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Risk assessment of patient factors and medications for drug-related problems from a prospective longitudinal study of newborns admitted to a neonatal intensive care unit in Brazil

Objective To identify patient factors and medications associated with the occurrence of drug-related problems (DRPs) in neonates admitted to neonatal intensive care units (NICUs). Design Prospective, longitudinal study. Setting NICU of a teaching hospital in Brazil. Participants Data were collected from the records of the clinical pharmacy service of all neonates admitted between April 2014 and January 2017, excluding neonates with length of stay in the NICU <24 hours or without prescribed drugs. Primary outcome measures Occurrence of one or more DRP (conditions interfering in the patient’s pharmacotherapy with potential undesired clinical outcomes). Results The study observed 600 neonates who had a median length of stay in the NICU of 13 days (range 2–278 days). DRPs were identified in most neonates (60.5%). In a multivariate logistic regression model, the factors independently associated with DRP were gestational age (adjusted OR (AOR) 0.85, 95% CI 0.81 to 0.89), 5 min Apgar <7 (AOR 1.74, 95% CI 1.00 to 3.13), neurological disease (AOR 2.49, 95% CI 1.09 to 5.69), renal disease (AOR 5.75, 95% CI 1.85 to 17.8) and cardiac disease (AOR 2.36, 95% CI 1.31 to 4.24). The medications with greater risk for DRP were amphotericin B (AOR 4.80), meropenem (AOR 4.09), alprostadil (AOR 3.38), vancomycin (AOR 3.34), ciprofloxacin (AOR 3.03), gentamicin (AOR 2.43), cefepime (AOR 1.88), amikacin (AOR 1.82) and omeprazole (AOR 1.66). These medicines represented one-third of all prescribed drugs. Conclusions Gestational age, 5 min Apgar <7, and neurological, cardiac and renal diseases are risk factors for DRP in NICUs. Alprostadil, omeprazole and several anti-infectives were associated with greater risk of DRP.


IntrODuCtIOn
The intensive care unit (ICU) is a complex environment, characterised by polypharmacy, transfusions and frequent surgical procedures. 1 Neonatal intensive care units (NICUs) may pose additional hazards to patient because of the frequent usage of off-label and unlicensed medicines and of continued need for decimal dilutions of intravenous medicines prior to delivery. 2 3 In addition, because of their physiological immaturity and rapid growth, neonates exhibit large interindividual variability in drug metabolism and excretion. 2 Such characteristics may predispose neonates to drug-related problems (DRPs).
DRPs are events or circumstances arising from the patient's pharmacotherapy that may actually or potentially interfere with health outcomes. 4 Those events include errors in the drug therapy processes (prescription, dispensation and administration) and adverse drug events (any untoward event related to medication that results in harm to the patient). [5][6][7] In paediatric wards, DRP occur in about half of the patients, and most are preventable. 8 strengths and limitations of this study ► This is the first study identifying patient variables and drugs associated with the occurrence of drug-related problems (DRPs), exclusively in neonatal intensive care unit patients. ► The validity of the results is strengthened by the large cohort size, the prospective data collection, the longitudinal design, the in situ evaluation of DRP and the adoption of a well-known DRP classification system. ► However, the data were obtained from a single institution, which may somehow impair the generalisation of our findings. ► It is also possible that administration errors have been underestimated by recording failures.

Open access
However, there is very little information on DRP in children in NICUs, especially among neonates. It is believed that DRPs are particularly frequent and serious in neonates. 9 10 Neonates are very sensitive to dose variations because of their particular pharmacokinetics and pharmacodynamics, consequence of the lower drug metabolism and clearance, low levels of plasma proteins, high proportion of body water, and level of receptor expression and sensitivity. 11 12 Some authors have shown that harm involving medicines is common in NICUs, with incidence rates ranging from 10 to 20 cases per 1000 patient-days. 13 14 Such harm can lead to prolonged hospitalisation time and, in extreme cases, to the death of patients. It also generates an increase in hospital costs. 13 15 Thus, the development of effective preventive strategies directed to DRP is of great relevance for the improvement of healthcare, and one step towards this goal is the identification of patients susceptible to DRP. 16 Therefore, the purposes of this study were to identify risk factors for the occurrence of one or more DRP in NICU, to assess the risk associated with commonly used medications, and to describe the causes of DRP in the medications with greater risk of DRP in neonates.

MethODs
This was an observational, prospective, longitudinal study conducted from April 2014 to January 2017 in the 20-bed NICU of a teaching maternity hospital specialised in high-risk pregnancy. All neonates admitted to the NICU during the study period were prospectively evaluated for inclusion in the study. Inclusion criteria were a NICU stay longer than 24 hours and at least one prescribed drug. Neonates who were prescribed exclusively with electrolytes, parenteral nutrition, blood products, oxygen therapy, diagnostic agents, and vitamin and mineral supplements were excluded from the study, as these products were not considered as drugs.
In the absence of information in the literature on risk factors for DRP in neonates, the patient variables selected as candidates for assessment in a multivariate risk model were those that could be collected at NICU admission on every neonate and that reflect serious conditions that are usually associated with enhanced pharmacotherapy. The data collected from each neonate included sex, gestational age, birth weight, type of delivery (vaginal or caesarean), occurrence of premature rupture of membranes (PROM), 1 min and 5 min Apgar, a diagnosis of neurological, renal or cardiac disorder, and malformations. The Apgar is a score that evaluates the birth condition of newborns in the first and fifth minutes of life, with values below 7 being considered an ominous sign. 17 In addition to those risk factors that may be predictors of DRP, patient variables representing the complexity of care (number of unique medications prescribed, number of different clinical problems and NICU length of stay in days) were also collected from each patient.
The study also wanted to identify medications that were associated with increased risk of DRP in neonates, and therefore all the medications prescribed to each neonate during the NICU stay were recorded.
The identification of DRP was actively performed on a daily basis by the NICU clinical pharmacy team (a chief pharmacist and four assistant pharmacists) through the analysis of medical charts, medication orders and nursing records, seeking entries that might indicate the occurrence of a DRP. The pharmacists involved in this research were permanent members of the clinical pharmacy team allocated to the NICU of our institution. The identification of DRP and their notification to the medical team are an important part of their routine work, and all were experienced in the detection of DRP. For each identified DRP, its causes were then classified according to the Pharmaceutical Care Network Europe system V.6.2 4 (see online supplementary file 1). This classification was carried out independently by two pharmacists (RDL and MS), supported by the Neofax textbook (Thomson Reuters, New York, USA), as well as the Micromedex (Truven Health Analytics, Michigan, USA) and UpToDate (Wolters Kluwer, Alphen aan den Rijn, the Netherlands) databases, which provided authoritative information on adverse drug reactions and drug-drug interactions. Whenever the two evaluators disagreed on the classification of the cause of a DRP, a third pharmacist (TC) was called in to break the tie.

statistical analysis
The target sample size was set at 600 patients, a number that would afford 70% power to identify associations with an OR of 1.30 or greater for patient factors with a prevalence over 30%. 18 All variables are described by mean±SD, median (range), or as absolute and relative frequency, as appropriate. For the identification of risk factors of DRP, an initial selection of patient variables at NICU admission (sex, gestational age, birth weight, type of delivery, occurrence of PROM, 1 min and 5 min Apgar, a diagnosis of neurological, renal or cardiac disorder, and malformations) were tested for association with the occurrence of one or more DRP with logistic regression. All variables were binary, except gestational age and birth weight which were continuous. The set of patient variables whose association with DRP was statistically significant at the 0.10 significance level in univariate logistic regression was analysed by stepwise backward multiple logistic regression, and those variables significant at the 0.05 level were retained in the final model. Variables collected only at discharge from the NICU (number of unique medications, length of stay and number of clinical problems) were analysed in a separate logistic model consisting of those three variables. Results of these analyses are presented as OR adjusted by the other variables in the model (AOR) and 95% CI. The model was ln[p(DRP=1)/p(DRP=0)]=β 0 +β i x i , where β 0 is the regression constant, β i the partial regression coefficients and x i the independent variables.

Open access
It was hypothesised that some medications could be singled out because they are associated with a significantly higher risk of DRP, through a combination of complex dosing and/or administration, and of frequency of use. Those drugs would be high-risk medications requiring close monitoring from the clinical pharmacy team. In the NICU setting, very often several medications are prescribed concurrently, sometimes simultaneously through the same intravenous line, and accounting for the interplay of all medications administered to a patient at a given day in a statistical model would be unmanageable. Therefore, the estimation of the risk of DRP associated with each medication was based on a simpler model, where the risk of DRP observed with a given medication was compared with the average risk observed with all other medications prescribed to this patient population, controlling for covariables. For this analysis, a set of multiple logistic regressions with each drug as independent variable and adjusted by the risk factors at NICU admission identified in the previous analysis were evaluated and, for those medications where a statistically significant association with the occurrence of one or more DRP was found at the 5% significance level, results are presented as AOR of DRP with that medication to the average risk of all the other medications prescribed. The model was ln where β 0 is the regression constant, β the partial regression coefficients, x 1 is a binary variable coding for the medication, and x i the covariables. In the drugs identified in the previous analysis as high-risk medications, the respective causes of DRP are presented descriptively. The interaction of each of those high-risk medications with each risk factor previously identified was tested with multiple logistic regression, with significant interactions assumed at the p<0.10 level. The model was ln[p(DRP=1)/p(DRP=0)]=β 0 +β 1 x 1 +β i x i +β j x 1 x i , where β 0 is the regression constant, β the partial regression coefficients, x 1 is a binary variable coding for the medication, x i the covariables and β j x 1 x i the interaction of the medication with each covariable. Statistical analysis was performed with Stata V.11.

Patient and public involvement
Patients were not involved in design or planning the study.

results
During the 34-month study period, a total of 627 newborns were admitted to the NICU. Of these, 15 newborns were excluded (13 because they had no drugs prescribed and 2 patients in whom the length of stay was less than 24 hours). Six hundred and twelve newborns remained eligible, but 12 (1.96%) were excluded from the analysis because they had missing pharmacotherapy follow-up data. The analysis set of 600 newborns was observed for a total of 15 836 NICU days, with a median of 13 days (range 2-278 days). The study population consisted of 265 girls (45.1%) and the mean gestational age was 32.1±4.1 weeks. On average, 8.2±6.0 medicines were prescribed to each newborn during the NICU stay. A total of 1115 DRPs were identified, with a mean of 1.9±2.6 DRP per patient. There were 237 (39.5%) patients with no DRP, 132 (22.0%) with one DRP, 71 (11.8%) with two DRPs, and 160 (26.7%) with three or more DRPs. Multiple DRPs in the same patient could occur concurrently or simultaneously. Sixty-eight neonates (11.3%) died during the study ( Open access no evidence of an association with a fatal outcome (11.4% vs 11.3%, p=0.702). Table 3 shows the medicines with a statistically significantly increased risk of DRP compared with all the other prescribed medicines, adjusted for gestational age, 5 min Apgar score <7, neurological disorder, renal disorder and cardiac disorder. The medications, and their corresponding AORs, were amphotericin B (AOR 4.80), meropenem (AOR 4.09), alprostadil (AOR 3.38), vancomycin (AOR 3.34), ciprofloxacin (AOR 3.03), gentamicin (AOR 2.43), cefepime (AOR 1.88), amikacin (AOR 1.82) and omeprazole (AOR 1.66). Related to increase in the occurrence of DRP, there were statistically significant interactions between renal disease and the prescription of amphotericin (p=0.084) and of meropenem (p=0.054), and between a 5 min Apgar score <7 and prescription of vancomycin (p=0.038).

Open access
The frequency of prescription and the prevalence of DRP related to those medications are also displayed in table 3. These nine drugs represent 28.4% (1395/4917) of all medications prescribed in the NICU and accounted for 49.7% (622/1252) of problems involving medications. The most prescribed medicines in the group were gentamicin (10.5%, 518) and meropenem (3.1%, 152), and these drugs were also the most often involved in DRP (16.9% (211) and 8.0% (100), respectively).

DIsCussIOn
In our study, we observed that neonates with low gestational age, low 5 min Apgar, neurological disorder, renal disorder and cardiac disorder are more likely to have DRP during their stay in NICU. An assessment of the risk of DRP was made for alprostadil, amikacin, amphotericin B, cefepime, ciprofloxacin, gentamicin, meropenem, omeprazole and vancomycin. Such medicines accounted for less than one-third of the drugs prescribed in the NICU, and were involved in half of DRPs, the majority being related to drug dose and to drug use.
Only a few studies have identified risk factors for the occurrence of DRP in hospitalised patients. Most of those studies were conducted in adult and paediatric wards for periods under 6 months and enrolled fewer than 400 patients. [19][20][21][22] We performed a study in the NICU involving 600 neonates for a period of 3 years and presenting a set of different predictor variables. Comparisons with the results of other studies are therefore difficult. Even so, several risk factors related to DRP identified in our study, such as age and clinical problems (cardiac, neurological and renal disorders), were also observed in the works of Urbina et al, 16 Peterson and Gustafsson, 21 and Blix et al, 23 although these studies were conducted in adult patients.
We also found that a low 5 min Apgar was associated with a higher risk of DRP. This predictor is a specific neonatology parameter that measures the condition of the newborn at birth. 24 A low Apgar score usually represents a serious situation with the corresponding need for several therapeutic interventions which, in turn, increase the risk of DRP.
The detection of the clinical variables associated with DRP, as well as knowledge of the risk of DRP associated with each medication, represents a first step for the development of preventive strategies for enhanced patient safety and improvements in the process of care. Blix et al 23 were the first authors to present risk estimates for drugs, while other papers 8 19-22 25 26 have only described drugs involved in DRP. We were able to quantify the risk of DRP for a set of drugs that are involved in half of all DRPs, namely alprostadil, omeprazole and several antimicrobials (amikacin, cefepime, ciprofloxacin, gentamicin, meropenem, amphotericin B and vancomycin). Pawluk et al 25 26 claimed that the risk of DRP associated with a medicine is directly related to the frequency of prescription. However, our results show that the medicines with greater odds of DRP (vancomycin and amphotericin B) were not the most prescribed. These results suggest that the risk of DRP is primarily associated with the chemical and pharmacological properties of a drug, therefore strongly related to the level of difficulty on setting the appropriate dose and on the drug's potential for adverse reactions, interactions and incompatibilities.

Open access
Inappropriate dose selection was the most common cause of DRP for aminoglycosides, cefepime and meropenem. In neonates, the adjustment of dose and regimen of antibiotics is extremely complex, the main reason for this being the rapid change in weight during the first days of life, as well as significant heterogeneity in the maturation of organs and systems across newborns. 12 27 The lower than the recommended doses of those medicines administered in this study were often due to a delay in the adjustment of the medication dose to the rapid weight gain of the neonate.
We observed that amphotericin B, ciprofloxacin and omeprazole were associated with inappropriate process of drug use, specifically with drug administration error, with drug incompatibility being the most frequent cause. Neonates have a high risk of exposure to drug incompatibilities because of the limited number of intravenous accesses, often leading to simultaneous administration of incompatible drugs through the same intravenous line. In addition, the requirements for delivery of drugs in this population, such as dilutions and reduced infusion rates, can lead to incompatibilities because of high concentrations and longer time of contact between incompatible medicines. 28 Such problems may be implicated in therapeutic failures due to drug degradation and even to thromboembolic complications, including cases of deaths, due to the precipitate formed reaching the bloodstream. [29][30][31] Another medicine that had potential incompatibilities as the main cause of DRP was alprostadil. However, this medicine stands out for the significant percentage of cases of suspected adverse reactions. Fever, leucocytosis and dyspnoea are reactions commonly observed in neonates soon after the administration of alprostadil. 32 Because of these reactions and complications, this medication is for intensive therapy only.
The most common cause of vancomycin-related problems was errors of prescription logistics. These errors are characterised by the lack of important information in the prescription for the safe administration of the medications, or by the non-justifiable prescription of non-standard medicines in the institution. The lack of information on the time length of the infusion on the prescription was the most common error involving vancomycin, an important problem because rapid infusions in less than 60 min can lead to macular or maculopapular skin rashes (red man syndrome). 33 This study has some limitations. The data were obtained from a single institution, which may somehow impair the generalisation of our findings. Furthermore, as DRPs were identified from patient records and medical reports, it is possible that administration errors have been underestimated by recording failures. However, the same methodology has been adopted by other studies in DRP and, considering the scarcity of papers related to the topic of risk factors for DRP in NICU patients, we believe that our results are relevant. The large cohort size, the prospective data collection, the longitudinal design, the in situ evaluation of DRP and the adoption of a well-known DRP classification system are methodological features that contribute to the validity of our results. To our knowledge, this is the first study identifying patient variables and drugs associated with the occurrence of DRP, exclusively in NICU patients. The detection of those predictors is of great value for the identification of patients more prone to DRP, and therefore for the development of screening tools. Such tools can support the work of the healthcare team, especially the clinical pharmacist, with the strengthening of preventive strategies and the optimisation of resources and time.
Further research is needed in order to deepen the study of factors associated with DRP, aiming at the elaboration of risk stratification tools. Future studies should also analyse the influence of external factors on the incidence of DRP, which has not been addressed in our study, such as the number and characteristics of the NICU team members, the workplace conditions, the intrateam and interteam communication, and the organisation of the hospital. Another issue of considerable importance would be the investigation of clinical outcomes of DRP in NICUs.

COnClusIOn
In conclusion, low gestational age, low 5 min Apgar, neurological disorder, renal disorder and cardiac disorder are risk factors associated with the occurrence of DRP. We also list nine medications with a risk for DRP above the average risk of other medications: alprostadil, amikacin, amphotericin B, cefepime, ciprofloxacin, gentamicin, meropenem, omeprazole and vancomycin. Although they are the most involved in DRP, these medicines account for less than one-third of the drugs prescribed in NICU. Inappropriate dose selection and inappropriate drug use (mainly potential drug incompatibilities) were the main causes of DRP related to those medicines.

Open access
Data sharing statement All data generated or analysed during this study are included in this published article. Additional information may be requested directly from the study authors.
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