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Buican IL, Gheorman V, Udriştoiu I, Olteanu M, Rădulescu D, Calafeteanu DM, Nemeş AF, Călăraşu C, Rădulescu PM, Streba CT. Interactions between Cognitive, Affective, and Respiratory Profiles in Chronic Respiratory Disorders: A Cluster Analysis Approach. Diagnostics (Basel) 2024; 14:1153. [PMID: 38893678 PMCID: PMC11171769 DOI: 10.3390/diagnostics14111153] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2024] [Revised: 05/25/2024] [Accepted: 05/28/2024] [Indexed: 06/21/2024] Open
Abstract
This study conducted at Leamna Pulmonology Hospital investigated the interrelations among cognitive, affective, and respiratory variables within a cohort of 100 patients diagnosed with chronic respiratory conditions, utilizing sophisticated machine learning-based clustering techniques. Spanning from October 2022 to February 2023, hospitalized individuals confirmed to have asthma or COPD underwent extensive evaluations using standardized instruments such as the mMRC scale, the CAT test, and spirometry. Complementary cognitive and affective assessments were performed employing the MMSE, MoCA, and the Hamilton Anxiety and Depression Scale, furnishing a holistic view of patient health statuses. The analysis delineated three distinct clusters: Moderate Cognitive Respiratory, Severe Cognitive Respiratory, and Stable Cognitive Respiratory, each characterized by unique profiles that underscore the necessity for tailored therapeutic strategies. These clusters exhibited significant correlations between the severity of respiratory symptoms and their effects on cognitive and affective conditions. The results highlight the benefits of an integrated treatment approach for COPD and asthma, which is personalized based on the intricate patterns identified through clustering. Such a strategy promises to enhance the management of these diseases, potentially elevating the quality of life and everyday functionality of the patients. These findings advocate for treatment customization according to the specific interplays among cognitive, affective, and respiratory dimensions, presenting substantial prospects for clinical advancement and pioneering new avenues for research in the domain of chronic respiratory disease management.
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Affiliation(s)
- Iulian-Laurențiu Buican
- U.M.F. Doctoral School Craiova, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania;
- Leamna Pulmonology Hospital, 207129 Leamna, Romania; (C.C.); (P.-M.R.); (C.-T.S.)
| | - Victor Gheorman
- Department of Psychiatry, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania; (V.G.); (I.U.)
| | - Ion Udriştoiu
- Department of Psychiatry, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania; (V.G.); (I.U.)
| | - Mădălina Olteanu
- Department of Orthodontics, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania;
| | - Dumitru Rădulescu
- Department of Surgery, The Military Emergency Clinical Hospital ‘Dr. Stefan Odobleja’ Craiova, 200749 Craiova, Romania
| | - Dan Marian Calafeteanu
- Department of Surgery, The Military Emergency Clinical Hospital ‘Dr. Stefan Odobleja’ Craiova, 200749 Craiova, Romania
| | - Alexandra Floriana Nemeş
- Department of Neonatology, ‘Louis Ţurcanu’ Clinical Emergency Hospital for Children, 300011 Timişoara, Romania;
| | - Cristina Călăraşu
- Leamna Pulmonology Hospital, 207129 Leamna, Romania; (C.C.); (P.-M.R.); (C.-T.S.)
- Department of Pulmonology, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania
| | | | - Costin-Teodor Streba
- Leamna Pulmonology Hospital, 207129 Leamna, Romania; (C.C.); (P.-M.R.); (C.-T.S.)
- Department of Pulmonology, University of Medicine and Pharmacy of Craiova, 200349 Craiova, Romania
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Hunter R, Barson E, Willis K, Smallwood N. Author reply. Intern Med J 2021; 51:1008. [PMID: 34155752 DOI: 10.1111/imj.15371] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Accepted: 05/13/2021] [Indexed: 12/01/2022]
Affiliation(s)
- Roseanna Hunter
- Department of Medicine, St Vincent's Hospital Melbourne, Melbourne, Victoria, Australia
- Department of Medicine (Royal Melbourne Hospital), University of Melbourne, Melbourne, Victoria, Australia
| | - Elizabeth Barson
- Department of Allied Health, The Royal Melbourne Hospital, Melbourne, Victoria, Australia
| | - Karen Willis
- School of Allied Health, Human Services and Sport, Melbourne, Victoria, Australia
- Division of Critical Care and Investigative Services, Royal Melbourne Hospital, Melbourne, Victoria, Australia
| | - Natasha Smallwood
- Department of Medicine (Royal Melbourne Hospital), University of Melbourne, Melbourne, Victoria, Australia
- Department of Respiratory and Sleep Medicine, The Royal Melbourne Hospital and The Alfred Hospital, Melbourne, Victoria, Australia
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