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Zhao T, Meng X, Wang Z, Hu Y, Fan H, Han J, Zhu N, Niu F. Diagnostic evaluation of blunt chest trauma by imaging-based application of artificial intelligence. Am J Emerg Med 2024; 85:35-43. [PMID: 39213808 DOI: 10.1016/j.ajem.2024.08.019] [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: 06/19/2024] [Accepted: 08/12/2024] [Indexed: 09/04/2024] Open
Abstract
Artificial intelligence (AI) is becoming increasingly integral in clinical practice, such as during imaging tasks associated with the diagnosis and evaluation of blunt chest trauma (BCT). Due to significant advances in imaging-based deep learning, recent studies have demonstrated the efficacy of AI in the diagnosis of BCT, with a focus on rib fractures, pulmonary contusion, hemopneumothorax and others, demonstrating significant clinical progress. However, the complicated nature of BCT presents challenges in providing a comprehensive diagnosis and prognostic evaluation, and current deep learning research concentrates on specific clinical contexts, limiting its utility in addressing BCT intricacies. Here, we provide a review of the available evidence surrounding the potential utility of AI in BCT, and additionally identify the challenges impeding its development. This review offers insights on how to optimize the role of AI in the diagnostic evaluation of BCT, which can ultimately enhance patient care and outcomes in this critical clinical domain.
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Affiliation(s)
- Tingting Zhao
- The Department of Radiology, Tianjin University Tianjin Hospital, 406 Jiefang Southern Road, Tianjin, China; Graduate School, Tianjin University, Tianjin, China
| | - Xianghong Meng
- The Department of Radiology, Tianjin University Tianjin Hospital, 406 Jiefang Southern Road, Tianjin, China; Graduate School, Tianjin University, Tianjin, China.
| | - Zhi Wang
- The Department of Radiology, Tianjin University Tianjin Hospital, 406 Jiefang Southern Road, Tianjin, China; Graduate School, Tianjin University, Tianjin, China.
| | - Yongcheng Hu
- The Department of Radiology, Tianjin University Tianjin Hospital, 406 Jiefang Southern Road, Tianjin, China
| | - Hongxing Fan
- The Department of Radiology, Tianjin University Tianjin Hospital, 406 Jiefang Southern Road, Tianjin, China; Graduate School, Tianjin Medical University, Tianjin, China
| | - Jun Han
- The Department of Radiology, Tianjin University Tianjin Hospital, 406 Jiefang Southern Road, Tianjin, China; Graduate School, Tianjin University, Tianjin, China
| | - Nana Zhu
- The Department of Radiology, Tianjin University Tianjin Hospital, 406 Jiefang Southern Road, Tianjin, China; Graduate School, Tianjin Medical University, Tianjin, China
| | - Feige Niu
- The Department of Radiology, Tianjin University Tianjin Hospital, 406 Jiefang Southern Road, Tianjin, China; Graduate School, Tianjin Medical University, Tianjin, China
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Kaatsch HL, Völlmecke MF, Becker BV, Dillinger D, Kubitscheck L, Wöhler A, Schaaf S, Piechotka J, Schreyer C, Schwab R, Overhoff D, Waldeck S. Improved Discriminability of Severe Lung Injury and Atelectasis in Thoracic Trauma at Low keV Virtual Monoenergetic Images from Photon-Counting Detector CT. Diagnostics (Basel) 2024; 14:2231. [PMID: 39410635 PMCID: PMC11475707 DOI: 10.3390/diagnostics14192231] [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: 08/29/2024] [Revised: 09/25/2024] [Accepted: 09/28/2024] [Indexed: 10/20/2024] Open
Abstract
Objectives: To evaluate the value of virtual monoenergetic images (VMI) from photon-counting detector CT (PCD-CT) for discriminability of severe lung injury and atelectasis in polytraumatized patients. Materials & Methods: Contrast-enhanced PCD-CT examinations of 20 polytraumatized patients with severe thoracic trauma were included in this retrospective study. Spectral PCD-CT data were reconstructed using a noise-optimized virtual monoenergetic imaging (VMI) algorithm with calculated VMIs ranging from 40 to 120 keV at 10 keV increments. Injury-to-atelectasis contrast-to-noise ratio (CNR) was calculated and compared at each energy level based on CT number measurements in severely injured as well as atelectatic lung areas. Three radiologists assessed subjective discriminability, noise perception, and overall image quality. Results: CT values for atelectasis decreased as photon energy increased from 40 keV to 120 keV (mean Hounsfield units (HU): 69 at 40 keV; 342 at 120 keV), whereas CT values for severe lung injury remained near-constant from 40 keV to 120 keV (mean HU: 42 at 40 keV; 44 at 120 keV) with significant differences at each keV level (p < 0.001). The optimal injury-to-atelectasis CNR was observed at 40 keV in comparison with the remaining energy levels (p < 0.001) except for 50 keV (p > 0.05). In line with this, VMIs at 40 keV were rated best regarding subjective discriminability. VMIs at 60-70 keV, however, provided the highest subjective observer parameters regarding subjective image noise as well as image quality. Conclusions: Discriminability between severely injured and atelectatic lung areas after thoracic trauma can be substantially improved by virtual monoenergetic imaging from PCD-CT with superior contrast and visual discriminability at 40-50 keV.
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Affiliation(s)
- Hanns Leonhard Kaatsch
- Department of Radiology and Neuroradiology, Bundeswehr Central Hospital, 56072 Koblenz, Germany; (H.L.K.)
| | - Maximilian Franz Völlmecke
- Department of Plastic, Hand and Reconstructive Surgery, Burn Centre, Sarcoma Centre, BG University Hospital Bergmannsheil, 44789 Bochum, Germany
- Department of Trauma Surgery, Hand and Reconstructive Surgery, Bundeswehr Central Hospital, 56072 Koblenz, Germany
| | - Benjamin V. Becker
- Department of Radiology and Neuroradiology, Bundeswehr Central Hospital, 56072 Koblenz, Germany; (H.L.K.)
- Department of Neuroradiology, University Medical Center Mainz, 55131 Mainz, Germany
| | - Daniel Dillinger
- Department of Vascular Surgery and Endovascular Surgery, Bundeswehr Central Hospital, 56072 Koblenz, Germany
| | - Laura Kubitscheck
- Department of Radiology and Neuroradiology, Bundeswehr Central Hospital, 56072 Koblenz, Germany; (H.L.K.)
- Bundeswehr Institute of Radiobiology Affiliated to Ulm University, 80937 Munich, Germany
| | - Aliona Wöhler
- Department of General, Visceral and Thoracic Surgery, Bundeswehr Central Hospital, 56072 Koblenz, Germany
| | - Sebastian Schaaf
- Department of General, Visceral and Thoracic Surgery, Bundeswehr Central Hospital, 56072 Koblenz, Germany
| | - Joel Piechotka
- Department of Radiology and Neuroradiology, Bundeswehr Central Hospital, 56072 Koblenz, Germany; (H.L.K.)
| | - Christof Schreyer
- Department of General, Visceral and Thoracic Surgery, Bundeswehr Central Hospital, 56072 Koblenz, Germany
| | - Robert Schwab
- Department of General, Visceral and Thoracic Surgery, Bundeswehr Central Hospital, 56072 Koblenz, Germany
| | - Daniel Overhoff
- Department of Radiology and Neuroradiology, Bundeswehr Central Hospital, 56072 Koblenz, Germany; (H.L.K.)
- Department of Radiology and Nuclear Medicine, University Medical Center Mannheim, 68167 Mannheim, Germany
| | - Stephan Waldeck
- Department of Radiology and Neuroradiology, Bundeswehr Central Hospital, 56072 Koblenz, Germany; (H.L.K.)
- Department of Neuroradiology, University Medical Center Mainz, 55131 Mainz, Germany
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Wei S, Zhang Y, Luo F, Duan K, Li M, Lv G. Tissue-engineered tracheal implants: Advancements, challenges, and clinical considerations. Bioeng Transl Med 2024; 9:e10671. [PMID: 39036086 PMCID: PMC11256149 DOI: 10.1002/btm2.10671] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2024] [Revised: 02/28/2024] [Accepted: 04/08/2024] [Indexed: 07/23/2024] Open
Abstract
Restoration of extensive tracheal damage remains a significant challenge in respiratory medicine, particularly in instances stemming from conditions like infection, congenital anomalies, or stenosis. The trachea, an essential element of the lower respiratory tract, constitutes a fibrocartilaginous tube spanning approximately 10-12 cm in length. It is characterized by 18 ± 2 tracheal cartilages distributed anterolaterally with the dynamic trachealis muscle located posteriorly. While tracheotomy is a common approach for patients with short-length defects, situations requiring replacement arise when the extent of lesion exceeds 1/2 of the length in adults (or 1/3 in children). Tissue engineering (TE) holds promise in developing biocompatible airway grafts for addressing challenges in tracheal regeneration. Despite the potential, the extensive clinical application of tissue-engineered tracheal substitutes encounters obstacles, including insufficient revascularization, inadequate re-epithelialization, suboptimal mechanical properties, and insufficient durability. These limitations have led to limited success in implementing tissue-engineered tracheal implants in clinical settings. This review provides a comprehensive exploration of historical attempts and lessons learned in the field of tracheal TE, contextualizing the clinical prerequisites and vital criteria for effective tracheal grafts. The manufacturing approaches employed in TE, along with the clinical application of both tissue-engineered and non-tissue-engineered approaches for tracheal reconstruction, are discussed in detail. By offering a holistic view on TE substitutes and their implications for the clinical management of long-segment tracheal lesions, this review aims to contribute to the understanding and advancement of strategies in this critical area of respiratory medicine.
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Affiliation(s)
- Shixiong Wei
- Department of Hepatobiliary and Pancreatic Surgery, General Surgery CenterThe First Hospital of Jilin UniversityChangchunChina
- Department of Thoracic SurgeryThe First Hospital of Jilin UniversityChangchunChina
| | - Yiyuan Zhang
- Department of Hepatobiliary and Pancreatic Surgery, General Surgery CenterThe First Hospital of Jilin UniversityChangchunChina
- Department of Thoracic SurgeryThe First Hospital of Jilin UniversityChangchunChina
| | - Feixiang Luo
- Department of Hepatobiliary and Pancreatic Surgery, General Surgery CenterThe First Hospital of Jilin UniversityChangchunChina
| | - Kexing Duan
- Department of Hepatobiliary and Pancreatic Surgery, General Surgery CenterThe First Hospital of Jilin UniversityChangchunChina
| | - Mingqian Li
- Department of Hepatobiliary and Pancreatic Surgery, General Surgery CenterThe First Hospital of Jilin UniversityChangchunChina
| | - Guoyue Lv
- Department of Hepatobiliary and Pancreatic Surgery, General Surgery CenterThe First Hospital of Jilin UniversityChangchunChina
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Gui-Bile LN, Kabas RM, Kang B, Lee IJ. Interventional Treatment for Iatrogenic Central Pulmonary Artery Injury Using a Vascular Plug and N-Butyl-2-Cyanoacrylate. Korean J Radiol 2024; 25:684-686. [PMID: 38942462 PMCID: PMC11214922 DOI: 10.3348/kjr.2024.0311] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2024] [Revised: 04/04/2024] [Accepted: 04/05/2024] [Indexed: 06/30/2024] Open
Affiliation(s)
- Lynda Nadine Gui-Bile
- Department of Radiology, National Cancer Center, Goyang, Republic of Korea
- Department of Fundamental and Bioclinical Sciences, Medical Sciences Faculty/Felix Houphouet Boigny University, Abidjan, Côte d'Ivoire
| | - Raïssa Michelle Kabas
- Department of Radiology, National Cancer Center, Goyang, Republic of Korea
- Department of Fundamental and Bioclinical Sciences, Medical Sciences Faculty/Felix Houphouet Boigny University, Abidjan, Côte d'Ivoire
| | - Beomsik Kang
- Department of Radiology, National Cancer Center, Goyang, Republic of Korea
| | - In Joon Lee
- Department of Radiology, National Cancer Center, Goyang, Republic of Korea.
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Becker L, Dudda M, Schreyer C. [Complications after conservative vs. operative treatment of severe thoracic trauma]. UNFALLCHIRURGIE (HEIDELBERG, GERMANY) 2024; 127:204-210. [PMID: 38285188 DOI: 10.1007/s00113-024-01411-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 01/04/2024] [Indexed: 01/30/2024]
Abstract
BACKGROUND Thoracic trauma is a frequent injury in the routine treatment of injured patients. Due to the increasing demographic changes a further increase is to be expected, especially after low-energy trauma. OBJECTIVE Expected complications after conservative vs. operative treatment of various injury patterns of thoracic trauma. MATERIAL AND METHODS Evaluation of a selective literature search regarding possible complications after thoracic trauma and formulation of instructions for action as expert recommendations. CONCLUSION Both conservative and operative treatment of thoracic trauma have their specific complications, which have to be known to the treating physician. Lung contusions are often underestimated in the initial radiological diagnostics but often lead to relevant problems during the further course of treatment. After conservative treatment of rib fractures persistent pain, functional limitations or even relevant deformities due to secondary dislocation, can remain. There is a significant risk of overlooking or underestimating relevant injuries during the initial diagnostics which then leads to secondary complications. By far the most frequent risk of surgical treatment is an incorrect positioning of chest tubes. Overall, postoperative infections after chest trauma are relatively rare.
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Affiliation(s)
- Lars Becker
- Klinik für Unfall‑, Hand- und Wiederherstellungschirurgie, Universitätsklinikum Essen, Hufelandstr. 55, 45147, Essen, Deutschland.
| | - Marcel Dudda
- Klinik für Unfall‑, Hand- und Wiederherstellungschirurgie, Universitätsklinikum Essen, Hufelandstr. 55, 45147, Essen, Deutschland
| | - Christof Schreyer
- Klinik für Allgemein‑, Viszeral- und Thoraxchirurgie, Bundeswehrzentralkrankenhaus Koblenz, Koblenz, Deutschland
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