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Dwivedi K, Sharkey M, Condliffe R, Uthoff JM, Alabed S, Metherall P, Lu H, Wild JM, Hoffman EA, Swift AJ, Kiely DG. Pulmonary Hypertension in Association with Lung Disease: Quantitative CT and Artificial Intelligence to the Rescue? State-of-the-Art Review. Diagnostics (Basel) 2021; 11:diagnostics11040679. [PMID: 33918838 PMCID: PMC8070579 DOI: 10.3390/diagnostics11040679] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Revised: 04/05/2021] [Accepted: 04/05/2021] [Indexed: 12/24/2022] Open
Abstract
Accurate phenotyping of patients with pulmonary hypertension (PH) is an integral part of informing disease classification, treatment, and prognosis. The impact of lung disease on PH outcomes and response to treatment remains a challenging area with limited progress. Imaging with computed tomography (CT) plays an important role in patients with suspected PH when assessing for parenchymal lung disease, however, current assessments are limited by their semi-qualitative nature. Quantitative chest-CT (QCT) allows numerical quantification of lung parenchymal disease beyond subjective visual assessment. This has facilitated advances in radiological assessment and clinical correlation of a range of lung diseases including emphysema, interstitial lung disease, and coronavirus disease 2019 (COVID-19). Artificial Intelligence approaches have the potential to facilitate rapid quantitative assessments. Benefits of cross-sectional imaging include ease and speed of scan acquisition, repeatability and the potential for novel insights beyond visual assessment alone. Potential clinical benefits include improved phenotyping and prediction of treatment response and survival. Artificial intelligence approaches also have the potential to aid more focused study of pulmonary arterial hypertension (PAH) therapies by identifying more homogeneous subgroups of patients with lung disease. This state-of-the-art review summarizes recent QCT developments and potential applications in patients with PH with a focus on lung disease.
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Affiliation(s)
- Krit Dwivedi
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield S10 2RX, UK; (M.S.); (R.C.); (S.A.); (P.M.); (J.M.W.); (A.J.S.); (D.G.K.)
- Correspondence:
| | - Michael Sharkey
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield S10 2RX, UK; (M.S.); (R.C.); (S.A.); (P.M.); (J.M.W.); (A.J.S.); (D.G.K.)
- Radiology Department, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield S10 2JF, UK
| | - Robin Condliffe
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield S10 2RX, UK; (M.S.); (R.C.); (S.A.); (P.M.); (J.M.W.); (A.J.S.); (D.G.K.)
- Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield S10 2JF, UK
| | - Johanna M. Uthoff
- Department of Computer Science, University of Sheffield, Sheffield S1 4DP, UK; (J.M.U.); (H.L.)
| | - Samer Alabed
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield S10 2RX, UK; (M.S.); (R.C.); (S.A.); (P.M.); (J.M.W.); (A.J.S.); (D.G.K.)
| | - Peter Metherall
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield S10 2RX, UK; (M.S.); (R.C.); (S.A.); (P.M.); (J.M.W.); (A.J.S.); (D.G.K.)
- Radiology Department, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield S10 2JF, UK
| | - Haiping Lu
- Department of Computer Science, University of Sheffield, Sheffield S1 4DP, UK; (J.M.U.); (H.L.)
- INSIGNEO, Institute for In Silico Medicine, University of Sheffield, Sheffield S1 3JD, UK
| | - Jim M. Wild
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield S10 2RX, UK; (M.S.); (R.C.); (S.A.); (P.M.); (J.M.W.); (A.J.S.); (D.G.K.)
- INSIGNEO, Institute for In Silico Medicine, University of Sheffield, Sheffield S1 3JD, UK
| | - Eric A. Hoffman
- Advanced Pulmonary Physiomic Imaging Laboratory, University of Iowa, C748 GH, Iowa City, IA 52242, USA;
| | - Andrew J. Swift
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield S10 2RX, UK; (M.S.); (R.C.); (S.A.); (P.M.); (J.M.W.); (A.J.S.); (D.G.K.)
- Radiology Department, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield S10 2JF, UK
- INSIGNEO, Institute for In Silico Medicine, University of Sheffield, Sheffield S1 3JD, UK
| | - David G. Kiely
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield S10 2RX, UK; (M.S.); (R.C.); (S.A.); (P.M.); (J.M.W.); (A.J.S.); (D.G.K.)
- Sheffield Pulmonary Vascular Disease Unit, Royal Hallamshire Hospital, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield S10 2JF, UK
- INSIGNEO, Institute for In Silico Medicine, University of Sheffield, Sheffield S1 3JD, UK
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An Y, Liu Z, Ding H, Lv Q, Fan H, Hou S, Cai W, Liu S. MiR-375-3p regulates rat pulmonary microvascular endothelial cell activity by targeting Notch1 during hypoxia. J Int Med Res 2020; 48:300060520926851. [PMID: 32644005 PMCID: PMC7350404 DOI: 10.1177/0300060520926851] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
Objective Pulmonary microvascular endothelial cells (PMECs) exhibit specific responses in adaptation to hypoxia. However, the mechanisms regulating PMEC activities during hypoxia remain unclear. This study investigated the potential involvement of a microRNA, miR-375-3p, in the regulation of PMEC activities. Methods Primary PMECs were isolated from rats. The expression levels of miR-375-3p and Notch1 in the PMECs were detected by quantitative PCR and western blotting. Luciferase reporter assays were performed to explore the transcriptional regulation of Notch1 by miR-375-3p. The proliferation and chemotaxis of the PMECs were measured with the Cell Counting Kit-8 and Transwell invasion assays, respectively. Additionally, the capacity of hypoxia-treated PMECs for angiogenesis and inflammatory response was determined with tube formation assays and ELISA, respectively. Results The expression of miR-375-3p and Notch1 in the PMECs was significantly down-regulated and up-regulated during hypoxia, respectively. The results demonstrated that miR-375-3p directly targets Notch1 in PMECs, thereby suppressing the transcriptional expression of Notch1. It was further revealed that miR-375-3p regulates the proliferation, chemotaxis, angiogenesis, and inflammatory response of PMECs. Conclusions Our findings revealed the important role of miR-375-3p in the regulation of PMEC function and suggest the potential involvement of miR-375-3p in the development of lung diseases.
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Affiliation(s)
- Yuan An
- Tianjin Medical University, Tianjin, P. R. China.,Qinhuangdao Haigang Hospital, Heibei, P. R. China
| | - Ziquan Liu
- Institute of Disaster Medicine, Tianjin University, Tianjin, P. R. China
| | - Hui Ding
- The Second Affiliated Hospital of Shaanxi University of Chinese Medicine, Tianjin, P. R. China
| | - Qi Lv
- Institute of Disaster Medicine, Tianjin University, Tianjin, P. R. China
| | - Haojun Fan
- Institute of Disaster Medicine, Tianjin University, Tianjin, P. R. China
| | - Shike Hou
- Institute of Disaster Medicine, Tianjin University, Tianjin, P. R. China
| | - Wei Cai
- Logistics College of Chinese People's Armed Police Forces, Tianjin, P. R. China
| | - Sanli Liu
- Logistics College of Chinese People's Armed Police Forces, Tianjin, P. R. China
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The Role of Noninvasive Endpoints in Predicting Long-Term Outcomes in Pulmonary Arterial Hypertension. Lung 2019; 198:65-86. [PMID: 31722043 PMCID: PMC7012965 DOI: 10.1007/s00408-019-00289-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2019] [Accepted: 10/29/2019] [Indexed: 12/26/2022]
Abstract
Background Until recently, many clinical trials in patients with pulmonary arterial hypertension (PAH) evaluated exercise capacity with 6-minute walk distance (6MWD) as the primary endpoint. Common secondary endpoints include PAH functional class (FC), which assesses symptoms, and either brain natriuretic peptide (BNP) or the inactive N-terminal cleavage product of its prohormone (NT-proBNP), which assesses cardiac function. Objective Examine the relationships among 6MWD, FC, and BNP/NT-proBNP measured at baseline or follow-up with long-term outcomes in PAH studies. Methods Relevant literature from January 1990 to April 2018 were obtained by searching PubMed, Embase, and Cochrane. Articles in English reporting on associations between 6MWD, FC, or BNP/NT-proBNP and outcomes in PAH were identified. Each endpoint was evaluated individually. Prespecified inclusion and exclusion criteria were applied at level 1 (titles/abstracts) and level 2 (full-text review). Results The database search yielded 836 unique records; 65 full-text articles were reviewed. Twenty-five studies were eligible for inclusion. Findings supported the importance of measuring PAH noninvasive endpoints in predicting long-term outcomes. Patients with shorter or decreased 6MWD, poor (III/IV) or declining FC (e.g., from II to III), or elevated or increasing BNP/NT-proBNP had a higher risk of death and costly events (e.g., hospitalization, lung transplant). FC also predicted health care resource utilization and costs. Collectively, these endpoints establish risk groups that predict likelihood of complications from PAH or death. Conclusion Assessment of 6MWD, FC, and BNP/NT-proBNP provides low-cost, efficient, and noninvasive means of predicting long-term health and economic outcomes in patients with PAH.
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Acanfora D, Fuschillo S, Provitera V, Motta A, Maniscalco M. Biomarkers in cardiac rehabilitation: can they be applied in clinical practice? Biomark Med 2019; 13:701-705. [PMID: 31157979 DOI: 10.2217/bmm-2019-0185] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Affiliation(s)
- Domenico Acanfora
- Pulmonary Rehabilitation Unit, Istituti Clinici Scientifici Maugeri IRCCS, Telese Terme, Benevento, Italy
| | - Salvatore Fuschillo
- Pulmonary Rehabilitation Unit, Istituti Clinici Scientifici Maugeri IRCCS, Telese Terme, Benevento, Italy
| | - Vincenzo Provitera
- Pulmonary Rehabilitation Unit, Istituti Clinici Scientifici Maugeri IRCCS, Telese Terme, Benevento, Italy
| | - Andrea Motta
- Institute of Biomolecular Chemistry, National Research Council, 80078 Pozzuoli, Naples, Italy
| | - Mauro Maniscalco
- Pulmonary Rehabilitation Unit, Istituti Clinici Scientifici Maugeri IRCCS, Telese Terme, Benevento, Italy
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