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Maroufi SF, Assar M, Khorasanizadeh M, Sabet FM, Sabahi M, Dabecco R, Adada B, Zada G, Borghei-Razavi H. Assessment of multimodal treatment options in recurrent and persistent acromegaly: a systematic review and meta-analysis. J Neurooncol 2024; 168:13-25. [PMID: 38587609 DOI: 10.1007/s11060-024-04658-7] [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: 02/07/2024] [Accepted: 03/21/2024] [Indexed: 04/09/2024]
Abstract
PURPOSE In patients with acromegaly, secondary treatment options in cases of hormonal non-remission or tumor progression include repeat transsphenoidal surgery (TSS), radiation-based treatment (RT), or medical therapy (MT). In this study, we aim to evaluate the clinical effectiveness of various second-line treatment options for acromegaly. METHODS Using the PRISMA guideline, a systematic review was performed by searching MEDLINE (PubMed), Web of Science, Scopus, and Cochrane electronic bibliographic databases from conception to the end of 2022. Outcomes of interest included hormonal remission rate, complications, and mortality associated with each treatment modality for refractory acromegaly. RESULTS A total of 79 studies including 3,208 refractory acromegaly patients (44.90% males) were analyzed, with a mean patient age of 43.89 years. There was a statistically significant difference between various therapeutic modalities in terms of remission rate, with MT offering the highest remission rate (62.55%), followed by RT (50.15%) and TSS (37.39%). Subgroup analysis of radiotherapeutic and medical modalities did not show a significant difference in remission rate between different kinds of sub-modalities in each treatment approach. Recurrence following secondary treatment was not different in patients treated with reoperation TSS compared to other modalities. CONCLUSIONS The management of persistent and recurrent acromegaly optimally requires a multimodal approach. In different scenarios of refractory acromegaly based on previous treatment, secondary treatments may vary in terms of remission rate and complications. Medical agents provide considerable effectiveness as a second-line therapy for recurrent or persistent disease. In selected cases, however, reoperation still provides an opportunity for cure or freedom from medications. The findings of this study may help clinicians to prioritize varying options involved in this multifaceted decision-making process.
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Affiliation(s)
- Seyed Farzad Maroufi
- Neurosurgery Research Network (NRN), Universal Scientific Education and Research Network (USERN), Tehran, Iran
- Department of Neurosurgery, Tehran University of Medical Sciences, Tehran, Iran
| | - Manijeh Assar
- Department of Surgery, University of Florida, Jacksonville, FL, USA
| | - MirHojjat Khorasanizadeh
- Department of Neurosurgery, Mount Sinai Hospital, Icahn School of Medicine, New York City, NY, USA
| | - Fatemeh Mahdavi Sabet
- Neurosurgery Research Network (NRN), Universal Scientific Education and Research Network (USERN), Tehran, Iran
| | - Mohammadmahdi Sabahi
- Department of Neurological Surgery, Pauline Braathen Neurological Centre, Cleveland Clinic Florida, Weston, FL, USA
| | - Rocco Dabecco
- Department of Neurological Surgery, Pauline Braathen Neurological Centre, Cleveland Clinic Florida, Weston, FL, USA
| | - Badih Adada
- Department of Neurological Surgery, Pauline Braathen Neurological Centre, Cleveland Clinic Florida, Weston, FL, USA
| | - Gabriel Zada
- Department of Neurosurgery, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Hamid Borghei-Razavi
- Department of Neurological Surgery, Pauline Braathen Neurological Centre, Cleveland Clinic Florida, Weston, FL, USA.
- Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, 2950 Cleveland Clinic Blvd., 33331, Weston, FL, USA.
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Crisafulli S, Fontana A, L'Abbate L, Vitturi G, Cozzolino A, Gianfrilli D, De Martino MC, Amico B, Combi C, Trifirò G. Machine learning-based algorithms applied to drug prescriptions and other healthcare services in the Sicilian claims database to identify acromegaly as a model for the earlier diagnosis of rare diseases. Sci Rep 2024; 14:6186. [PMID: 38485706 PMCID: PMC10940660 DOI: 10.1038/s41598-024-56240-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2023] [Accepted: 03/04/2024] [Indexed: 03/18/2024] Open
Abstract
Acromegaly is a rare disease characterized by a diagnostic delay ranging from 5 to 10 years from the symptoms' onset. The aim of this study was to develop and internally validate machine-learning algorithms to identify a combination of variables for the early diagnosis of acromegaly. This retrospective population-based study was conducted between 2011 and 2018 using data from the claims databases of Sicily Region, in Southern Italy. To identify combinations of potential predictors of acromegaly diagnosis, conditional and unconditional penalized multivariable logistic regression models and three machine learning algorithms (i.e., the Recursive Partitioning and Regression Tree, the Random Forest and the Support Vector Machine) were used, and their performance was evaluated. The random forest (RF) algorithm achieved the highest Area under the ROC Curve value of 0.83 (95% CI 0.79-0.87). The sensitivity in the test set, computed at the optimal threshold of predicted probabilities, ranged from 28% for the unconditional logistic regression model to 69% for the RF. Overall, the only diagnosis predictor selected by all five models and algorithms was the number of immunosuppressants-related pharmacy claims. The other predictors selected by at least two models were eventually combined in an unconditional logistic regression to develop a meta-score that achieved an acceptable discrimination accuracy (AUC = 0.71, 95% CI 0.66-0.75). Findings of this study showed that data-driven machine learning algorithms may play a role in supporting the early diagnosis of rare diseases such as acromegaly.
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Affiliation(s)
| | - Andrea Fontana
- Unit of Biostatistics, Fondazione IRCCS Casa Sollievo Della Sofferenza, San Giovanni Rotondo, Italy
| | - Luca L'Abbate
- Department of Biomedical and Dental Sciences and Morphofunctional Imaging, University of Messina, Messina, Italy
| | - Giacomo Vitturi
- Department of Diagnostics and Public Health, University of Verona, P.Le L.A. Scuro 10, 37124, Verona, Italy
| | - Alessia Cozzolino
- Section of Medical Pathophysiology and Endocrinology, Department of Experimental Medicine, Sapienza University of Rome, Rome, Italy
| | - Daniele Gianfrilli
- Section of Medical Pathophysiology and Endocrinology, Department of Experimental Medicine, Sapienza University of Rome, Rome, Italy
| | | | - Beatrice Amico
- Department of Computer Science, University of Verona, Verona, Italy
| | - Carlo Combi
- Department of Computer Science, University of Verona, Verona, Italy
| | - Gianluca Trifirò
- Department of Diagnostics and Public Health, University of Verona, P.Le L.A. Scuro 10, 37124, Verona, Italy.
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Elbaum M, Kałużny M, Jawiarczyk-Przybyłowska A, Wojtczak B, Zieliński G, Bolanowski M. The Relationship between the Burden of Acromegaly, Associated Comorbidities, Complications and Disease Status. J Clin Med 2023; 12:6309. [PMID: 37834952 PMCID: PMC10573270 DOI: 10.3390/jcm12196309] [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: 05/25/2023] [Revised: 09/18/2023] [Accepted: 09/27/2023] [Indexed: 10/15/2023] Open
Abstract
Uncontrolled acromegaly causes increased morbidity and mortality. The analysis of acromegaly comorbidities and complications is important when establishing a standard of care for the entire population of acromegaly patients. The aim of this study was to determine the frequency of comorbidities and complications of acromegaly and their dependence on the activity of the disease. A retrospective analysis of medical records from 124 patients with acromegaly was carried out, including 39 who were cured, 73 treated with somatostatin analogs and 12 newly diagnosed patients. The incidence of comorbidities and complications was very high, and those most frequently observed were arterial hypertension, multinodular goiter, lipid disorders, hypopituitarism and degenerative changes. At least one complication of acromegaly was observed in 92% of patients undergoing successful neurosurgery and in all pharmacologically treated patients. By contrast, two or more complications were observed in 77% of cured patients and in pharmacologically controlled and uncontrolled patients, 82% and 91%, respectively. Conclusions: Acromegaly is associated with a high prevalence of complications. Active acromegaly is associated with a higher incidence of complications than in treated groups. Untreated patients have more complications than treated patients. Successfully cured patients have significantly fewer complications than pharmacologically controlled patients and patients with active acromegaly.
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Affiliation(s)
- Michał Elbaum
- Department of Endocrinology, Diabetes and Isotope Therapy, Wroclaw Medical University, Wybrzeże L. Pasteura 4, 50-367 Wroclaw, Poland
| | - Marcin Kałużny
- Department of Endocrinology, Diabetes and Isotope Therapy, Wroclaw Medical University, Wybrzeże L. Pasteura 4, 50-367 Wroclaw, Poland
| | | | - Beata Wojtczak
- Department of General, Minimally Invasive and Endocrine Surgery, Wroclaw Medical University, Borowska Str. 213, 50-556 Wroclaw, Poland
| | - Grzegorz Zieliński
- Department of Neurosurgery, Military Institute of Medicine—National Research Institute, 128 Szaserów Str., 04-141 Warsaw, Poland
| | - Marek Bolanowski
- Department of Endocrinology, Diabetes and Isotope Therapy, Wroclaw Medical University, Wybrzeże L. Pasteura 4, 50-367 Wroclaw, Poland
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Fleseriu M, Zhang Z, Hanman K, Haria K, Houchard A, Khawaja S, Ribeiro-Oliveira A, Gadelha M. A systematic literature review to evaluate extended dosing intervals in the pharmacological management of acromegaly. Pituitary 2023; 26:9-41. [PMID: 36447058 PMCID: PMC9708130 DOI: 10.1007/s11102-022-01285-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 10/14/2022] [Indexed: 12/05/2022]
Abstract
PURPOSE This systematic literature review investigated whether extended dosing intervals (EDIs) of pharmacological acromegaly treatments reduce patient burden and costs compared with standard dosing, while maintaining effectiveness. METHODS MEDLINE/Embase/the Cochrane Library (2001-June 2021) and key congresses (2018-2021) were searched and identified systematic literature review bibliographies reviewed. Included publications reported on efficacy/effectiveness, safety and tolerability, health-related quality of life (HRQoL), and patient-reported and economic outcomes in longitudinal/cross-sectional studies in adults with acromegaly. Interventions included EDIs of pegvisomant, cabergoline, and somatostatin receptor ligands (SRLs): lanreotide autogel/depot (LAN), octreotide long-acting release (OCT), pasireotide long-acting release (PAS), and oral octreotide; no comparator was required. RESULTS In total, 35 publications reported on 27 studies: 3 pegvisomant monotherapy, 11 pegvisomant combination therapy with SRLs, 9 LAN, and 4 OCT; no studies reported on cabergoline, PAS, or oral octreotide at EDIs. Maintenance of normal insulin-like growth factor I (IGF-I) was observed in ≥ 70% of patients with LAN (1 study), OCT (1 study), and pegvisomant monotherapy (1 study). Achievement of normal IGF-I was observed in ≥ 70% of patients with LAN (3 studies) and pegvisomant in combination with SRLs (4 studies). Safety profiles were similar across EDI and standard regimens. Patients preferred and were satisfied with EDIs. HRQoL was maintained and cost savings were provided with EDIs versus standard regimens. CONCLUSIONS Clinical efficacy/effectiveness, safety, and HRQoL outcomes in adults with acromegaly were similar and costs lower with EDIs versus standard regimens. Physicians may consider acromegaly treatment at EDIs, especially for patients with good disease control.
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Affiliation(s)
- M Fleseriu
- Pituitary Center at Oregon Health & Science University, Portland, OR, USA.
| | - Z Zhang
- Department of Endocrinology and Metabolism, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | | | - K Haria
- Costello Medical, London, UK
| | - A Houchard
- Ipsen Pharma, Boulogne-Billancourt, France
| | - S Khawaja
- World Alliance of Pituitary Organizations, Zeeland, The Netherlands
| | | | - M Gadelha
- Neuroendocrinology Research Center/Endocrinology Division, Medical School and Hospital Universitário Clementino Fraga Filho, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil
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Aapkes SE, de Haas RJ, Bernts LHP, Blijdorp CJ, Dekker SEI, van Gastel MDA, Meijer E, Veldman A, Drenth JPH, Gansevoort RT. Incident Gallstones During Somatostatin Analog Treatment are Associated with Acute Biliary Complications Especially After Discontinuation. Drugs R D 2021; 21:179-188. [PMID: 33779943 PMCID: PMC8206401 DOI: 10.1007/s40268-021-00342-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/10/2021] [Indexed: 12/23/2022] Open
Abstract
INTRODUCTION Gallstones are a known adverse effect of somatostatin analogs, but the exact incidence and clinical implications are unknown. OBJECTIVES The aim of this study was to investigate the incidence of gallstones on imaging and related complications in unbiased trial data. METHODS Data from the DIPAK 1 trial, in which 305 polycystic kidney disease patients were randomized to standard of care (SoC) or lanreotide for 120 weeks, were used. Magnetic resonance imaging (MRI) was performed at baseline and end of treatment and was assessed for the presence, number, and size of gallstones. For all patients who had gallstones at the end of the trial, we obtained follow-up after the trial. RESULTS Of 249 patients with data available, 11 patients randomized to lanreotide and four randomized to SoC had gallstones at baseline. During the study, new gallstones were formed in 19/124 patients using lanreotide (15%) and 1/125 patients receiving SoC (1%). The odds ratio for gallstone formation with lanreotide use was 25.9 (95% confidence interval 3.37-198.8; p < 0.001). Gallstones during lanreotide treatment were multiple (> 20 stones in 69% of patients) and small (≤ 3 mm in 63% of patients). Of the 19 patients with incident gallstones during lanreotide treatment, 9 experienced gallstone-associated complications, 8 of whom experienced gallstone-associated complications after discontinuation of treatment (median time after discontinuation 2.5 years). In patients with gallstones at baseline and in patients receiving SoC, no complications occurred. CONCLUSIONS Treatment with a somatostatin analog leads to the formation of multiple, small gallstones that are associated with severe complications, especially after discontinuation of therapy. CLINICAL TRIAL REGISTRY WEBSITE AND TRIAL NUMBER ClinicalTrials.gov ( https://clinicaltrials.gov ); NCT01616927.
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Affiliation(s)
- Sophie E Aapkes
- Department of Nephrology, University Medical Center Groningen, University of Groningen, Hanzeplein 1, 9700 RB, Groningen, The Netherlands
| | - Robbert J de Haas
- Department of Radiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Lucas H P Bernts
- Department of Gastroenterology and Hepatology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Charles J Blijdorp
- Department of Internal Medicine, Division of Nephrology and Transplantation, Erasmus Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Sosha E I Dekker
- Department of Nephrology, Leiden University Medical Center, Leiden, The Netherlands
| | - Maatje D A van Gastel
- Department of Nephrology, University Medical Center Groningen, University of Groningen, Hanzeplein 1, 9700 RB, Groningen, The Netherlands
| | - Esther Meijer
- Department of Nephrology, University Medical Center Groningen, University of Groningen, Hanzeplein 1, 9700 RB, Groningen, The Netherlands
| | - Abigail Veldman
- Department of Nephrology, University Medical Center Groningen, University of Groningen, Hanzeplein 1, 9700 RB, Groningen, The Netherlands
| | - Joost P H Drenth
- Department of Gastroenterology and Hepatology, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Ron T Gansevoort
- Department of Nephrology, University Medical Center Groningen, University of Groningen, Hanzeplein 1, 9700 RB, Groningen, The Netherlands.
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