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Sabaté JM, Beato-Zambrano C, Cobo M, Lemaire A, Montesarchio V, Serna-Montros J, Namane R, Martín Baccarelli S, Rico-Villademoros F. Naloxegol for the Treatment of Opioid-Induced Constipation in Patients with Cancer Pain: A Pooled Analysis of Real-World Data. Cancers (Basel) 2025; 17:865. [PMID: 40075711 PMCID: PMC11898930 DOI: 10.3390/cancers17050865] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2025] [Revised: 02/22/2025] [Accepted: 02/25/2025] [Indexed: 03/14/2025] Open
Abstract
OBJECTIVE The aim of the NALOPOOL project was to assess the efficacy and safety of naloxegol in patients with cancer pain who exhibited opioid-induced constipation (OIC) and were treated under real-world conditions. METHODS We pooled individual patient data from three multicenter observational studies conducted with naloxegol in patients with cancer who exhibited OIC and were prescribed naloxegol under real-world conditions. Efficacy outcomes were evaluated after 4 weeks of treatment. All analyses were performed via a visit-wise approach. Heterogeneity was assessed via Cochran's Q-test or Levene's test. RESULTS Spontaneous bowel movements (SBM) response (≥3 SBM per week and an increase of ≥1 from baseline; three studies) was reported in 223 of 314 evaluable patients (71%, 95% CI 66-76); clinically relevant improvement in the Patient Assessment of Constipation Quality-of-Life Questionnaire (>0.5 points; three studies) occurred in 179 of 299 evaluable patients (60%, 95% CI 56-74) and in the Patient Assessment of Constipation Symptoms (>0.5 points; two studies) was reported in 131 of 190 evaluable patients (69%, 95% CI 62-76); and clinically relevant improvement in the Bowel Function Index (score ≥ 12 points at the endpoint; two studies;) was reported in 133 of 195 evaluable patients (68%, 95% CI 62-75). No significant heterogeneity was found for any efficacy outcome. The pooled proportion of patients who discontinued the drug owing to adverse reactions was 6.1% (95% CI 3.8% to 8.4%). CONCLUSIONS Our results support the use of naloxegol for the management of OIC in patients with cancer pain who do not respond to laxative treatment.
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Affiliation(s)
- Jean-Marc Sabaté
- Gastroenterology and Gastrointestinal Oncology, Hôpital Avicenne, AP-HP, Sorbonne University, 93000 Bobigny, France
- INSERM U987, Pathophysiology and Clinical Pharmacology of Pain, 92012 Boulogne Billancourt, France
| | | | - Manuel Cobo
- Medical Oncology, Instituto de Investigación Biomédica de Málaga-Plataforma BIONAND (IBIMA-BIONAND), Hospital Regional Universitario Malaga, 29010 Malaga, Spain;
| | - Antoine Lemaire
- Oncology & Medical Specialties Department, Valenciennes General Hospital, 59300 Valenciennes, France;
| | | | - Judith Serna-Montros
- Palliative Care/Medical Oncology Vhio, Hospital Campus Vall d’Hebron, 08035 Barcelona, Spain;
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Okdahl T, Emmanuel A, Morlion B, Farmer A, Varrassi G, Drewes AM. Recommendations for the management of opioid-induced constipation - how to improve usability in clinical practice. Expert Rev Gastroenterol Hepatol 2023; 17:975-983. [PMID: 37822210 DOI: 10.1080/17474124.2023.2267441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Accepted: 10/03/2023] [Indexed: 10/13/2023]
Abstract
INTRODUCTION Opioid-induced constipation remains undertreated despite effective and safe treatment options exists. Previous guidelines have only been partially effective in improving management, possibly due to their complexity, and studies suggest that a simple setup of concise and behaviorally-orientated steps improves usability. AREAS COVERED This article introduces the concept of opioid-induced constipation and provides an overview of existing guidelines in this field. We also propose simplified recommendations for managing opioid-induced constipation, derived from a synthesis of current guidelines and the principles of optimal guideline design theory. EXPERT OPINION Despite standard treatment with laxatives and fluid intake in patients with opioid-induced constipation, escalation of treatment is often needed where μ-opioid receptor antagonists or newer medications such as lubiprostone, linaclotide, or prucalopride are used. Previous guidelines have not been used sufficiently and thus management of the condition is often insufficient. We therefore propose simplified recommendations to management, which we believe can come into broader use. It was validated in primary care for credibility, clarity, relevance, usability, and overall benefit. We believe that this initiative can lead to better management of the substantial proportion of patients suffering from side effects of opioids.
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Affiliation(s)
- Tina Okdahl
- Mech-Sense, Department of Gastroenterology and Hepatology, Aalborg University Hospital, Aalborg, Denmark
| | - Anton Emmanuel
- GI Physiology Unit, University College London, London, UK
| | - Bart Morlion
- Department of Cardiovascular Sciences, Section Anesthesiology and Algology, University of Leuven, Leuven, Belgium
| | - Adam Farmer
- Department of Gastroenterology, University Hospital of North Midlands, Stoke-on-Trent, UK
| | | | - Asbjørn Mohr Drewes
- Mech-Sense, Department of Gastroenterology and Hepatology, Aalborg University Hospital, Aalborg, Denmark
- Clinical Institute, Aalborg University, Aalborg, Denmark
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Peacock WF, Slatkin N, Gagnon-Sanschagrin P, Maitland J, Guérin A, Joseph G. Opioid-Induced Constipation: Cost Impact of Approved Medications in the Emergency Department. Adv Ther 2022; 39:2178-2191. [PMID: 35298784 PMCID: PMC9056463 DOI: 10.1007/s12325-022-02090-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2021] [Accepted: 02/14/2022] [Indexed: 11/05/2022]
Abstract
INTRODUCTION Opioid-induced constipation (OIC) prescription medications (OIC-Rx) like methylnaltrexone subcutaneous (SC) have shown efficacy in treating OIC in the emergency department (ED). This study aimed to describe and compare healthcare resource utilization (HRU) and healthcare costs in ED patients with OIC receiving OIC-Rx versus those not receiving OIC-Rx. METHODS Adult patients with OIC during an ED encounter were identified from a hospital-based ED encounters database (2016-2019) and classified on the basis of receipt of OIC-Rx (OIC-Rx versus No OIC-Rx cohorts). Entropy balancing was used to reweight characteristics of the two cohorts. HRU and healthcare costs were measured and compared during the ED encounter and 30-day post-discharge period. RESULTS Among 11,135 patients in the OIC-Rx cohort (21,474 in the No OIC-Rx cohort), 93% received methylnaltrexone SC. Patients in the OIC-Rx cohort had 0.7 fewer inpatient days per OIC ED encounter and 64% decreased odds of being hospitalized versus the No OIC-Rx cohort (both p < 0.001). During the post-discharge period, the OIC-Rx cohort had 35% decreased odds of any re-encounter (p < 0.001). The OIC-Rx cohort had a $732 reduction in costs per OIC ED encounter versus the No OIC-Rx cohort (p < 0.001), driven by larger hospitals and patients with Medicare or Commercial insurance. During the post-discharge period, the OIC-Rx cohort had a $421 reduction in costs associated with any re-encounter versus the No OIC-Rx cohort (p = 0.004). CONCLUSION Patients receiving OIC-Rx in the ED had decreased odds of being hospitalized and fewer re-encounters in the 30-day post-discharge period versus patients who did not receive OIC-Rx, resulting in cost savings for insurance agencies and healthcare providers.
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Affiliation(s)
- W. Frank Peacock
- Henry JN Taub Department of Emergency Medicine, Baylor College of Medicine, 1504 Taub Loop, Houston, TX 77030 USA
| | - Neal Slatkin
- Bausch Health US, LLC, 400 Somerset Corporate Blvd., Bridgewater, NJ 08807 USA
| | - Patrick Gagnon-Sanschagrin
- Analysis Group, Inc, 1190 avenue des Canadiens-de-Montréal, Tour Deloitte, Suite 1500, Montréal, QC H3B 0G7 Canada
| | - Jessica Maitland
- Analysis Group, Inc, 1190 avenue des Canadiens-de-Montréal, Tour Deloitte, Suite 1500, Montréal, QC H3B 0G7 Canada
| | - Annie Guérin
- Analysis Group, Inc, 1190 avenue des Canadiens-de-Montréal, Tour Deloitte, Suite 1500, Montréal, QC H3B 0G7 Canada
| | - George Joseph
- Bausch Health US, LLC, 400 Somerset Corporate Blvd., Bridgewater, NJ 08807 USA
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Abstract
Opioid-related constipation encompasses constipation directly caused by opioid use (opioid-induced constipation [OIC]) as well as pre-existing constipation worsened by opioid use (opioid-exacerbated constipation [OEC]). Over-the-counter laxatives should be used as first-line agents for both OIC and OEC, given their efficacy, low cost, and high safety profiles. Symptoms of OIC and responses to therapy can be assessed with the Bowel Function Index. Individuals with OIC refractory to laxatives may be responsive to peripherally acting μ-opioid receptor antagonists. Although data supporting the superiority of one prescription agent over another is lacking, all have proven effective for the treatment of OIC.
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Impact and Consequences of Opioid-Induced Constipation: A Survey of Patients. Pain Ther 2021; 10:1139-1153. [PMID: 34081260 PMCID: PMC8586064 DOI: 10.1007/s40122-021-00271-y] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2021] [Accepted: 05/05/2021] [Indexed: 12/14/2022] Open
Abstract
INTRODUCTION Opioids are a valuable tool to help achieve control of pain. However, opioid-induced constipation (OIC) is an important limitation of treatment with this class of drugs. METHODS To better understand the impact of OIC on patient-reported outcomes, we carried out a survey involving patients being treated with opioids. Both ad hoc questions and the PROMIS and PAC-SYM and PAC-QOL scores were used. RESULTS Of the 597 participants, 150 (25%) had cancer-related pain, and 447 (75%) had non-cancer pain; 66% experienced OIC. PROMIS pain interference questions indicated that pain is more likely to interfere with a patient's life when they have OIC. PAC-QOL and PAC-SYM revealed that 58% of patients with non-cancer pain and OIC reported at least one "severe" or "very severe" constipation symptom, compared to 83% with cancer-related pain. Younger age and less time on opioids were associated with greater impact of OIC on quality of life. Only 41% of patients were satisfied with how their constipation was managed. Over 50% of those with non-cancer pain said that they modified their opioid regimen due to constipation, vs. 6% of those with cancer pain. Constipation had been discussed with the healthcare provider (HCP) in 48% of non-cancer patients and in 73% of cancer patients. In those with chronic pain and OIC, 24% expressed varying degrees of dissatisfaction with the healthcare system, vs. 37% in those with cancer pain and OIC. CONCLUSION Our results provide additional evidence that management of OIC is inadequate in many cases. Moreover, they indicate that there is a definite need for better education about OIC among HCPs.
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Lugoboni F, Hall G, Banerji V. Impact of opioid-induced constipation on opioid substitution therapy management: the patient perspective. Drugs Context 2021; 10:dic-2021-7-2. [PMID: 34745271 PMCID: PMC8547547 DOI: 10.7573/dic.2021-7-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Accepted: 09/21/2021] [Indexed: 11/21/2022] Open
Abstract
Background Although opioid-induced bowel dysfunction is a well-known and frequent adverse event correlated with opioids, it is scarcely investigated in patients on opioid substitution treatment (OST) and no standard of care is currently available for this population. We aimed to explore the opinion of patients on the impact of constipation on the management of OST and quality of life (QoL). Methods We performed a survey that was directed to opioid-dependent patients treated with OST and followed-up in a Service for Addiction Treatment in Italy. The questionnaire included questions about sociodemographic characteristics, the experience of constipation, general QoL, OST management, interference of opioid-induced constipation (OIC) with opioid management, the experience of OIC treatment in the health system, and risk factors for constipation. Results Constipation at the moment of the survey (n=105) was reported by 81% of patients and was the most frequent adverse event of OST; 73% of respondents reported at least one severe or very severe symptom of constipation in the last 2 weeks. OIC was reported to hinder adherence to OST by 33% of respondents and 38% of them felt that control of craving had been more difficult since initiation of constipation. Overall, 34% of patients interfered with their OST by changing the schedule on their own in an attempt to improve constipation. Patients were proactive in looking for a solution for constipation but reported poor help from the healthcare system. Conclusion Our patient-based survey suggests that careful and efficient management of constipation could increase adherence to OST and improve patient satisfaction and QoL.
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Affiliation(s)
- Fabio Lugoboni
- Addiction Unit, Verona University Hospital, Verona, Italy
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Opioid-Induced Constipation in Patients with Cancer Pain in Japan (OIC-J Study): A Post Hoc Analysis. J Clin Med 2021; 10:jcm10184193. [PMID: 34575301 PMCID: PMC8472365 DOI: 10.3390/jcm10184193] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2021] [Revised: 09/11/2021] [Accepted: 09/14/2021] [Indexed: 11/27/2022] Open
Abstract
Opioid-induced constipation (OIC) can limit the clinical benefit of opioid treatment. This post-hoc analysis evaluated the association between the Rome IV diagnostic criteria and other measures for OIC, including the Bowel Function Index (BFI), correlation between demographics and OIC onset, impact of OIC on pain treatment, and impact of patient–healthcare professional (HCP) communication on patient satisfaction. Patients recorded bowel habits in paper diaries for 14 days following opioid initiation. Study-specific questionnaires were used to evaluate patient awareness of OIC and satisfaction. Patients were ≥20 years old, initiating strong opioid therapy for cancer pain, had an ECOG PS ≤ 2, and had no constipation (≥3 bowel movements within 7 days of enrollment). A total of 220 patients were enrolled. The sensitivity and specificity of BFI for identifying OIC were 81.2% and 54.7%, respectively. Age <65 versus ≥65 years (odds ratio (OR) = 0.510, 95% confidence interval (CI): 0.267–0.977) and the presence or absence of comorbidities (OR = 0.443, 95% CI: 0.221–0.885) were correlated with OIC onset. The proportion of inpatients with sustainable pain control at week 2 was similar in patients with or without OIC (60.0% vs. 67.2%, respectively). By patient assessment, there was a significant correlation between an adequate level of patient–HCP communication and satisfaction with OIC treatment (OR = 9.538 (95% CI: 1.577–57.681)). Using BFI to screen for OIC represents a valid approach in patients with cancer pain. Patient–HCP communication is essential for effective management of OIC in patients with cancer pain.
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Trager RJ, Mok SR, Schlick KJ, Perez JA, Dusek JA. Association between radicular low back pain and constipation: a retrospective cohort study using a real-world national database. Pain Rep 2021; 6:e954. [PMID: 34476303 PMCID: PMC8397289 DOI: 10.1097/pr9.0000000000000954] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2021] [Revised: 07/02/2021] [Accepted: 07/20/2021] [Indexed: 12/15/2022] Open
Abstract
INTRODUCTION Previous observational studies have reported an association between lumbosacral radiculopathy (LSR), a form of low back pain (LBP) with nerve root involvement, and constipation. However, it is unclear whether this association is due to confounding variables such as comorbidities and medications. OBJECTIVES This study explores the possible association between LSR and constipation, with the hypothesis that adults with LSR have increased odds of developing constipation compared with those with nonradicular LBP. METHODS Adults aged 18 to 49 years with incident LSR and nonradicular LBP were identified from a national 70 million patient electronic health records network (TriNetX). Propensity score matching (PSM) was used to control for covariates and determine the odds ratio (OR) of constipation over a 1-year follow-up. Lumbar stenosis, cauda equina syndrome, and inflammatory bowel diseases were excluded. RESULTS After PSM, 503,062 patients were in each cohort. Before PSM, the likelihood of constipation was identical between cohorts (LSR 10.8% vs 10.9%; OR [confidence interval] = 0.99 [0.98-1.0], P = 0.251). This association was unchanged after PSM (LSR 10.8% vs 11.1%; OR [confidence interval] = 0.98 [0.97-0.99]; P = 0.003). CONCLUSIONS The study hypothesis can be refuted given that the OR approximated the null in a large propensity-matched sample. Patients with LSR have equivalent odds of constipation compared with those with nonradicular LBP, suggesting that LSR is not a direct cause of constipation. The similar risk of constipation between cohorts could be explained by factors common to LBP in general, such as pain severity, physical inactivity, and constipating medications.
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Affiliation(s)
- Robert James Trager
- Connor Integrative Health Network, University Hospitals Cleveland Medical Center, Cleveland, OH, USA
| | - Shaffer R.S. Mok
- UH Digestive Health Institute, University Hospitals Cleveland Medical Center, Cleveland, OH, USA
| | - Kayla J. Schlick
- Clinical Research Center, University Hospitals Cleveland Medical Center, Cleveland, OH, USA
| | - Jaime A. Perez
- Clinical Research Center, University Hospitals Cleveland Medical Center, Cleveland, OH, USA
| | - Jeffery A. Dusek
- Connor Integrative Health Network, University Hospitals Cleveland Medical Center, Cleveland, OH, USA
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Fumita S, Imai H, Harada T, Noriyuki T, Gamoh M, Akashi Y, Sato H, Kizawa Y, Tokoro A. Patients' Self-Assessment of the Symptoms and Impact of Opioid-Induced Constipation: Results From a Prospective Observational Cohort Study of Japanese Patients With Cancer. J Pain Symptom Manage 2020; 59:1043-1051.e2. [PMID: 31805362 DOI: 10.1016/j.jpainsymman.2019.11.021] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/25/2019] [Revised: 11/22/2019] [Accepted: 11/25/2019] [Indexed: 12/27/2022]
Abstract
CONTEXT Many patients who have cancer consider opioid-induced constipation (OIC) to be a burdensome side effect of opioid treatment. OBJECTIVES To evaluate patient-reported outcomes in Japanese patients with cancer pain and OIC. METHODS This prospective observational study evaluated OIC incidence for two weeks in patients with cancer after they initiated strong opioid therapy. Rome IV diagnostic criteria, a physician's diagnosis, spontaneous bowel movements, Bowel Function Index score, and patients' daily self-assessments were used. Changes from baseline in Patient Assessment of Constipation Symptoms and Patient Assessment of Constipation Quality of Life (PAC-QOL) scores were compared between patients with and without OIC. Patients and health care providers (HCPs) completed study-specific questionnaires regarding OIC burden, treatment satisfaction, and patient-provider communications. RESULTS Among 212 enrolled patients, the incidence of OIC was 47.6% by patients' self-assessments, with a cumulative incidence of 30.2% by Day 3 and 43.5% by Day 7. Patient Assessment of Constipation Symptoms and PAC-QOL overall scores from patients with OIC worsened significantly from baseline compared with patients without OIC by all diagnostic criteria, except for spontaneous bowel movement frequency for PAC-QOL. Patients and HCPs were generally satisfied with OIC treatment; however, 53.5% of patients and approximately 40.0% of HCPs reported that OIC affected pain management. Most patients and HCPs reported that OIC conditions were sufficiently or essentially communicated. CONCLUSION After starting opioid therapy, patients recognized OIC onset and its impact on cancer pain management, highlighting the need for effective patient-provider communications, diagnosis, and treatment of OIC to improve QOL for patients with cancer receiving opioid analgesics.
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Affiliation(s)
- Soichi Fumita
- Department of Medical Oncology, Kindai University Nara Hospital, Ikoma, Japan
| | - Hisao Imai
- Division of Respiratory Medicine, Gunma Prefectural Cancer Center, Ohta, Japan
| | - Toshiyuki Harada
- Center for Respiratory Diseases, JCHO Hokkaido Hospital, Sapporo, Japan
| | | | - Makio Gamoh
- Department of Medical Oncology, Osaki Citizen Hospital, Osaki, Japan
| | - Yusaku Akashi
- Department of Medical Oncology, Kindai University Nara Hospital, Ikoma, Japan
| | - Hiroki Sato
- Medical Affairs, Shionogi & Co., Ltd., Osaka, Japan
| | - Yoshiyuki Kizawa
- Department of Palliative Medicine, Kobe University Graduate School of Medicine, Kobe, Japan
| | - Akihiro Tokoro
- Department of Psychosomatic Internal Medicine and Supportive and Palliative Care Team, National Hospital Organization Kinki-Chuo Chest Medical Center, Sakai, Japan.
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Lang-Illievich K, Bornemann-Cimenti H. Opioid-induced constipation: a narrative review of therapeutic options in clinical management. Korean J Pain 2019; 32:69-78. [PMID: 31091505 PMCID: PMC6549585 DOI: 10.3344/kjp.2019.32.2.69] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2018] [Revised: 01/02/2019] [Accepted: 01/14/2019] [Indexed: 12/12/2022] Open
Abstract
Pain therapy often entails gastrointestinal adverse events. While opioids are effective drugs for pain relief, the incidence of opioid-induced constipation (OIC) varies greatly from 15% to as high as 81%. This can lead to a significant impairment in quality of life, often resulting in discontinuation of opioid therapy. In this regard, a good doctor-patient relationship is especially pivotal when initiating opioid therapy. In addition to a detailed history of bowel habits, patient education regarding the possible gastrointestinal side effects of the drugs is crucial. In addition, the bowel function must be regularly evaluated for the entire duration of treatment with opioids. Furthermore, if the patient has preexisting constipation that is well under control, continuation of that treatment is important. In the absence of such history, general recommendations should include sufficient fluid intake, physical activity, and regular intake of dietary fiber. In patients of OIC with ongoing opioid therapy, the necessity of opioid use should be critically reevaluated in terms of an with acceptable quality of life, particularly in cases of non-cancer pain. If opioids must be continued, lowering the dose may help, as well as changing the type of opioid. If these measures do not suffice, the next step for persistent OIC is the administration of laxatives. If these are ineffective as well, treatment with peripherally active μ-opioid receptor antagonists should be considered. Enemas and irrigation are emergency measures, often used as a last resort.
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Affiliation(s)
- Kordula Lang-Illievich
- Department of Anesthesiology and Intensive Care Medicine, Medical University of Graz, Graz, Austria
| | - Helmar Bornemann-Cimenti
- Department of Anesthesiology and Intensive Care Medicine, Medical University of Graz, Graz, Austria
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Raffa RB, Taylor R, Pergolizzi JV. Treating opioid‐induced constipation in patients taking other medications: Avoiding CYP450 drug interactions. J Clin Pharm Ther 2019; 44:361-371. [DOI: 10.1111/jcpt.12812] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2018] [Revised: 01/15/2019] [Accepted: 01/18/2019] [Indexed: 02/06/2023]
Affiliation(s)
- Robert B. Raffa
- University of Arizona College of Pharmacy Tucson Arizona
- Temple University School of Pharmacy Philadelphia Pennsylvania
- Neumentum Inc Palo Alto California
- The NEMA Research Group Naples Florida
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