Sciences, Leuven, Belgium
- Department of Development and Regeneration, Leuven, Belgium
- Department of Hospital Pharmacy, Erasmus Medical Center, Rotterdam, Netherlands
| | - Kutay Demirkan
- Department of Clinical Pharmacy, Faculty of Pharmacy, Hacettepe University, Ankara, Türkiye
| | - Şule Yiğit
- Division of Neonatology, Department of Child Health and Diseases, Faculty of Medicine, Hacettepe University, Ankara, Türkiye
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13
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Akimoto H, Hayakawa T, Nagashima T, Minagawa K, Takahashi Y, Asai S. Detection of potential drug-drug interactions for risk of acute kidney injury: a population-based case-control study using interpretable machine-learning models. Front Pharmacol 2023; 14:1176096. [PMID: 37288110 PMCID: PMC10242015 DOI: 10.3389/fphar.2023.1176096] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Accepted: 05/09/2023] [Indexed: 06/09/2023] Open
Abstract
Background: Acute kidney injury (AKI), with an increase in serum creatinine, is a common adverse drug event. Although various clinical studies have investigated whether a combination of two nephrotoxic drugs has an increased risk of AKI using traditional statistical models such as multivariable logistic regression (MLR), the evaluation metrics have not been evaluated despite the fact that traditional statistical models may over-fit the data. The aim of the present study was to detect drug-drug interactions with an increased risk of AKI by interpreting machine-learning models to avoid overfitting. Methods: We developed six machine-learning models trained using electronic medical records: MLR, logistic least absolute shrinkage and selection operator regression (LLR), random forest, extreme gradient boosting (XGB) tree, and two support vector machine models (kernel = linear function and radial basis function). In order to detect drug-drug interactions, the XGB and LLR models that showed good predictive performance were interpreted by SHapley Additive exPlanations (SHAP) and relative excess risk due to interaction (RERI), respectively. Results: Among approximately 2.5 million patients, 65,667 patients were extracted from the electronic medical records, and assigned to case (N = 5,319) and control (N = 60,348) groups. In the XGB model, a combination of loop diuretic and histamine H2 blocker [mean (|SHAP|) = 0.011] was identified as a relatively important risk factor for AKI. The combination of loop diuretic and H2 blocker showed a significant synergistic interaction on an additive scale (RERI 1.289, 95% confidence interval 0.226-5.591) also in the LLR model. Conclusion: The present population-based case-control study using interpretable machine-learning models suggested that although the relative importance of the individual and combined effects of loop diuretics and H2 blockers is lower than that of well-known risk factors such as older age and sex, concomitant use of a loop diuretic and histamine H2 blocker is associated with increased risk of AKI.
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Affiliation(s)
- Hayato Akimoto
- Division of Pharmacology, Department of Biomedical Sciences, Nihon University School of Medicine, Itabashi-ku, Tokyo, Japan
- Division of Genomic Epidemiology and Clinical Trials, Clinical Trials Research Center, Nihon University School of Medicine, Itabashi-ku, Tokyo, Japan
| | - Takashi Hayakawa
- Division of Pharmacology, Department of Biomedical Sciences, Nihon University School of Medicine, Itabashi-ku, Tokyo, Japan
- Division of Genomic Epidemiology and Clinical Trials, Clinical Trials Research Center, Nihon University School of Medicine, Itabashi-ku, Tokyo, Japan
| | - Takuya Nagashima
- Division of Pharmacology, Department of Biomedical Sciences, Nihon University School of Medicine, Itabashi-ku, Tokyo, Japan
- Division of Genomic Epidemiology and Clinical Trials, Clinical Trials Research Center, Nihon University School of Medicine, Itabashi-ku, Tokyo, Japan
| | - Kimino Minagawa
- Division of Genomic Epidemiology and Clinical Trials, Clinical Trials Research Center, Nihon University School of Medicine, Itabashi-ku, Tokyo, Japan
| | - Yasuo Takahashi
- Division of Genomic Epidemiology and Clinical Trials, Clinical Trials Research Center, Nihon University School of Medicine, Itabashi-ku, Tokyo, Japan
| | - Satoshi Asai
- Division of Pharmacology, Department of Biomedical Sciences, Nihon University School of Medicine, Itabashi-ku, Tokyo, Japan
- Division of Genomic Epidemiology and Clinical Trials, Clinical Trials Research Center, Nihon University School of Medicine, Itabashi-ku, Tokyo, Japan
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14
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Cirstoveanu C, Georgescu C, Ruxandra N, Bizubac M, Cinteza E, Vasile CM, Filip C, Margarint I. Contrast-Associated Acute Kidney Injury Requiring Continuous Renal Replacement Therapy in A Neonate with Aortic Stenosis-A Case Report. Pediatr Rep 2023; 15:323-332. [PMID: 37218928 DOI: 10.3390/pediatric15020028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Revised: 05/16/2023] [Accepted: 05/16/2023] [Indexed: 05/24/2023] Open
Abstract
BACKGROUND Acute kidney injury occurs commonly in the Neonatal Intensive Care Unit and is associated with increased mortality and morbidity. We report a case of a neonate with congenital heart disease who developed acute kidney injury after cardiac surgery, administration of iodinated contrast media for cardiac catheterization, and a combination of nephrotoxic drugs. CASE REPORT A term neonate without a prenatal diagnosis of congenital heart disease and with a good postnatal transition was transferred at 13 days of life to the MS Curie Emergency Hospital for Children, Newborn Intensive Care Unit, from a regional hospital where he was admitted at 10 days of life with severe general status, respiratory distress, cyanosis, and arterial hypotension. The cardiac ultrasound detected critical aortic valve stenosis, hypoplastic descending aorta, acute heart failure, and pulmonary hypertension. The patient was intubated and mechanically ventilated and received antibiotherapy (meropenem, vancomycin, and colistin), inotropic and vasoactive support (epinephrine, norepinephrine, dopamine, and milrinone), and diuretic support (furosemide, aminophylline, and ethacrynic acid). A balloon aortic valvuloplasty was performed several hours after admission, but after two days the patient required reintervention by open heart surgery due to relapsing severe aortic stenosis. He developed oligo-anuria, generalized edema, and altered renal function tests on the second postoperative and fourth day post-contrast media administration. Continuous renal replacement therapy was initiated for 75 h, leading to almost instant improvement in blood pressure, then diuresis and creatinine levels. The patient required long-term treatment for heart, respiratory, and liver failure. He was discharged at almost four months of age with normal renal function tests, blood pressure, and good urine output without diuretic support. The literature review indicates that contrast-associated acute kidney injury (CA-AKI) requiring continuous renal replacement therapy is rare. CONCLUSIONS Our current case proves that iodinated contrast media administration in a neonate with concomitant insults, such as cardiac surgery for a specific pathology, aortic stenosis, coarctation, arch stenosis, arterial hypotension, and administration of nephrotoxic drugs, may lead to severe kidney injury.
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Affiliation(s)
- Catalin Cirstoveanu
- Department of Neonatal Intensive Care, "Carol Davila" University of Medicine and Pharmacy, 020021 Bucharest, Romania
- Neonatal Intensive Care Unit, M.S. Curie Children's Hospital, 041451 Bucharest, Romania
| | - Carmina Georgescu
- Neonatal Intensive Care Unit, M.S. Curie Children's Hospital, 041451 Bucharest, Romania
| | - Nicolae Ruxandra
- Neonatal Intensive Care Unit, M.S. Curie Children's Hospital, 041451 Bucharest, Romania
| | - Mihaela Bizubac
- Department of Neonatal Intensive Care, "Carol Davila" University of Medicine and Pharmacy, 020021 Bucharest, Romania
- Neonatal Intensive Care Unit, M.S. Curie Children's Hospital, 041451 Bucharest, Romania
| | - Eliza Cinteza
- Department of Pediatrics, "Carol Davila" University of Medicine and Pharmacy, 020021 Bucharest, Romania
- Pediatric Cardiology, M.S. Curie Children's Hospital, 041451 Bucharest, Romania
| | - Corina Maria Vasile
- Pediatric Cardiology, M.S. Curie Children's Hospital, 041451 Bucharest, Romania
- Department of Pediatric and Adult Congenital Cardiology, University Hospital of Bordeaux, 33600 Pessac, France
| | - Cristina Filip
- Department of Pediatrics, "Carol Davila" University of Medicine and Pharmacy, 020021 Bucharest, Romania
- Pediatric Cardiology, M.S. Curie Children's Hospital, 041451 Bucharest, Romania
| | - Irina Margarint
- PhD School Departemnt "Carol Davila", University of Medicine and Pharmacy, 020021 Bucharest, Romania
- Pediatric Cardiovascular Surgery, M.S. Curie Children's Hospital, 041451 Bucharest, Romania
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15
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Singu BS, Ndeunyema MN, Ette EI, Pieper CH, Verbeeck RK. Plasma concentration and eGFR in preterm and term neonates receiving gentamicin or successive amikacin therapy. BMC Pediatr 2023; 23:24. [PMID: 36647065 PMCID: PMC9841723 DOI: 10.1186/s12887-023-03834-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Accepted: 01/02/2023] [Indexed: 01/18/2023] Open
Abstract
BACKGROUND Gentamicin and amikacin are aminoglycoside antibiotics which are renally excreted and known to be nephrotoxic. Estimate of glomerular filtration rate (eGFR) per body surface area is lower in neonates than in adults and exposure to these drugs could lead to more suppression in kidney function. The aim of this study was to determine maximum and minimum plasma concentrations (Cmax and Cmin), time to reach Cmin levels of gentamicin and amikacin, and to assess eGFR in preterm and term neonates. METHODS Two groups of patients were recruited, 44 neonates receiving gentamicin (5 mg/kg/24 h) and 35 neonates receiving amikacin (15 mg/kg/24 h) by slow intravenous injection. Patients on amikacin had been on gentamicin before being switched to amikacin. Two blood samples were drawn for the determination of the maximum and minimum plasma concentration. Primary outcomes were determination of Cmax, Cmin, and the time it took to clear the aminoglycoside to a plasma concentration below the toxicity threshold (gentamicin: < 1 mcg/mL; amikacin: < 5 mcg/mL. RESULTS Therapeutic range for Cmax of gentamicin (15-25 mcg/mL) or amikacin (30-40 mcg/mL) was achieved in only 27.3 and 2.9% of neonates, respectively. Percentage of neonates reaching plasma concentrations below the toxicity threshold within the 24-hour dosing interval was 72.7% for gentamicin and 97.1% for amikacin. Positive correlation between gentamicin clearance and postnatal age borderline statistical significance (p = 0.007), while the correlation between amikacin clearance and postnatal age was poor and not statistically significant (r2 = - 0.30, p = 0.971). CONCLUSION Although eGFR decreased significantly as a function of postnatal age in neonates receiving amikacin, the majority (91.4%) of these neonates were able to clear the drug to < 5 mcg/mL within a 24-hour dosing interval.
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Affiliation(s)
- Bonifasius Siyuka Singu
- grid.10598.350000 0001 1014 6159School of Pharmacy, Faculty of Health Sciences, University of Namibia, Private Bag, Windhoek, 13301 Namibia
| | - Milka Ndapandula Ndeunyema
- grid.10598.350000 0001 1014 6159School of Pharmacy, Faculty of Health Sciences, University of Namibia, Private Bag, Windhoek, 13301 Namibia
| | - Ene I. Ette
- grid.10598.350000 0001 1014 6159School of Pharmacy, Faculty of Health Sciences, University of Namibia, Private Bag, Windhoek, 13301 Namibia
| | | | - Roger Karel Verbeeck
- grid.10598.350000 0001 1014 6159School of Pharmacy, Faculty of Health Sciences, University of Namibia, Private Bag, Windhoek, 13301 Namibia
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16
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FEBRIANI AD, SUSANTI A, ALASIRY E. Physiologic changes of serum creatinine level following aminoglycoside exposure in neonatal sepsis. GAZZETTA MEDICA ITALIANA ARCHIVIO PER LE SCIENZE MEDICHE 2023. [DOI: 10.23736/s0393-3660.22.04810-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
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17
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Zhu W, Barreto EF, Li J, Lee HK, Kashani K. Drug-drug interaction and acute kidney injury development: A correlation-based network analysis. PLoS One 2023; 18:e0279928. [PMID: 36607965 PMCID: PMC9821414 DOI: 10.1371/journal.pone.0279928] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Accepted: 12/18/2022] [Indexed: 01/07/2023] Open
Abstract
BACKGROUND Drug-induced nephrotoxicity is a relatively common preventable cause of acute kidney injury (AKI), providing early recognition and management. The pharmacokinetics or pharmacodynamics of drug-drug interactions may lead to additive or synergistic toxicity. The influx of new medications or off-label use of medications in the critical care setting can lead to additional nephrotoxicities, often challenging to predict or detect. This study evaluates the patterns of medication utilization, their combinations, and the related associations with AKI. METHODS We utilized correlation-based network analysis (CNA) to investigate the relationship between medications or their combinations with AKI in a large cohort of critically ill patients in a tertiary medical center between 2007 and 2018. Pairwise medication-AKI correlation analysis was performed to evaluate drug synergistic or additive effects. To investigate the inherent nephrotoxicity of medications, we further analyzed medications that were not paired with any other medications within 24 hours before or after their administration time (isolated medication analysis). RESULTS Among 147,289 ICU admissions, we identified 244 associations among 1,555 unique medication types. In pairwise analysis, 233 significant correlations were found among 13,150,198 medication pair instances. In isolated medication analysis, ten significant AKI associations were noted. When stratified by eGFR level, substantial differences between eGFR<90 vs. eGFR≥90 patients were observed. This highlights a need to determine eGFR as a risk factor for nephrotoxicity assessment when drug interactions are considered. CONCLUSIONS This large-scale cohort study identified an artificial intelligence model to identify patient-agnostic relationships between medication or their pairs with AKI incidence among critically ill patients. It could be used as a continuous quality assurance tool to monitor drug-associated risk nephrotoxicity.
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Affiliation(s)
- Wenjun Zhu
- Department of Industrial and Systems Engineering, University of Wisconsin-Madison, Madison, WI, United States of America
| | - Erin F. Barreto
- Department of Pharmacy, Mayo Clinic, Rochester, MN, United States of America
| | - Jingshan Li
- Department of Industrial Engineering, Tsinghua University, Beijing, China
| | - Hyo Kyung Lee
- School of Industrial and Management Engineering, Korea University, Seoul, Republic of Korea
- * E-mail: (KK); (HKL)
| | - Kianoush Kashani
- Division of Nephrology and Hypertension, Department of Medicine, Mayo Clinic, Rochester, MN, United States of America
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Mayo Clinic, Rochester, MN, United States of America
- * E-mail: (KK); (HKL)
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18
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Manfellotto D, Cortinovis M, Perico N, Remuzzi G. Low birth weight, nephron number and chronic kidney disease. ITALIAN JOURNAL OF MEDICINE 2022. [DOI: 10.4081/itjm.2022.1538] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
Chronic kidney diseases have a significant impact on morbidity and mortality worldwide. Low birth weight, fetal growth restriction and prematurity are indicators of fetal growth and development disorders associated with a congenital reduction in nephron number, which predisposes to an increased risk for chronic kidney disease. On an individual basis, a small nephron number at birth is not always enough to determine the onset of chronic kidney disease, but it decreases the ability of the kidneys to resist any insults to renal tissue that may occur later in life, such as exposure to nephrotoxic drugs or episodes of acute kidney injury. The high incidence of low birth weight and preterm birth globally suggests that, at the population level, the impact of alterations in fetal development on the subsequent onset of chronic kidney disease could be significant. The implementation of strategies aimed at reducing the incidence of prematurity, fetal growth restriction, as well as other conditions that lead to low birth weight and a reduced nephron number at birth, provides an opportunity to prevent the development of chronic kidney disease in adulthood. For these purposes the coordinated intervention of several specialists, including obstetricians, gynecologists, neonatologists, nephrologists, and family doctors, is necessary. Such strategies can be particularly useful in resource-poor countries, which are simultaneously burdened by maternal, fetal and child malnutrition; poor health; epidemics caused by communicable diseases; and little access to screening and primary care.
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Endo A, Hanawa K, Nemoto A, Ishikawa T, Kazama S, Kagami Y, Maebayashi Y, Katsumata N, Naito A, Kobayashi Y, Kawano Y, Hanawa T. Evaluation of nephrotoxicity and ototoxicity following amikacin administration once daily or every 48 hours in neonates. Medicine (Baltimore) 2022; 101:e31425. [PMID: 36316882 PMCID: PMC9622663 DOI: 10.1097/md.0000000000031425] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
Abstract
The purpose of this study was to evaluate the effects of once daily (OD) or every 48 hours (every-48-h) administration of amikacin (AMK) on renal function and ototoxicity in neonates. We investigated the frequency of nephrotoxicity and ototoxicity in neonates who received AMK OD or every-48-h from April 2015 to March 2021 and underwent dose evaluation by therapeutic drug monitoring (TDM). In addition, the relationships among birth weight, gestational age, AMK peak and trough values, total duration of AMK administration, and total AMK dose were examined separately for nephrotoxicity and ototoxicity. AMK was administered OD in 38 patients and every-48-h in 62 patients. Nephrotoxicity was observed in 8 patients on OD versus 36 patients on every-48-h administration (P < .001), and ototoxicity was observed in 2 patients on OD versus 12 patients on every-48-h administration (P = .192). For nephrotoxicity, only the trough value was relevant (P = .007). In terms of ototoxicity, there were no influencing factors. The risk of nephrotoxicity was higher with every-48-h AMK administration than with OD AMK administration, with nephrotoxicity depending on the trough value. However, compared with OD, the every-48-h group had lower body weight and possibly poorer original renal function. In addition, ototoxicity did not differ by administration method. Based on these results, every-48-h administration of AMK can be used as safely as OD by performing TDM and preventing high concentrations.
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Affiliation(s)
- Aiju Endo
- Department of Pharmacy, Yamanashi Prefectural Central Hospital, Kofu-City, Japan
- *Correspondence: Aiju Endo, Department of Pharmacy, Yamanashi Prefectural Central Hospital, Yamanashi 400-8506, Japan (e-mail: )
| | - Kazumi Hanawa
- Department of Pharmacy, Kameda Medical Center, Kamogawa-City, Japan
| | - Atsushi Nemoto
- Neonatology, Yamanashi Prefectural Central Hospital, Kofu-City, Japan
| | - Takahiro Ishikawa
- Department of Pharmacy, Yamanashi Prefectural Central Hospital, Kofu-City, Japan
| | - Shizuka Kazama
- Department of Pharmacy, Yamanashi Prefectural Central Hospital, Kofu-City, Japan
| | - Yu Kagami
- Department of Pharmacy, Yamanashi Prefectural Central Hospital, Kofu-City, Japan
| | - Yuki Maebayashi
- Neonatology, Yamanashi Prefectural Central Hospital, Kofu-City, Japan
| | | | - Atsushi Naito
- Neonatology, Yamanashi Prefectural Central Hospital, Kofu-City, Japan
| | - Yoshifumi Kobayashi
- Department of Pharmacy, Yamanashi Prefectural Central Hospital, Kofu-City, Japan
| | - Yayoi Kawano
- Faculty of Pharmaceutical Sciences, Tokyo University of Science, Noda-City, Japan
| | - Takehisa Hanawa
- Faculty of Pharmaceutical Sciences, Tokyo University of Science, Noda-City, Japan
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20
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Aurora M, Keyes ML, Acosta JG, Swartz K, Lombay J, Ciaramitaro J, Rudnick A, Kelleher C, Hally S, Gee M, Madhavan V, Roumiantsev S, Cummings BM, Nelson BD, Lerou PH, Matute JD. Standardizing the Evaluation and Management of Necrotizing Enterocolitis in a Level IV NICU. Pediatrics 2022; 150:189570. [PMID: 36164852 PMCID: PMC10026590 DOI: 10.1542/peds.2022-056616] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 07/12/2022] [Indexed: 11/24/2022] Open
Abstract
OBJECTIVES Necrotizing enterocolitis (NEC) is a severe intestinal inflammatory disease and a leading cause of morbidity and mortality in NICUs. Management of NEC is variable because of the lack of evidence-based recommendations. It is widely accepted that standardization of patient care leads to improved outcomes. This quality improvement project aimed to decrease variation in the evaluation and management of NEC in a Level IV NICU. METHODS A multidisciplinary team investigated institutional variation in NEC management and developed a standardized guideline and electronic medical record tools to assist in evaluation and management. Retrospective baseline data were collected for 2 years previously and prospectively for 3.5 years after interventions. Outcomes included the ratio of observed-to-expected days of antibiotics and nil per os (NPO) on the basis of the novel guidelines and the percentage of cases treated with piperacillin/tazobactam. Balancing measures were death, surgery, and antifungal use. RESULTS Over 5.5 years, there were 124 evaluations for NEC. Special cause variation was noted in the observed-to-expected antibiotic and NPO days ratios, decreasing from 1.94 to 1.18 and 1.69 to 1.14, respectively. Piperacillin/tazobactam utilization increased from 30% to 91%. There were no increases in antifungal use, surgery, or death. CONCLUSIONS Variation in evaluation and management of NEC decreased after initiation of a guideline and supporting electronic medical record tools, with fewer antibiotic and NPO days without an increase in morbidity or mortality. A quality improvement approach can benefit patients and decrease variability, even in diseases with limited evidence-based standards.
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Affiliation(s)
- Megan Aurora
- Divisions of aNewborn Medicine
- Departments of Pediatrics
- These authors contributed equally to this work
| | - Madeline L Keyes
- Divisions of aNewborn Medicine
- Departments of Pediatrics
- Harvard Neonatal-Perinatal Medicine Fellowship Program, Boston, Massachusetts
- These authors contributed equally to this work
| | | | | | - Jesiel Lombay
- Divisions of aNewborn Medicine
- Departments of Pediatrics
| | | | | | | | | | - Michael Gee
- Radiology, Massachusetts General Hospital, Boston, Massachusetts
| | | | | | | | | | - Paul H Lerou
- Divisions of aNewborn Medicine
- Departments of Pediatrics
- These authors co-supervised this work
| | - Juan D Matute
- Divisions of aNewborn Medicine
- Departments of Pediatrics
- These authors co-supervised this work
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21
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Martini S, Vitali F, Capelli I, Donadei C, Raschi E, Aiello V, Corvaglia L, De Ponti F, Poluzzi E, Galletti S. Impact of nephrotoxic drugs on urinary biomarkers of renal function in very preterm infants. Pediatr Res 2022; 91:1715-1722. [PMID: 34897282 DOI: 10.1038/s41390-021-01905-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Revised: 11/01/2021] [Accepted: 11/26/2021] [Indexed: 12/21/2022]
Abstract
BACKGROUND Following preterm birth, the immature kidney is exposed to several harmful conditions, with an increased risk of renal impairment. We aimed to assess urinary biomarkers of renal function in very preterm infants during early nephrotoxic treatments. METHODS Infants ≤32 weeks' gestation and ≤1500 g were enrolled in this observational prospective study. Urine samples were collected on day 1(T1), 2-4(T2), 5-7(T3), 8-10(T4), 11-13(T5). The following urinary biomarkers were determined: osteopontin (uOPN), epidermal growth factor (uEGF), neutrophil gelatinase-associated lipocalin (uNGAL), cystatin C (uCysC). The infants were grouped according to their exposure to amikacin or ibuprofen during the study period and a between-group comparison of urinary biomarkers at each time point was performed. RESULTS Thirty-six infants were included. Urinary CysC, uOPN, and uNGAL rose significantly during ibuprofen or amikacin treatment, while no difference was observed for uEGF. After adjustment for possible influencing factors, amikacin administration was associated with higher uCysC at T1 (p = 0.007) and T2 (p = 0.016), whereas ibuprofen increased uOPN (p = 0.001) and uNGAL concentration (p = 0.009) at T3. CONCLUSION Nephrotoxic therapies induce molecule-specific change patterns of renal function biomarkers in treated preterm infants. Serial assessments of these biomarkers may aid to identify neonates at risk of renal impairment and to develop tailored therapeutic approaches. IMPACT Despite the wide use of nephrotoxic therapies in neonatal settings, little is known on their effect on renal function biomarkers in preterm infants. This study describes molecule-specific change patterns of urinary biomarkers during ibuprofen and amikacin administration, suggesting underlying pathophysiological effects on renal function. Given their low analytical costs and non-invasive collection, the urinary biomarkers investigated in this study represent a promising strategy for serial monitoring of renal function in at-risk neonates and may aid the early detection of renal function impairment at different kidney levels during nephrotoxic treatments.
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Affiliation(s)
- Silvia Martini
- Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy. .,Neonatal Intensive Care Unit, IRCCS S. Orsola-Malpighi Hospital, Bologna, Italy.
| | - Francesca Vitali
- Neonatal Intensive Care Unit, IRCCS S. Orsola-Malpighi Hospital, Bologna, Italy
| | - Irene Capelli
- Department of Experimental Diagnostic and Specialty Medicine, University of Bologna, Bologna, Italy.,Nephrology, Dialysis and Renal Transplant Unit, IRCCS S. Orsola-Malpighi Hospital, Bologna, Italy
| | - Chiara Donadei
- Department of Experimental Diagnostic and Specialty Medicine, University of Bologna, Bologna, Italy.,Nephrology, Dialysis and Renal Transplant Unit, IRCCS S. Orsola-Malpighi Hospital, Bologna, Italy
| | - Emanuel Raschi
- Pharmacology Unit, Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy
| | - Valeria Aiello
- Department of Experimental Diagnostic and Specialty Medicine, University of Bologna, Bologna, Italy.,Nephrology, Dialysis and Renal Transplant Unit, IRCCS S. Orsola-Malpighi Hospital, Bologna, Italy
| | - Luigi Corvaglia
- Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy.,Neonatal Intensive Care Unit, IRCCS S. Orsola-Malpighi Hospital, Bologna, Italy
| | - Fabrizio De Ponti
- Pharmacology Unit, Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy
| | - Elisabetta Poluzzi
- Pharmacology Unit, Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy
| | - Silvia Galletti
- Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy.,Neonatal Intensive Care Unit, IRCCS S. Orsola-Malpighi Hospital, Bologna, Italy
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22
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Coleman C, Tambay Perez A, Selewski DT, Steflik HJ. Neonatal Acute Kidney Injury. Front Pediatr 2022; 10:842544. [PMID: 35463895 PMCID: PMC9021424 DOI: 10.3389/fped.2022.842544] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Accepted: 03/01/2022] [Indexed: 11/13/2022] Open
Abstract
Acute kidney injury (AKI) is a common occurrence in the neonatal intensive care unit (NICU). In recent years, our knowledge of the incidence and impact of neonatal AKI on outcomes has expanded exponentially. Neonatal AKI has been shown to be associated with adverse outcomes including increased length of mechanical ventilation, prolonged length of stay, and rise in mortality. There has also been increasing work suggesting that neonates with AKI are at higher risk of chronic kidney disease (CKD). In the past, AKI had been defined multiple ways. The utilization of the neonatal modified Kidney Disease: Improving Global Outcomes (KDIGO) criteria as the standard definition for neonatal AKI in research and clinical care has driven the advances in our understanding of neonatal AKI over the last 10 years. This definition has allowed researchers and clinicians to better understand the incidence, risk factors, and outcomes associated with neonatal AKI across populations through a multitude of single-center studies and the seminal, multicenter Assessment of Worldwide Acute Kidney Injury Epidemiology in Neonates (AWAKEN) study. As the impacts of neonatal AKI have become clear, a shift in efforts toward identifying those at highest risk, protocolizing AKI surveillance, improving prevention and diagnosis, and expanding kidney support therapy (KST) for neonates has occurred. These efforts also include improving risk stratification (identifying high risk populations, including those with nephrotoxic medication exposure) and diagnostics (novel biomarkers and diagnostic tools). Recent work has also shown that the targeted use of methylxanthines may prevent AKI in a variety of high-risk populations. One of the most exciting developments in neonatal AKI is the advancement in technology to provide KST to neonates with severe AKI. In this comprehensive review we will provide an overview of recent work and advances in the field of neonatal AKI. This will include a detailed review of (1) the definition of neonatal AKI, (2) the epidemiology, risk factors, and outcomes associated with neonatal AKI, (3) improvements in risk stratification and diagnostics, (4) mitigation and treatment, (5) advancements in the provision of KST to neonates, and (6) the incidence and risk of subsequent CKD.
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Affiliation(s)
- Cassandra Coleman
- Division of Neonatal-Perinatal Medicine, Department of Pediatrics, Medical University of South Carolina, Charleston, SC, United States
| | - Anita Tambay Perez
- Division of Pediatric Nephrology, Department of Pediatrics, Medical University of South Carolina, Charleston, SC, United States
| | - David T. Selewski
- Division of Pediatric Nephrology, Department of Pediatrics, Medical University of South Carolina, Charleston, SC, United States
| | - Heidi J. Steflik
- Division of Neonatal-Perinatal Medicine, Department of Pediatrics, Medical University of South Carolina, Charleston, SC, United States
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23
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Sanderson K, Warady B, Carey W, Tolia V, Boynton MH, Benjamin DK, Jackson W, Laughon M, Clark RH, Greenberg RG. Mortality Risk Factors among Infants Receiving Dialysis in the Neonatal Intensive Care Unit. J Pediatr 2022; 242:159-165. [PMID: 34798078 PMCID: PMC8882152 DOI: 10.1016/j.jpeds.2021.11.025] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/11/2021] [Revised: 11/10/2021] [Accepted: 11/11/2021] [Indexed: 01/15/2023]
Abstract
OBJECTIVES To identify risk factors associated with mortality for infants receiving dialysis in the neonatal intensive care unit (NICU). STUDY DESIGN In this retrospective cohort study, we extracted data from the Pediatrix Clinical Data Warehouse on all infants who received dialysis in the NICU from 1999 to 2018. Using a Cox proportional hazards model with robust SEs we estimated the mortality hazard ratios associated with demographics, birth details, medical complications, and treatment exposures. RESULTS We identified 273 infants who received dialysis. Median gestational age at birth was 35 weeks (interquartile values 33-37), median birth weight was 2570 g (2000-3084), 8% were small for gestational age, 41% white, and 72% male. Over one-half of the infants (59%) had a kidney anomaly; 71 (26%) infants died before NICU hospital discharge. Factors associated with increased risk of dying after dialysis initiation included lack of kidney anomalies, Black race, gestational age of <32 weeks, necrotizing enterocolitis, dialysis within 7 days of life, and receipt of paralytics or vasopressors (all P < .05). CONCLUSION In this cohort of infants who received dialysis in the NICU over 2 decades, more than 70% of infants survived. The probability of death was greater among infants without a history of a kidney anomaly and those with risk factors consistent with greater severity of illness at dialysis initiation.
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Affiliation(s)
- Keia Sanderson
- Division of Nephrology and Hypertension, University of North Carolina, Chapel Hill, NC
| | - Bradley Warady
- Division of Pediatric Nephrology, Children's Mercy Kansas City, Kansas City, MO
| | - William Carey
- Division of Neonatal Medicine, Mayo Clinic, Rochester, MN
| | - Veeral Tolia
- The MEDNAX Center for Research, Education, Quality and Safety, Sunrise, FL,Division of Neonatology, Department of Pediatrics, Baylor University Medical Center, Dallas, TX
| | - Marcella H. Boynton
- Department of Medicine-Internal Medicine, University of North Carolina, Chapel Hill, NC,North Carolina Translational and Clinical Sciences Institute, Chapel Hill, NC
| | | | - Wesley Jackson
- Division of Neonatology, Department of Pediatrics, University of North Carolina, Chapel Hill, NC
| | - Matthew Laughon
- Division of Neonatology, Department of Pediatrics, University of North Carolina, Chapel Hill, NC
| | - Reese H. Clark
- The MEDNAX Center for Research, Education, Quality and Safety, Sunrise, FL,Greenville Health System, Greenville, SC
| | - Rachel G. Greenberg
- Division of Neonatology, Department of Pediatrics, Duke University, Durham, NC,Duke Clinical Research Institute, Durham, NC
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24
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Nephrotoxic medications and associated acute kidney injury in hospitalized neonates. J Nephrol 2022; 35:1679-1687. [PMID: 35167057 DOI: 10.1007/s40620-022-01264-6] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2021] [Accepted: 01/18/2022] [Indexed: 10/19/2022]
Abstract
OBJECTIVES Hospitalized neonates are often treated with nephrotoxic medications, a known risk factor for acute kidney injury (AKI). Nephrotoxic medications and AKI, especially in periviable neonates, could be detrimental to nephrogenesis. Our objectives were to evaluate the prevalence of neonatal treatment with nephrotoxic medications and its relationship with AKI in in the first 28 days of life, and to delineate the associated demographics and diagnoses. STUDY DESIGN Multicenter retrospective analysis using the national Pediatric Hospital Information System database, including 49 pediatric hospitals. Neonates admitted within the first two postnatal days were included. Treatment with 37 nephrotoxic medications across demographics and clinical variables, and relationship with AKI were evaluated. AKI was determined by using the International Classification of Diseases codes. RESULTS Of 192,229 neonates, 74% were treated with at least one nephrotoxic medication. Incidence of AKI was significantly higher in the treated group (aRR 3.68 [95% CI: 2.85, 4.75]). The aRRs of treatment were increased in infants born < 32-week, and < 2000 g. Nephrotoxic medications were prescribed to 90-95% of neonates born ≤ 28-week gestational age. Most treatments (95-98%) occurred in the first 3 days. Intravascular aminoglycosides were the most frequent type; 28% of neonates were treated for ≥ 4 calendar days. Most common diagnoses were infections (25%) and patent ductus arteriosus (20%). CONCLUSIONS Neonatal treatment with nephrotoxic medications is common, especially among the smallest, most immature preterm neonates and demonstrates a need for initiatives to reduce neonatal exposure to these agents, when feasible. Across all gestational age categories, the prevalence of AKI is higher in the neonates treated with nephrotoxic drugs. The long-term effects of treatment with nephrotoxic medications and subsequent AKI on nephrogenesis and nephron endowment will need to be evaluated.
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25
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Alrahahleh D, Xu S, Luig M, Kim HY, Alffenaar JW. Dosing of vancomycin and target attainment in neonates: a systematic review. Int J Antimicrob Agents 2022; 59:106515. [PMID: 35031450 DOI: 10.1016/j.ijantimicag.2021.106515] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2021] [Revised: 12/03/2021] [Accepted: 12/22/2021] [Indexed: 11/25/2022]
Abstract
INTRODUCTION Neonatal infections caused by Gram-positive bacteria are commonly treated with vancomycin. However, there is a lack of agreement on the optimal vancomycin dosing regimen and corresponding vancomycin exposure to correlate with efficacy and toxicity. OBJECTIVES This review aimed to evaluate dosing of vancomycin in neonates, therapeutic target attainment and clinical toxicity and efficacy outcomes. METHODS Two electronic databases - Embase and PubMed (Medline) - were systematically searched between 1995-2020. Studies that reported dosing regimens, drug concentrations, toxicity, and efficacy of vancomycin in neonates were eligible for inclusion. Descriptive analysis and a narrative synthesis were performed. RESULTS The systematic review protocol was registered with the PROSPERO International Prospective Register of Systematic reviews in 2020 (registration number: CRD42020219568). Twenty-four studies were included for final analysis. Overall, the data from the included studies showed a great degree of heterogeneity. Therapeutic drug monitoring practices were different between institutions. Although most studies used trough concentration with a target range of 10-20 mg/L, target attainment was different across the studies. The probability of target attainment was < 80% in all tested dosing algorithms. Few studies reported on vancomycin efficacy and toxicity. CONCLUSION This is a comprehensive overview of dosing strategies of vancomycin in neonates. There was inadequate evidence to propose an optimal therapeutic regimen in the newborn population, based on the data obtained, due to the heterogeneity in the design and objectives of the included studies. Consistent and homogeneous comparative randomised clinical trials are needed to identify a dosing regimen with a probability of target attainment of > 90% without toxicity.
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Affiliation(s)
- Dua'A Alrahahleh
- Sydney Pharmacy School, Faculty of Medicine and Health, The University of Sydney, Camperdown, NSW, Australia; Westmead Hospital, Westmead, NSW, Australia
| | - Sophia Xu
- Department of Pharmacy, Westmead Hospital, Westmead, NSW, Australia
| | - Melissa Luig
- Department of Neonatology, Westmead Hospital, Westmead, NSW, Australia
| | - Hannah Yejin Kim
- Sydney Pharmacy School, Faculty of Medicine and Health, The University of Sydney, Camperdown, NSW, Australia; Westmead Hospital, Westmead, NSW, Australia; Sydney Institute for Infectious Diseases, The University of Sydney, Camperdown, NSW, Australia
| | - Jan-Willem Alffenaar
- Sydney Pharmacy School, Faculty of Medicine and Health, The University of Sydney, Camperdown, NSW, Australia; Westmead Hospital, Westmead, NSW, Australia; Sydney Institute for Infectious Diseases, The University of Sydney, Camperdown, NSW, Australia.
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26
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Shao QH, Yin XD, Liu HX, Zhao B, Huang JQ, Li ZL. Kidney Injury Following Ibuprofen and Acetaminophen: A Real-World Analysis of Post-Marketing Surveillance Data. Front Pharmacol 2022; 12:750108. [PMID: 35002695 PMCID: PMC8727534 DOI: 10.3389/fphar.2021.750108] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2021] [Accepted: 12/06/2021] [Indexed: 12/02/2022] Open
Abstract
Background: Although kidney injury has been reported as a serious adverse effect in patients treated with ibuprofen or acetaminophen (APAP), there are still few real-world studies to compare the specific differences in the adverse effects of nephrotoxicity. Methods: Disproportionality analysis and Bayesian analysis were devoted to data-mining of the suspected kidney injury after using ibuprofen and APAP based on the FDA’s Adverse Event Reporting System (FAERS) from January 2004 to March 2021. The times to onset, fatality, and hospitalization rates of ibuprofen-associated kidney injury and APAP-associated kidney injury were also investigated. Results: 2,453 reports of ibuprofen-associated kidney injury and 1,288 reports of APAP-associated kidney injury were identified. Ibuprofen appeared to affected more middle-aged patients than elderly ones (27.76 vs 16.53%) while APAP appeared to affected more young patients than middle-aged patients (45.24 vs 29.10%) and elderly patients were fewer (13.99%). Compared to ibuprofen, APAP had the higher association with renal injury based on the higher reporting odds ratio (ROR = 2.45, 95% two-sided CI = 2.36–2.56), proportional reporting ratio (PRR = 2.39, χ2 = 2002.94) and empirical Bayes geometric mean (EBGM = 2.38, 95% one-sided CI = 2.3). In addition, APAP-associated kidney injury had earlier onset (32.74 vs 115.82 days, p < 0.0001) and a higher fatality rate (44.43 vs 7.36%, p < 0.001) than those of ibuprofen-associated kidney injury. Conclusion: The analysis of FAERS data provides a more accurate profile on the incidence and prognosis of kidney injury after ibuprofen and acetaminophen treatment, enabling continued surveillance and timely intervention in patients at risk of kidney injury using these drugs.
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Affiliation(s)
- Qi-Hui Shao
- Department of Pharmacy, Shanghai Children's Hospital, Shanghai Jiao Tong University, Shanghai, China.,Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xue-Dong Yin
- Department of Pharmacy, Shanghai Children's Hospital, Shanghai Jiao Tong University, Shanghai, China.,Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Hong-Xia Liu
- Department of Pharmacy, Shanghai Children's Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Bin Zhao
- Pharmacy Department, Peking Union Medical College Hospital, Peking Union Medical College, Chinese Academy of Medical Sciences, Beijing, China
| | - Jian-Quan Huang
- Department of Pharmacy, Shanghai Children's Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Zhi-Ling Li
- Department of Pharmacy, Shanghai Children's Hospital, Shanghai Jiao Tong University, Shanghai, China
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27
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Garg PM, Britt AB, Ansari MAY, Sobisek S, Block DK, Paschal JL, Ojeda NB, Askenazi D, Sanderson KR. Severe acute kidney injury in neonates with necrotizing enterocolitis: risk factors and outcomes. Pediatr Res 2021; 90:642-649. [PMID: 33446918 PMCID: PMC8277891 DOI: 10.1038/s41390-020-01320-6] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Revised: 11/23/2020] [Accepted: 11/25/2020] [Indexed: 01/29/2023]
Abstract
BACKGROUND To study the risk factors and outcomes of severe acute kidney injury (AKI) in neonates with necrotizing enterocolitis. METHODS Retrospective chart review of 202 neonates with necrotizing enterocolitis (NEC) (Bell stage >IIa) from 2013 to 2018. AKI was defined as per-modified neonatal Kidney Disease: Improving Global Outcomes criteria. Demographic, clinical, and outcome data were compared between neonates without severe AKI (stage 0 and 1 AKI) and those with severe AKI (stage 2 and 3 AKI). RESULTS Severe AKI occurred in 66/202 (32.6%) of neonates after NEC diagnosis and after 61/104 (58.7%) of surgical NEC diagnoses. On adjusted model, surgical NEC [adjusted odds ratio (aOR) = 30.6; 95% confidence interval (CI) = 8.9, 130.6], outborn [aOR = 3.9; 95% CI = 1.54, 11.0], exposure to antenatal steroids [aOR = 3.0; 95% CI = 1.1, 8.9], and positive blood culture sepsis [aOR = 3.5; 95% CI = 1.3, 10.0] had increased odds for severe AKI. Those with severe AKI required longer hospitalization [124 days (interquartile range (IQR) 88-187) vs. 82 days (IQR 42-126), p < 0.001]. CONCLUSIONS Severe AKI is common in neonates with NEC who require surgical intervention, are outborn, have positive blood culture sepsis, and receive antenatal steroids. Severe AKI is associated with a significantly longer length of hospitalization. IMPACT Neonates with NEC, who are transferred from outside hospitals, require surgical NEC management, and/or have a positive blood culture at NEC onset are at the highest odds for severe (stages 2 and 3) AKI. Assessment of urine output is important for patients with NEC. Without it, 11% of those with severe AKI would have been misdiagnosed using serum creatinine alone. Kidney-protective strategies in the pre-, peri-, and postoperative period may improve the morbidity and mortality associated with severe AKI in neonates with NEC.
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Affiliation(s)
- Parvesh Mohan Garg
- Department of Pediatrics/Neonatology, University of Mississippi Medical Center, Jackson, MS, USA.
| | - Anna B. Britt
- Department of Pediatrics/Neonatology, University of Mississippi Medical Center, Jackson, MS, USA
| | - Md Abu Yusuf Ansari
- Department of Data Sciences, University of Mississippi Medical Center, Jackson, MS, USA
| | - Sarah Sobisek
- Department of Pediatrics/Neonatology, University of Mississippi Medical Center, Jackson, MS, USA
| | - Danielle K. Block
- Department of Pediatrics/Neonatology, University of Mississippi Medical Center, Jackson, MS, USA
| | - Jaslyn L. Paschal
- Department of Pediatrics/Neonatology, University of Mississippi Medical Center, Jackson, MS, USA
| | - Norma B. Ojeda
- Department of Pediatrics/Neonatology, University of Mississippi Medical Center, Jackson, MS, USA
| | - David Askenazi
- Department of Pediatrics/ Nephrology, University of Alabama, Birmingham, AL, USA
| | - Keia R. Sanderson
- Department of Medicine, Division of Nephrology and Hypertension, UNC Kidney Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
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28
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Wang J, van den Anker JN, Burckart GJ. Progress in Drug Development-Pediatric Dose Selection: Workshop Summary. J Clin Pharmacol 2021; 61 Suppl 1:S13-S21. [PMID: 34185909 DOI: 10.1002/jcph.1828] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2021] [Accepted: 01/30/2021] [Indexed: 12/20/2022]
Abstract
The "Pediatric Dose Selection" workshop was held in October 2020 and sponsored by the U.S. Food and Drug Administration and the University of Maryland Center for Excellence in Regulatory Science and Innovation. A summary of the presentations in the context of pediatric drug development is summarized in this article.
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Affiliation(s)
- Jian Wang
- Office of Specialty Medicine, Office of New Drugs, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, Maryland, USA
| | - John N van den Anker
- Division of Clinical Pharmacology, Children's National Hospital, Washington, DC, USA
| | - Gilbert J Burckart
- Office of Clinical Pharmacology, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, Maryland, USA
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Allegaert K, van den Anker J. Dose-Related Adverse Drug Events in Neonates: Recognition and Assessment. J Clin Pharmacol 2021; 61 Suppl 1:S152-S160. [PMID: 34185907 PMCID: PMC8361661 DOI: 10.1002/jcph.1827] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Accepted: 02/04/2021] [Indexed: 12/23/2022]
Abstract
The efficacy and safety of a drug is dose or exposure related, and both are used to assess the benefit-risk balance of a given drug and ultimately to decide on the specific drug license, including its dose and indication(s). Unfortunately, both efficacy and safety are much more difficult to establish in neonates, resulting in very few drugs licensed for use in this vulnerable population. This review will focus on dose-related adverse events in neonates. Besides the regulatory classification on seriousness, adverse event assessment includes aspects related to signal detection, causality, and severity. Disentangling confounders from truly dose-related adverse drug events remains a major challenge, as illustrated for drug-induced renal impairment, drug-induced liver injury, and neurodevelopmental outcome. Causality assessment, using either routine tools (Naranjo algorithm, World Health Organization's Uppsala Monitoring Center causality tool) or a Naranjo algorithm tailored to neonates, still does not sufficiently and reliably document causality in neonates. Finally, very recently, a first neonatal severity-grading tool for neonates has been developed. Following the development of advanced pharmacokinetic approaches and techniques to predict and assess drug exposure, additional efforts are needed to truly and fully assess dose adverse drug events. To further operationalize the recently developed tools on causality and severity, reference databases on a palette of biomarkers and outcome variables and their covariates are an obvious next step. These databases should subsequently be integrated in modeling efforts to truly explore safety outcome, including aspects associated with or caused by drug dose or exposure.
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Affiliation(s)
- Karel Allegaert
- Department of Development and RegenerationKU LeuvenLeuvenBelgium
- Department of Pharmaceutical and Pharmacological SciencesKU LeuvenLeuvenBelgium
- Department of Hospital PharmacyErasmus MC University Medical CenterRotterdamthe Netherlands
| | - John van den Anker
- Division of Clinical PharmacologyChildren's National Health HospitalWashingtonDCUSA
- Pediatric Pharmacology and PharmacometricsUniversity Children's Hospital Basel (UKBB)University of BaselBaselSwitzerland
- Intensive Care and Department of Pediatric SurgeryErasmus MC Sophia Children's HospitalRotterdamThe Netherlands
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30
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van Donge T, Smits A, van den Anker J, Allegaert K. Amikacin or Vancomycin Exposure Alters the Postnatal Serum Creatinine Dynamics in Extreme Low Birth Weight Neonates. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18020662. [PMID: 33466764 PMCID: PMC7830583 DOI: 10.3390/ijerph18020662] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Revised: 01/06/2021] [Accepted: 01/12/2021] [Indexed: 01/03/2023]
Abstract
Background: Disentangling renal adverse drug reactions from confounders remains a major challenge to assess causality and severity in neonates, with additional limitations related to the available tools (modified Kidney Disease Improving Global Outcome, or Division of Microbiology and Infectious Diseases pediatric toxicity table). Vancomycin and amikacin are nephrotoxic while still often prescribed in neonates. We selected these compounds to assess their impact on creatinine dynamics as a sensitive tool to detect a renal impairment signal. Methods: A recently developed dynamical model that characterized serum creatinine concentrations of 217 extremely low birth weight (<1000 g, ELBW) neonates (4036 observations) was enhanced with data on vancomycin and/or amikacin exposure to identify a potential effect of antibiotic exposure by nonlinear mixed-effects modelling. Results: Seventy-seven percent of ELBW patients were exposed to either vancomycin or amikacin. Antibiotic exposure resulted in a modest increase in serum creatinine and a transient decrease in creatinine clearance. The serum creatinine increase was dependent on gestational age, illustrated by a decrease with 56% in difference in serum creatinine between a 24 or 32-week old neonate, when exposed in the 3rd week after birth. Conclusions: A previously described model was used to explore and quantify the impact of amikacin or vancomycin exposure on creatinine dynamics. Such tools serve to explore minor changes, or compare minor differences between treatment modalities.
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Affiliation(s)
- Tamara van Donge
- Pediatric Pharmacology and Pharmacometrics, University Children’s Hospital Basel (UKBB), University of Basel, 4001 Basel, Switzerland; (T.v.D.); (J.v.d.A.)
| | - Anne Smits
- Department of Development and Regeneration, KU Leuven, 3000 Leuven, Belgium;
- Neonatal Intensive Care Unit, University Hospitals Leuven, 3000 Leuven, Belgium
| | - John van den Anker
- Pediatric Pharmacology and Pharmacometrics, University Children’s Hospital Basel (UKBB), University of Basel, 4001 Basel, Switzerland; (T.v.D.); (J.v.d.A.)
- Division of Clinical Pharmacology, Children’s National Health Hospital, Washington, DC 20010, USA
| | - Karel Allegaert
- Department of Development and Regeneration, KU Leuven, 3000 Leuven, Belgium;
- Department of Pharmaceutical and Pharmacological Sciences, KU Leuven, 3000 Leuven, Belgium
- Department of Hospital Pharmacy, Erasmus MC University Medical Center, 3015 Rotterdam, The Netherlands
- Correspondence: ; Tel.: +32-016-342020
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