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Hamadeh S, Lambert GW, Willetts G, Garvey L. Pain management of adult sedated and ventilated patients in the intensive care units: A survey with free text responses. Intensive Crit Care Nurs 2024; 84:103770. [PMID: 39032213 DOI: 10.1016/j.iccn.2024.103770] [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: 11/30/2023] [Revised: 06/25/2024] [Accepted: 07/08/2024] [Indexed: 07/22/2024]
Abstract
BACKGROUND Pain management of sedated and ventilated patients in intensive care units lacks consistency. OBJECTIVES To investigate nurses' training, governance, practices, knowledge and attitudes relating to pain management in consideration of published guidelines and explore nurses' perspectives. METHODS A survey design, using an online questionnaire with free text responses, was employed. Quantitative and qualitative data from nurses working across different hospitals were collated and saved on Qualtrics platform. Quantitative data were analysed non-parametrically and narrative responses thematically. CROSS and SRQR reporting guidelines were adhered to. OUTCOME MEASURES Demographics, training, governance, clinical practice, knowledge, and attitudes. RESULTS/FINDINGS 108 nurses participated with ninety-two completed surveys analysed. Analgesia was used to complete nursing tasks regardless of comfort needs (n = 49, 53.3 %). Changes in vital signs prompted opioid administration (n = 48, 52.1 %). Choice of analgesia depended on doctor's preference (n = 63, 68.5 %). Non-opioid therapy was administered before opioids (n = 42, 45.7 %). Sedatives were used to alleviate agitation(n = 50,54.3 %). No statistically significant difference in nurses' knowledge existed between hospitals. Weak positive relationship: r = [0.081], p = [0.441] between "knowledge scores" and "years of ICU experience" and weak negative relationship r = [-0.119], p = [0.260] between "knowledge scores" and "hours of clinical practice" was detected. Lack of training, resources, policies, high patient acuity and casual employment were acknowledged barriers to pain management. Two overarching themes emerged from narrative responses: "Pain assessment, where is it?" And "Priorities of critical illness." CONCLUSION The study uncovered pain management situation and examined nurses' demographics, training, governance, practices, knowledge and attitudes. Narrative responses highlighted barriers to pain management. IMPLICATIONS FOR CLINICAL PRACTICE Health organisations should provide education, institute governance and develop policies to inform pain management. Nurses' role encompasses updating knowledge, adhering to interventions and overcoming biases. This subsequently manifests as improvement in patient outcomes.
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Affiliation(s)
- Samira Hamadeh
- Institute of Health and Wellbeing, Federation University, Australia. https://federation.edu.au/
| | - Gavin W Lambert
- Iverson Health Innovation Research Institute, Swinburne University of Technology, Hawthorn, Victoria, Australia. https://twitter.com/glamb30004
| | - Georgina Willetts
- Institute of Health and Wellbeing, Federation University, Australia. https://twitter.com/GeorgiWilletts
| | - Loretta Garvey
- Assessment Transformation, Federation University, Australia. https://twitter.com/LorettaGarvey
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Meiser A, Meis PLF, O’Gara B, Volk T, Kermad A. Increasing the reflection efficiency of the Sedaconda ACD-S by heating and cooling the anaesthetic reflector: a bench study using a test lung. J Clin Monit Comput 2023; 37:919-924. [PMID: 36625981 PMCID: PMC9830614 DOI: 10.1007/s10877-022-00967-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Accepted: 12/21/2022] [Indexed: 01/11/2023]
Abstract
BACKGROUND As volatile anaesthetic gases contribute to global warming, improving the efficiency of their delivery can reduce their environmental impact. This can be achieved by rebreathing from a circle system, but also by anaesthetic reflection with an open intensive care ventilator. We investigated whether the efficiency of such a reflection system could be increased by warming the reflector during inspiration and cooling it during expiration (thermocycling). METHODS The Sedaconda-ACD-S (Sedana Medical, Danderyd, Sweden) was connected between an intensive care ventilator and a test lung. Liquid isoflurane was infused into the device at 0.5, 1.0, 2.0 and 5.0 mL/h; ventilator settings were 500 mL tidal volume, 12 bpm, 21% oxygen. Isoflurane concentrations were measured inside the test lung after equilibration. Thermocycling was achieved by heating the breathing gas in the inspiratory hose to 37 °C via a heated humidifier without water. Breathing gas expired from the test lung was cooled to 14 °C before reaching the ACD-S. In the test lung, body temperature pressure saturated conditions prevailed. Isoflurane concentrations and reflective efficiency were compared between thermocycling and control conditions. RESULTS With thermocycling higher isoflurane concentrations in the test lung were measured for all infusion rates studied. Interpolation of data showed that for achieving 0.4 (0.6) Vol% isoflurane, the infusion rate can be reduced from 1.2 to 0.7 (2.0 to 1.2) mL/h or else to 56% (58%) of control. CONCLUSION Thermocycling of the anaesthetic gas considerably increases the efficiency of the anaesthetic reflector and reduces anaesthetic consumption by almost half in a test lung model. Given that cooling can be miniaturized, this method carries a potential for further saving anaesthetics in clinical practice in the operating theatre as well as for inhaled sedation in the ICU.
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Affiliation(s)
- Andreas Meiser
- grid.411937.9Department of Anaesthesiology, Intensive Care Medicine and Pain Medicine, Saarland University Hospital Medical Center, Homburg, Saarland Germany
| | - Pierre Louis Fernando Meis
- grid.411937.9Department of Anaesthesiology, Intensive Care Medicine and Pain Medicine, Saarland University Hospital Medical Center, Homburg, Saarland Germany
| | - Brian O’Gara
- grid.239395.70000 0000 9011 8547Department of Anaesthesiology, Beth Israel Deaconess Medical Center, Boston, MA USA
| | - Thomas Volk
- grid.411937.9Department of Anaesthesiology, Intensive Care Medicine and Pain Medicine, Saarland University Hospital Medical Center, Homburg, Saarland Germany
| | - Azzeddine Kermad
- grid.411937.9Department of Anaesthesiology, Intensive Care Medicine and Pain Medicine, Saarland University Hospital Medical Center, Homburg, Saarland Germany ,Department of Cardiac Anesthesiology and Intensive Care Medicine, German Heart Center Charité, Berlin, Germany
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Tekin E, Aydin ME, Turgut MC, Karagoz S, Ates I, Ahiskalioglu EO. Can ultrasound-guided infraclavicular block be an alternative option for forearm reduction in the emergency department? A prospective randomized study. Clin Exp Emerg Med 2022; 8:307-313. [PMID: 35000358 PMCID: PMC8743679 DOI: 10.15441/ceem.20.136] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2020] [Accepted: 11/23/2020] [Indexed: 11/23/2022] Open
Abstract
Objective Ultrasound-guided infraclavicular nerve block (IB) has become a well-established method in several outpatient procedures; however, its use in emergency departments (EDs) remains limited. The aim of this study was to compare procedural sedation and anlagesia (PSA) and IB in the pain management for patients who underwent forearm fracture reduction in the ED. Methods This prospective randomized study included 60 patients aged 18 to 65 years, who visited the ED with forearm fractures. They were randomly divided into two groups: Group PSA (n=30) and Group IB (n=30). The pain scores of patients were evaluated before and during the procedure with the visual analog scale. Complications and patient and operator satisfaction levels were recorded. Results There was no difference between the two groups in terms of demographic characteristics. The median (interquartile range) pain scores observed during the procedures were significantly higher in Group PSA than in Group IB (4 [4–6] vs. 2 [0–2], respectively; P<0.001). Patient and operator satisfaction levels were significantly higher in Group IB (P<0.001). Oxygen desaturation was statistically higher in Group PSA than in Group IB (40.00% vs. 3.33%, respectively; P=0.002). Conclusion IB was an effective alternative for reducing pain and increasing patient satisfaction in ED patients undergoing forearm fracture reduction.
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Affiliation(s)
- Erdal Tekin
- Department of Emergency Medicine, Ataturk University School of Medicine, Erzurum, Turkey
| | - Muhammed Enes Aydin
- Department of Anesthesiology and Reanimation, Ataturk University School of Medicine, Erzurum, Turkey.,Clinical Research, Development and Design Application and Research Center, Ataturk University School of Medicine, Erzurum, Turkey
| | - Mehmet Cenk Turgut
- Department of Orthopedic Surgery, Erzurum City Hospital, Erzurum, Turkey
| | - Selahattin Karagoz
- Department of Emergency Medicine, Ataturk University School of Medicine, Erzurum, Turkey
| | - Irem Ates
- Department of Anesthesiology and Reanimation, Ataturk University School of Medicine, Erzurum, Turkey
| | - Elif Oral Ahiskalioglu
- Department of Anesthesiology and Reanimation, Ataturk University School of Medicine, Erzurum, Turkey.,Clinical Research, Development and Design Application and Research Center, Ataturk University School of Medicine, Erzurum, Turkey
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Kermad A, Speltz J, Danziger G, Mertke T, Bals R, Volk T, Lepper PM, Meiser A. Comparison of isoflurane and propofol sedation in critically ill COVID-19 patients-a retrospective chart review. J Anesth 2021; 35:625-632. [PMID: 34169362 PMCID: PMC8225486 DOI: 10.1007/s00540-021-02960-6] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Accepted: 06/06/2021] [Indexed: 02/07/2023]
Abstract
Purpose In this retrospective study, we compared inhaled sedation with isoflurane to intravenous propofol in invasively ventilated COVID-19 patients with ARDS (Acute Respiratory Distress Syndrome). Methods Charts of all 20 patients with COVID-19 ARDS admitted to the ICU of a German University Hospital during the first wave of the pandemic between 22/03/2020 and 21/04/2020 were reviewed. Among screened 333 days, isoflurane was used in 97 days, while in 187 days, propofol was used for 12 h or more. The effect and dose of these two sedatives were compared. Mixed sedation days were excluded. Results Patients’ age (median [interquartile range]) was 64 (60–68) years. They were invasively ventilated for 36 [21–50] days. End-tidal isoflurane concentrations were high (0.96 ± 0.41 Vol %); multiple linear regression yielded the ratio (isoflurane infusion rate)/(minute ventilation) as the single best predictor. Infusion rates were decreased under ECMO (3.5 ± 1.4 versus 7.1 ± 3.2 ml∙h−1; p < 0.001). In five patients, the maximum recommended dose of propofol of 4 mg∙hour−1∙kg−1ABW was exceeded on several days. On isoflurane compared to propofol days, neuro-muscular blocking agents (NMBAs) were used less frequently (11% versus 21%; p < 0.05), as were co-sedatives (7% versus 31%, p < 0.001); daily opioid doses were lower (720 [720–960] versus 1080 [720–1620] mg morphine equivalents, p < 0.001); and RASS scores indicated deeper levels of sedation (− 4.0 [− 4.0 to − 3.0] versus − 3.0 [− 3.6 to − 2.5]; p < 0.01). Conclusion Isoflurane provided sufficient sedation with less NMBAs, less polypharmacy and lower opioid doses compared to propofol. High doses of both drugs were needed in severely ill COVID-19 patients.
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Affiliation(s)
- Azzeddine Kermad
- Department of Anesthesiology, Intensive Care and Pain Medicine, Saarland University Hospital Medical Center, Kirrberger Str. 100, 66421, Homburg, Saarland, Germany.
| | - Jacques Speltz
- Department of Anesthesiology, Intensive Care and Pain Medicine, Saarland University Hospital Medical Center, Kirrberger Str. 100, 66421, Homburg, Saarland, Germany
| | - Guy Danziger
- Department of Internal Medicine V-Pulmonology, Allergology and Intensive Care Medicine, Saarland University Hospital Medical Center, Homburg, Saarland, Germany
| | - Thilo Mertke
- Department of Anesthesiology, Intensive Care and Pain Medicine, Saarland University Hospital Medical Center, Kirrberger Str. 100, 66421, Homburg, Saarland, Germany
| | - Robert Bals
- Department of Internal Medicine V-Pulmonology, Allergology and Intensive Care Medicine, Saarland University Hospital Medical Center, Homburg, Saarland, Germany
| | - Thomas Volk
- Department of Anesthesiology, Intensive Care and Pain Medicine, Saarland University Hospital Medical Center, Kirrberger Str. 100, 66421, Homburg, Saarland, Germany
| | - Philipp M Lepper
- Department of Internal Medicine V-Pulmonology, Allergology and Intensive Care Medicine, Saarland University Hospital Medical Center, Homburg, Saarland, Germany
| | - Andreas Meiser
- Department of Anesthesiology, Intensive Care and Pain Medicine, Saarland University Hospital Medical Center, Kirrberger Str. 100, 66421, Homburg, Saarland, Germany
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Kermad A, Speltz J, Daume P, Volk T, Meiser A. Reflection efficiencies of AnaConDa-S and AnaConDa-100 for isoflurane under dry laboratory and simulated clinical conditions: a bench study using a test lung. Expert Rev Med Devices 2020; 18:189-195. [PMID: 33322972 DOI: 10.1080/17434440.2021.1865151] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
Background: Adequate sedation is important for the treatment of ICU patients. AnaConDa (Anesthetic-Conserving-Device; ACD; Sedana Medical, Sweden), connected between ventilator and the patient, retains isoflurane during expiration, and releases it back during inspiration. The reflection efficiency (RefEff) corresponds to the percentage of expired anesthetic molecules that are re-inspired. We compared RefEff of AnaConDa-S (ACD-50) and AnaConDa-100 (ACD-100) under laboratory (DRY) and simulated clinical conditions (CLIN) using a test lung.Methods: Measurements were made under DRY and CLIN, with different tidal volumes (TV: 300 mL & 500 mL) and infusion rates (0.5-10 mL·h-1). RefEff was calculated from the isoflurane concentration in the test-lung (CISO) and plotted against the anesthetic vapor volume exhaled in one breath (V-exh = CISO·TV).Results: DRY: RefEff of both devices was ≈90% over a wide range of V-exh, but decreased when V-exh exceeded 5-7 mL (ACD-50) or 10-15 mL (ACD-100).CLIN: RefEff of ACD-50 was 70-80% (ACD-100: 80-90%), decreasing gradually with increasing V-exh. For 1 Vol.% isoflurane at TV500, the infusion rate with ACD-50 was twofold higher compared to ACD-100 (4 versus 2 mL·h-1).Conclusion: Under DRY and concentrations <1.5 Vol.%, RefEff of both devices is around 90%. Under CLIN, ACD-100 performs better with RefEff between 80% and 90% (ACD-50:70-80%), decreasing with increased vapor volume exhaled in one breath.
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Affiliation(s)
- Azzeddine Kermad
- Department of Anesthesiology, Intensive Care Medicine and Pain Medicine, Saarland University Hospital Medical Center, Homburg, Germany
| | - Jacques Speltz
- Department of Anesthesiology, Intensive Care Medicine and Pain Medicine, Saarland University Hospital Medical Center, Homburg, Germany
| | - Philipp Daume
- Department of Anesthesiology, Intensive Care Medicine and Pain Medicine, Saarland University Hospital Medical Center, Homburg, Germany
| | - Thomas Volk
- Department of Anesthesiology, Intensive Care Medicine and Pain Medicine, Saarland University Hospital Medical Center, Homburg, Germany
| | - Andreas Meiser
- Department of Anesthesiology, Intensive Care Medicine and Pain Medicine, Saarland University Hospital Medical Center, Homburg, Germany
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Schizodimos T, Soulountsi V, Iasonidou C, Kapravelos N. An overview of management of intracranial hypertension in the intensive care unit. J Anesth 2020; 34:741-757. [PMID: 32440802 PMCID: PMC7241587 DOI: 10.1007/s00540-020-02795-7] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2019] [Accepted: 05/09/2020] [Indexed: 12/29/2022]
Abstract
Intracranial hypertension (IH) is a clinical condition commonly encountered in the intensive care unit, which requires immediate treatment. The maintenance of normal intracranial pressure (ICP) and cerebral perfusion pressure in order to prevent secondary brain injury (SBI) is the central focus of management. SBI can be detected through clinical examination and invasive and non-invasive ICP monitoring. Progress in monitoring and understanding the pathophysiological mechanisms of IH allows the implementation of targeted interventions in order to improve the outcome of these patients. Initially, general prophylactic measures such as patient's head elevation, fever control, adequate analgesia and sedation depth should be applied immediately to all patients with suspected IH. Based on specific indications and conditions, surgical resection of mass lesions and cerebrospinal fluid drainage should be considered as an initial treatment for lowering ICP. Hyperosmolar therapy (mannitol or hypertonic saline) represents the cornerstone of medical treatment of acute IH while hyperventilation should be limited to emergency management of life-threatening raised ICP. Therapeutic hypothermia could have a possible benefit on outcome. To control elevated ICP refractory to maximum standard medical and surgical treatment, at first, high-dose barbiturate administration and then decompressive craniectomy as a last step are recommended with unclear and probable benefit on outcomes, respectively. The therapeutic strategy should be based on a staircase approach and be individualized for each patient. Since most therapeutic interventions have an uncertain effect on neurological outcome and mortality, future research should focus on both studying the long-term benefits of current strategies and developing new ones.
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Affiliation(s)
- Theodoros Schizodimos
- 2nd Department of Intensive Care Medicine, George Papanikolaou General Hospital, G. Papanikolaou Avenue, 57010, Exochi, Thessaloniki, Greece.
| | - Vasiliki Soulountsi
- 1st Department of Intensive Care Medicine, George Papanikolaou General Hospital, Thessaloniki, Greece
| | - Christina Iasonidou
- 2nd Department of Intensive Care Medicine, George Papanikolaou General Hospital, G. Papanikolaou Avenue, 57010, Exochi, Thessaloniki, Greece
| | - Nikos Kapravelos
- 2nd Department of Intensive Care Medicine, George Papanikolaou General Hospital, G. Papanikolaou Avenue, 57010, Exochi, Thessaloniki, Greece
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Gong Y, Yang H, Xie J, Liu J, Zhou J, Ma P. ICU Physicians' Perception of Patients' Tolerance Levels in Light Sedation Impacts Sedation Practice for Mechanically Ventilated Patients. Front Med (Lausanne) 2019; 6:226. [PMID: 31681782 PMCID: PMC6813223 DOI: 10.3389/fmed.2019.00226] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2019] [Accepted: 09/30/2019] [Indexed: 11/28/2022] Open
Abstract
Purpose: To investigate physicians' perception of patients' tolerance levels regarding sedation, which could affect sedation practice for mechanically ventilated (MV) patients. Methods: This is a questionnaire survey combined with a 24 h cross-sectional study. The physician's propensity score for light sedation (PS-LS) was estimated by his/her response to the given answers for each item of the questionnaire, which tested the levels of interviewee's desire to manage MV patient with light sedation. Thereby, the mean physicians' PS-LS of each participating ICU (ICU-meanPS-LS) was calculated. The practical measurements of all variables listed on the questionnaire were used to semi-quantitatively assess stimulus intensity of what the recruited patients suffered (i.e., semi-quantitative stimulus intensity, SSI). Sedation depth was assessed by Richmond Agitation Sedation Scale (RASS). Results: 555 of 558 (99.5%) physicians from 102 ICUs were concerned with patients' tolerance levels regarding sedation while titrating sedation depth. The physician's PS-LS was non-normally distributed with median (IQR) of 3 (0–5). ICU-meanPS-LS was calculated in 92 out of 102 ICUs participating in the cross-sectional study, which was ranged from −5 to 7 with a median (IQR) of 2.37 (0.16–4.33). A significant increasing trend in prevalence of light sedation was observed over increasing ICU-meanPS-LS quartiles (from Q1 to Q4, χ2-test for trend, p = 0.002). Moreover, odds ratio for probability of light sedation remained significant in MV patients from Q4 ICUs vs. Q1 ICUs, adjusted by APACHE II score (OR, 2.332; 95% CI: 1.463–3.717; p < 0.001) or SSI score (OR, 2.445; 95% CI: 1.468–4.074; p = 0.001). Notably, adjusted OR for mortality was significant in deeply sedated MV patients (OR, 2.034; 95% CI: 1.435–2.884; p < 0.001). Conclusions: ICU physician's individualized perception for patients' tolerance levels regarding sedation, in light sedation affected sedation practice for MV patients.
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Affiliation(s)
- Yichun Gong
- Medical School of Chinese PLA, Beijing, China.,SICU, The Eighth Medical Center of PLA General Hospital, Beijing, China
| | | | - Junqing Xie
- Feng Tai District Center for Disease Control and Prevention, Beijing, China
| | - Jingtao Liu
- SICU, The Eighth Medical Center of PLA General Hospital, Beijing, China
| | - Jianxin Zhou
- NICU, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Penglin Ma
- Medical School of Chinese PLA, Beijing, China.,SICU, The Eighth Medical Center of PLA General Hospital, Beijing, China
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Ruiz-García T, Nogué-Xarau S, Zavala-Zegarra E, Cirera-Guasch A, Ríos-Guillermo J. Need for sedation and analgesia in patients with a history of substance misuse admitted to an intensive care unit. Nurs Crit Care 2015; 21:358-366. [PMID: 25727136 DOI: 10.1111/nicc.12117] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2013] [Revised: 05/07/2014] [Accepted: 06/17/2014] [Indexed: 01/08/2023]
Abstract
BACKGROUND Patients with a history of substance misuse may develop tolerance to analgesics and psychotropic drugs which alter the need for sedation and analgesia after ICU admittance. AIMS The objective was to qualify and quantify the needs for sedation and analgesia in critically ill patients with and without a history of substance misuse admitted to an intensive care unit (ICU). DESIGN A 2-year prospective, observational study. METHODS Patients admitted to an ICU who required sedation and analgesia for ≥72 h were included and were classified as substance misusers and non-substance misusers. We analysed demographic data and the consumption of alcohol and other substances. Comparisons between groups were made using the non-parametric Mann-Whitney test for quantitative variables and Fisher's exact test for qualitative variables. The analysis was made using SPSS version 17.0 (SPSS Inc., Chicago, IL, USA) for Windows. Statistical significance was established as p < 0·05. RESULTS We included 44 patients, of whom 31 (70·3%) were users of ≥1 substance. The median age was 47 years, 8 (18·2%) patients were female. The most-consumed substances were tobacco (56·8%), alcohol (54·5%), cannabis (13·6%), amphetamines (11·4%) and cocaine (9·1%). Toxicological samples were positive for alcohol (65·2%, mean blood alcohol level 1·38 ± 1·05 g/L). There were no significant differences in the need for sedation between substance misusers and non-substance misusers (p > 0·05). CONCLUSIONS The prevalence of substance misuse in this population was high. We found no greater need for sedation in patients with a history of substance misuse although these patients often require three or more drugs to achieve optimal sedation. RELEVANCE TO CLINICAL PRACTICE Physicians and nurses should be aware of substance misuse in order to provide adequate care by optimizing drug administration and dosages in the ICU.
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Affiliation(s)
| | | | | | | | - José Ríos-Guillermo
- Laboratory of Biostatistics & Epidemiology, Universitat Autònoma de Barcelona, Biostatistics and Data Management Platform, IDIBAPS, (Hospital Clinic), Barcelona, Spain
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