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Lin Z, Zheng J, Deng Y, Du L, Liu F, Li Z. Deep learning-aided diagnosis of acute abdominal aortic dissection by ultrasound images. Emerg Radiol 2025; 32:233-239. [PMID: 39821588 DOI: 10.1007/s10140-025-02311-y] [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: 11/23/2024] [Accepted: 01/07/2025] [Indexed: 01/19/2025]
Abstract
PURPOSE Acute abdominal aortic dissection (AD) is a serious disease. Early detection based on ultrasound (US) can improve the prognosis of AD, especially in emergency settings. We explored the ability of deep learning (DL) to diagnose abdominal AD in US images, which may help the diagnosis of AD by novice radiologists or non-professionals. METHODS There were 374 US images from patients treated before June 30, 2022. The images were classified as AD-positive and AD-negative images. Among them, 90% of images were used as the training set, and 10% of images were used as the test set. A Densenet-169 model and a VGG-16 model were used in this study and compared with two human readers. RESULTS DL models demonstrated high sensitivity and AUC for diagnosing abdominal AD in US images, and DL models showed generally better performance than human readers. CONCLUSION Our findings demonstrated the efficacy of DL-aided diagnosis of abdominal AD in US images, which can be helpful in emergency settings.
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Affiliation(s)
- Zhanye Lin
- Ultrasound Department of The Second Affiliated Hospital, School of Medicine, The Chinese University of Hong Kong, Shenzhen & Longgang District People's Hospital of Shenzhen, Shenzhen, China
| | - Jian Zheng
- Ultrasound Department of The Second Affiliated Hospital, School of Medicine, The Chinese University of Hong Kong, Shenzhen & Longgang District People's Hospital of Shenzhen, Shenzhen, China
| | - Yaohong Deng
- Department of Research and Development, Yizhun Medical AI Co. Ltd, Beijing, China
| | - Lingyue Du
- Department of Radiology, Huazhong University of Science and Technology Union Shenzhen Hospital, Shenzhen, China
| | - Fan Liu
- Ultrasound Department of The Second Affiliated Hospital, School of Medicine, The Chinese University of Hong Kong, Shenzhen & Longgang District People's Hospital of Shenzhen, Shenzhen, China
| | - Zhengyi Li
- Department of Ultrasound, Shenzhen Second People's Hospital, The First Affiliated Hospital of Shenzhen University, Shenzhen, China.
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Taniguchi H, Nagasawa H, Sakai T, Ohsaka H, Omori K, Yanagawa Y. Keyword-Based Early Request for Helicopter Emergency Medical Services in Acute Aortic Dissection: A Registry-Based Study. Air Med J 2024; 43:544-547. [PMID: 39632035 DOI: 10.1016/j.amj.2024.09.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2024] [Revised: 08/30/2024] [Accepted: 09/17/2024] [Indexed: 12/07/2024]
Abstract
OBJECTIVE Acute aortic dissection (AAD) is a life-threatening condition that necessitates rapid medical intervention. In Japan, helicopter emergency medical services (HEMS) are deployed using either keyword-based early requests or standard requests from ground emergency medical services (GEMS). This study evaluates the impact of these request methods on patient outcomes. METHODS We conducted a retrospective cohort study using data from the Japanese Society for Aeromedical Services registry from April 2015 to March 2020. A total of 342 AAD patients transported by HEMS were analyzed, excluding those with out-of-hospital cardiac arrest. Patients were categorized based on whether HEMS was requested using a keyword method or after initial GEMS contact. We compared the groups on time intervals, prehospital interventions, and outcomes including Cerebral Performance Category. RESULTS The time from GEMS awareness to HEMS contact was significantly shorter in the keyword methods group compared with the control group (median 27 vs. 33 minutes, respectively; P < .001). No significant difference was observed in the time from contact to departure from the scene. Patient characteristics, vital signs at HEMS staff contact, and medical interventions provided by HEMS staff showed no statistically significant differences. Changes in vital signs from HEMS staff contact to hospital arrival included a significant decrease in the respiratory rate and systolic blood pressure. Patients in the keyword methods group had a significantly higher proportion of favorable outcomes in terms of Cerebral Performance Category compared with the control group (77.2% vs. 66.5%, P = .03). However, logistic analysis did not show significant differences (odds ratio = 1.007; 95% confidence interval, 0.987-1.016; P = .814). CONCLUSION Keyword methods for early HEMS requests may appear to reduce time to specialty care and suggest improvement of outcomes for patients with AAD.
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Affiliation(s)
- Hiroaki Taniguchi
- Department of Acute Critical Care Medicine, Shizuoka Hospital, Juntendo University, Shizuoka, Japan.
| | - Hiroki Nagasawa
- Department of Acute Critical Care Medicine, Shizuoka Hospital, Juntendo University, Shizuoka, Japan
| | - Tatsuro Sakai
- Department of Acute Critical Care Medicine, Shizuoka Hospital, Juntendo University, Shizuoka, Japan
| | - Hiromichi Ohsaka
- Department of Acute Critical Care Medicine, Shizuoka Hospital, Juntendo University, Shizuoka, Japan
| | - Kazuhiko Omori
- Department of Acute Critical Care Medicine, Shizuoka Hospital, Juntendo University, Shizuoka, Japan
| | - Youichi Yanagawa
- Department of Acute Critical Care Medicine, Shizuoka Hospital, Juntendo University, Shizuoka, Japan
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Nebelung H, Hoffmann RT, Plodeck V, Kapalla M, Bohmann B, Busch A, Weiss N, Reeps C, Wolk S. Outcome After Conservative and Endovascular Treatment of Stanford Type B Aortic Intramural Hematomas - A Single-Center Retrospective Study. Vasc Endovascular Surg 2024; 58:477-485. [PMID: 38157519 PMCID: PMC11095059 DOI: 10.1177/15385744231225888] [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] [Indexed: 01/03/2024]
Abstract
OBJECTIVES Aortic intramural hematoma (IMH) is a rare disease. Thus far, only limited data is available and the indications for conservative and endovascular treatment are not well defined. The aim of this study was to investigate clinical presentation, course, CT imaging features and outcome of patients with type B aortic IMHs. METHODS We included all patients with type B IMHs between 2012 and 2021 in this retrospective monocentric study. Clinical data, localization, thickness of IMHs and the presence of ulcer-like projections (ULPs) was evaluated before and after treatment. RESULTS Thirty five patients (20 females; 70.3 y ± 11 y) were identified. Almost all IMHs (n = 34) were spontaneous and symptomatic with back pain (n = 34). At the time of diagnosis, TEVAR was deemed indicated in 9 patients, 26 patients were treated primarily conservatively. During the follow-up, in another 16 patients TEVAR was deemed indicated. Endovascularly and conservatively treated patients both showed decrease in thickness after treatment. Patients without ULPs showed more often complete resolution of the IMH than patients with ULPs (endovascularly treated 90.9% (10/11) vs 71.4% (5/7); conservatively treated 71.4% (10/14) vs 33.3% (1/3); P = .207). Complications after TEVAR occurred in 32% and more frequently in patients treated primarily conservatively (37.5% vs 22.2%). No in-hospital mortality was observed during follow-up. CONCLUSIONS Prognosis of IMH seems favourable in both surgically as well as conservatively treated patients. However, it is essential to identify patients at high risk for complications under conservative treatment, who therefore should be treated by TEVAR. In our study, ULPs seem to be an adverse factor for remodeling.
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Affiliation(s)
- Heiner Nebelung
- Institute and Polyclinic for Diagnostic and Interventional Radiology, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Ralf-Thorsten Hoffmann
- Institute and Polyclinic for Diagnostic and Interventional Radiology, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Verena Plodeck
- Institute and Polyclinic for Diagnostic and Interventional Radiology, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Marvin Kapalla
- Department of Visceral, Thoracic and Vascular Surgery, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Bianca Bohmann
- Department of Vascular and Endovascular Surgery, Hospital to the Right of the Isar, Technische Universität München, Munchen, Germany
| | - Albert Busch
- Department of Visceral, Thoracic and Vascular Surgery, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Norbert Weiss
- Department of Internal Medicine III, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Christian Reeps
- Department of Visceral, Thoracic and Vascular Surgery, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Steffen Wolk
- Department of Visceral, Thoracic and Vascular Surgery, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
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Song J, Peng H, Lai M, Kang H, Chen X, Cheng Y, Su X. Relationship between inflammatory-related cytokines with aortic dissection. Int Immunopharmacol 2023; 122:110618. [PMID: 37480750 DOI: 10.1016/j.intimp.2023.110618] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Revised: 07/03/2023] [Accepted: 07/05/2023] [Indexed: 07/24/2023]
Abstract
Aortic dissection, characterized by severe intramural hematoma formation and acute endometrial rupture, is caused by excessive bleeding within the aortic wall or a severe tear within the intimal layer of the aorta, which subsequently promotes the separation or dissection in the layers of the aortic wall. Epidemiological surveys showed that aortic dissection was most observed among those patients from 55 to 80 years of age, with a prevalence of approximately 40 cases per 100,000 individuals per year, posing serious risks to future health and leading to high mortality. Other risk factors of aortic dissection progression contained dyslipidemia, hypertension, and genetic disorders, such as Marfan syndrome. Currently, emerging evidence indicates the pathological progression of aortic dissection is significantly complicated, which is correlated with the aberrant infiltration of pro-inflammatory cells into the aortic wall, subsequently facilitating the apoptosis of vascular smooth muscle cells (VSMCs) and inducing the aberrant expression of pro-inflammatory cytokines, including tumor necrosis factor-α (TNF-α), interleukin-1β (IL-1β), and interferon (IF). Other pro-inflammatory-related cytokines, including the colony-stimulating factor (CSF), chemotactic factor, and growth factor (GF), played an essential function in facilitating aortic dissection. Multiple studies focused on the important relationship between pro-inflammatory cytokines and aortic dissection, which could deepen the understanding of aortic dissection and further guide the therapeutic strategies in clinical practice. The present review elucidated pro-inflammatory cytokines' functions in modulating the risk of aortic dissection are summarized. Moreover, the emerging evidence that aimed to elucidate the potential mechanisms wherebyvarious pro-inflammatory cytokines affected the pathological development of aortic dissection was also listed.
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Affiliation(s)
- Jingjin Song
- Department of Cardiology, The Xiamen Cardiovascular Hospital of Xiamen University, Xiamen, Fujian, China
| | - Hua Peng
- Department of Cardiac Macrovascular Surgery, The Xiamen Cardiovascular Hospital of Xiamen University, Xiamen, Fujian, China
| | - Min Lai
- Department of Cardiology, The Xiamen Cardiovascular Hospital of Xiamen University, Xiamen, Fujian, China
| | - Huiyuan Kang
- Department of Cardiology, The Xiamen Cardiovascular Hospital of Xiamen University, Xiamen, Fujian, China
| | - Xiaofang Chen
- Department of Cardiology, The Xiamen Cardiovascular Hospital of Xiamen University, Xiamen, Fujian, China
| | - Ye Cheng
- Department of Cardiology, The Xiamen Cardiovascular Hospital of Xiamen University, Xiamen, Fujian, China.
| | - Xin Su
- Department of Cardiology, The Xiamen Cardiovascular Hospital of Xiamen University, Xiamen, Fujian, China.
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Zhang H, Yuan N, Guo J, Hou M. Comparisons of potential values of D-dimer and the neutrophil- to-lymphocyte ratio in patients with suspected acute aortic syndrome. Am J Emerg Med 2023; 69:44-51. [PMID: 37058980 DOI: 10.1016/j.ajem.2023.03.059] [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: 01/11/2023] [Revised: 03/26/2023] [Accepted: 03/30/2023] [Indexed: 04/04/2023] Open
Abstract
OBJECTIVES This study aimed to investigate and compare the discriminative performance and clinical utility of D-dimer and the neutrophil-to-lymphocyte ratio (NLR) in the early differential diagnosis of acute aortic syndrome (AAS). METHODS The consecutive patients presenting to Tianjin Chest Hospital for suspected AAS were retrospectively investigated between June 2018 and December 2021. The baseline values of D-dimer and NLR were analyzed and compared in the study population. The discriminative ability of D-dimer and NLR was illustrated and compared using the area under the receiver operating characteristic (ROC) curve (AUC), net reclassification improvement (NRI) and integrated discrimination improvement (IDI). Clinical utility was evaluated by means of decision curve analysis (DCA). RESULTS In the study period, a total of 697 participants suspected of having AAS were enrolled and 323 had a final diagnosis of AAS. The baseline level of NLR as well as D-dimer was higher in patients with AAS. The use of NLR showed excellent overall diagnostic performance for AAS with a comparable AUC to that of D-dimer (0.845 vs. 0.822, P > 0.05). The reclassification analyses further confirmed that NLR had better discriminative properties for AAS with a significant NRI of 66.1% and IDI of 12.4% (P < 0.001). Moreover, NLR provided higher net benefit than D-dimer as shown by DCA. Similar results were observed in subgroup analyses according to the different classes of AAS. CONCLUSIONS NLR outperformed D-dimer with improved discriminative performance and superior clinical utility in identifying AAS. As a more readily available biomarker, NLR may be a reliable alternative to D-dimer for the screening of suspected AAS in clinical practice.
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Affiliation(s)
- Haixia Zhang
- Department of Laboratory Medicine, Tianjin Chest Hospital, 261 South Taierzhuang Road, Tianjin 300222, China.
| | - Ning Yuan
- Department of Laboratory Medicine, Tianjin Chest Hospital, 261 South Taierzhuang Road, Tianjin 300222, China
| | - Jie Guo
- Department of Laboratory Medicine, Tianjin Chest Hospital, 261 South Taierzhuang Road, Tianjin 300222, China
| | - Min Hou
- Department of Laboratory Medicine, Tianjin Chest Hospital, 261 South Taierzhuang Road, Tianjin 300222, China.
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Chukwu M, Ehsan P, Aburumman RN, Muthanna SI, Menon SR, Vithani V, Sutariya B, Montenegro DM, Mohammed L. Acute Stanford Type A Aortic Dissection: A Review of Risk Factors and Outcomes. Cureus 2023; 15:e36301. [PMID: 37077590 PMCID: PMC10108894 DOI: 10.7759/cureus.36301] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2022] [Accepted: 03/17/2023] [Indexed: 03/19/2023] Open
Abstract
Acute aortic dissection (AAD) can be said to be a relatively uncommon emergency with fatal outcomes mainly due to delayed/missed diagnosis and treatment. Its ability to masquerade as other emergencies like acute coronary syndrome and pulmonary embolism makes the prognosis unfavorable in a significant proportion of patients. Patients have been seen to present to the accident and emergency department or outpatient setting with typical or atypical symptoms as we will discuss in this article. We have focused on indicators for risk and prognosis of acute Stanford type A aortic dissection in this traditional review. It is well known that despite recent developments and improvements in treatment modalities, AAD is still associated with a significant mortality rate and postoperative complications.
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Pang J, Liu J, Liang W, Yang L, Wu L. High Neutrophil-to-Platelet Ratio Is Associated with Poor Survival in Patients with Acute Aortic Dissection. DISEASE MARKERS 2022; 2022:5402507. [PMID: 35774849 PMCID: PMC9239768 DOI: 10.1155/2022/5402507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Revised: 06/02/2022] [Accepted: 06/04/2022] [Indexed: 02/05/2023]
Abstract
BACKGROUND Acute aortic dissection (AAD), a serious and fatal cardiovascular disease, is characterized by inflammation that may further aggravate the condition. We evaluated the value of the neutrophil-to-platelet ratio (NPR) in the prognosis of AAD. METHODS We collected records of patients with AAD and clinical data from 2010 to 2020 and followed up on the relevant information for 136 months. The Kaplan-Meier (K-M) survival along with the univariate and multivariate Cox analyses was used to examine the prognostic value of NPR in AAD. In addition, nomograms were constructed by combining NPR, age, Stanford typing, and treatment methods. The accuracy of nomograms was evaluated using calibration plots, and the prediction efficiency of nomograms was evaluated by receiver operating characteristic curve analysis and decision curve analysis (DCA). RESULTS The K-M analysis showed that AAD patients with higher NPR exhibited worse prognosis. In addition, different Stanford typing and treatment methods produced varied prognosis results. Univariate and multivariate Cox analyses showed that NPR value, age, classification, and treatment were independent prognostic factors for the overall survival time of patients with AAD. Nomograms constructed by combining NPR, age, Stanford typing, and treatment methods showed good predictive efficacy, and the AUC values for 1-, 3-, and 5-year predicting were 0.82, 0.79, and 0.74, respectively. CONCLUSIONS Our results suggest that pretreatment NPR can be used as a potential prognostic marker of overall survival time in patients with AAD.
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Affiliation(s)
- Jungang Pang
- Department of Cardiology, Yue Bei People's Hospital, Shantou University Medical College, Shaoguan 512025, China
| | - Jun Liu
- Medical Research Center and Clinical Laboratory Medicine, Yue Bei People's Hospital, Shantou University Medical College, Shaoguan 512025, China
| | - Wantian Liang
- Department of Cardiology, Yue Bei People's Hospital, Shantou University Medical College, Shaoguan 512025, China
| | - Lijun Yang
- Department of Cardiology, Yue Bei People's Hospital, Shantou University Medical College, Shaoguan 512025, China
| | - Liangyin Wu
- Department of Cardiology, Yue Bei People's Hospital, Shantou University Medical College, Shaoguan 512025, China
- Medical Research Center and Clinical Laboratory Medicine, Yue Bei People's Hospital, Shantou University Medical College, Shaoguan 512025, China
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Zheng P, Jiang D, Liu C, Wei X, Li S. Nitric Oxide Inhalation Therapy Attenuates Postoperative Hypoxemia in Obese Patients with Acute Type A Aortic Dissection. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2022; 2022:9612548. [PMID: 35360551 PMCID: PMC8964131 DOI: 10.1155/2022/9612548] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Revised: 02/21/2022] [Accepted: 02/24/2022] [Indexed: 12/21/2022]
Abstract
Objective To investigate the differences between inhaled nitric oxide (iNO) treatment and conventional therapy in the treatment of postoperative hypoxemia in obese patients with acute type A aortic dissection (ATAAD). Methods ATAAD patients diagnosed and treated with emergency surgery in our hospital from June 2017 to December 2019 were retrospectively analyzed. Patients with postoperative hypoxemia were divided into the iNO group and control group. Propensity score matching was used to analyze clinical characteristics and results of the two groups. Results A total of 218 ATAAD patients with BMI ≥ 25 were treated with surgery. Among them, 115 patients developed refractory hypoxemia (64 in the control group and 51 in the iNO group). Patients in the iNO group had significantly shorter invasive mechanical ventilation time, intensive care unit (ICU) stay, and hospital stay. After 6 h of iNO treatment, the PaO2/FiO2 ratio in the iNO group increased significantly, and this ratio was higher than that in the control group at 6, 12, 24, 48, and 72 h after treatment. Conclusion Low-dose iNO could improve oxygenation and shorten mechanical ventilation and ICU stay in patients with hypoxemia after ATAAD surgery, but without significant side effects or increase in postoperative mortality or morbidity. These findings provide a basis for a randomized multicenter controlled trial to assess the efficacy of iNO in the treatment of hypoxemia after ATAAD surgery.
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Affiliation(s)
- Ping Zheng
- Department of Cardiothoracic and Vascular Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China
| | - Dingsheng Jiang
- Department of Cardiothoracic and Vascular Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China
| | - Chun Liu
- Department of Cardiothoracic and Vascular Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China
| | - Xiang Wei
- Department of Cardiothoracic and Vascular Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China
| | - Shiliang Li
- Department of Cardiothoracic and Vascular Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China
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