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Gan L, Li R, Wang Q, Zhou J, Zhang M, Leng M, Zhao J, Yang F, Jia S, Huang W, Ye J, Zheng M, Wang T. PAD2 disturbs cardiomyocyte calcium homeostasis by citrullinating SERCA2a protein in hemorrhagic shock induced arrhythmia. J Trauma Acute Care Surg 2025:01586154-990000000-00974. [PMID: 40307970 DOI: 10.1097/ta.0000000000004644] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/02/2025]
Abstract
BACKGROUND Malignant arrhythmia induced by traumatic hemorrhage is a leading cause of early mortality in hemorrhagic shock. Understanding the mechanisms driving these arrhythmias and identifying therapeutic targets are critical for improving early survival in patients with traumatic hemorrhagic shock. METHODS Peripheral blood samples from patients with hemorrhagic shock were collected and analyzed for peptidylarginine deiminase 2 (PAD2) protein levels using ELISA. Pad2 knockout mice (Pad2-/-, Pad2 KO) were generated, and the hemorrhagic shock model was constructed via femoral artery cannulation and bloodletting. Cardiomyocytes were isolated and contractility and calcium content were measured by confocal microscopy. PAD2 subcellular localization was assessed through immunofluorescence and Western blotting. Proteins interacting with PAD2 in cardiomyocytes were identified using co-immunoprecipitation followed by mass spectrometry (CoIP-MS). The effect of PAD2 on sarcoplasmic reticulum calcium-ATPase 2a (SERCA2a) activity and citrullination was evaluated through enzyme activity assays and protein citrullination detection. AAV9-PAD2 was injected into mice via tail vein to induce in vivo overexpression of PAD2 in the myocardium. The effects of PAD2 enzymatic activity mutations and a PAD2-specific inhibitor on survival rate and arrhythmia following hemorrhagic shock were assessed through intraperitoneal injection. RESULTS PAD2 protein levels were significantly elevated in the peripheral blood of patients with hemorrhagic shock. Pad2 knockout improved calcium homeostasis in the sarcoplasmic reticulum of cardiomyocytes and alleviated post-shock arrhythmia in mice. Following hypoxia, PAD2 exhibited increased colocalization with the sarcoplasmic reticulum. During hypoxia, PAD2 inhibited SERCA2a activity through citrullination. AAV9-mediated overexpression of PAD2 in cardiomyocytes worsened both survival rates and the incidence of ventricular arrhythmia following hemorrhagic shock in mice. Conversely, PAD2 enzymatic activity mutations and a PAD2-specific inhibitor improved survival rates and reduced arrhythmia after hemorrhagic shock. CONCLUSION During myocardial hypoxia occurs in hemorrhagic shock, PAD2 reduces SERCA2a enzyme activity by citrullination, disrupting myocardial calcium homeostasis. Peptidylarginine deiminase 2 gene deficiency or inhibition improves ventricular arrhythmias and increases survival following hemorrhagic shock. LEVEL OF EVIDENCE Original Research-basic sciences research; not applicable.
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Affiliation(s)
- Lebin Gan
- From the Trauma Treatment Center (L.G., R.L., Q.W., J.Z., M.Z., W.H., T.W.), Peking University People's Hospital; Key Laboratory of Trauma Treatment and Neural Regeneration (Peking University) Ministry of Education (L.G., R.L., Q.W., J.Z., M.Z., W.H., T.W.); National Center for Trauma Medicine (L.G., R.L., Q.W., J.Z., M.Z., W.H., T.W.); and Department of Physiology and Pathophysiology, School of Basic Medical Sciences (M.L., J.Z., F.Y., S.J., M.Z.), Peking University Health Science Center, and State Key Laboratory of Vascular Homeostasis and Remodeling, Peking University, Beijing, P.R. China
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Liao TK, Ho CH, Lin YJ, Cheng LC, Huang HY. Shock index to predict outcomes in patients with trauma following traffic collisions: a retrospective cohort study. Eur J Trauma Emerg Surg 2024; 50:2191-2198. [PMID: 38819683 PMCID: PMC11599283 DOI: 10.1007/s00068-024-02545-4] [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: 02/29/2024] [Accepted: 05/03/2024] [Indexed: 06/01/2024]
Abstract
PURPOSE Taiwan, which has a rate of high vehicle ownership, faces significant challenges in managing trauma caused by traffic collisions. In Taiwan, traffic collisions contribute significantly to morbidity and mortality, with a high incidence of severe bleeding trauma. The shock index (SI) and the modified shock index (MSI) have been proposed as early indicators of hemodynamic instability. In this study, we aimed to assess the efficacy of SI and MSI in predicting adverse outcomes in patients with trauma following traffic collisions. METHODS This retrospective cohort study was conducted at Chi Mei Hospital from January 2015 to December 2020. The comprehensive analysis included 662 patients, with data collected on vital signs and outcomes such as mortality, blood transfusion, emergent surgical intervention (ESI), transarterial embolization (TAE), and intensive care unit (ICU) admission. Optimal cutoff points for SI and MSI were identified by calculating the Youden index. Logistic regression analysis was used to assess outcomes, adjusting for demographic and injury severity variables. RESULTS An SI threshold of 1.11 was associated with an increased risk of mortality, while an SI of 0.84 predicted the need for blood transfusion in the context of traffic collisions. Both SI and MSI demonstrated high predictive power for mortality and blood transfusion, with acceptable accuracy for TAE, ESI, and ICU admission. Logistic regression analyses confirmed the independence of SI and MSI as risk factors for adverse outcomes, thus, providing valuable insights into their clinical utility. CONCLUSIONS SI and MSI are valuable tools for predicting mortality and blood transfusion needs in patients with trauma due to traffic collisions. These findings advance the quality of care for patients with trauma during their transition from the emergency room to the ICU, facilitating prompt and reliable decision-making processes and improving the care of patients with trauma.
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Affiliation(s)
- Te-Kai Liao
- Division of Traumatology, Department of Surgery, Chi Mei Medical Center, No. 901, Zhonghua Road, Yongkang District, 710, Tainan, Taiwan
| | - Chung-Han Ho
- Department of Medicine Research, Chi Mei Medical Center, Tainan, Taiwan
- Department of Information Management, Southern Taiwan University of Science and Technology, Tainan, Taiwan
| | - Ying-Jia Lin
- Department of Medicine Research, Chi Mei Medical Center, Tainan, Taiwan
| | - Li-Chin Cheng
- Division of Traumatology, Department of Surgery, Chi Mei Medical Center, No. 901, Zhonghua Road, Yongkang District, 710, Tainan, Taiwan
- Division of Colorectal Surgery, Department of Surgery, Chi Mei Medical Center, Tainan, Taiwan
| | - Hsuan-Yi Huang
- Division of Traumatology, Department of Surgery, Chi Mei Medical Center, No. 901, Zhonghua Road, Yongkang District, 710, Tainan, Taiwan.
- Division of Colorectal Surgery, Department of Surgery, Chi Mei Medical Center, Tainan, Taiwan.
- Center of General Education, Chia Nan University of Pharmacy and Science, Tainan, Taiwan.
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Loh CJL, Cheng MH, Shang Y, Shannon NB, Abdullah HR, Ke Y. Preoperative shock index in major abdominal emergency surgery. ANNALS OF THE ACADEMY OF MEDICINE, SINGAPORE 2023; 52:448-456. [PMID: 38920191 DOI: 10.47102/annals-acadmedsg.2023143] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/27/2024]
Abstract
Introduction Major abdominal emergency surgery (MAES) patients have a high risk of mortality and complications. The time-sensitive nature of MAES necessitates an easily calculable risk-scoring tool. Shock index (SI) is obtained by dividing heart rate (HR) by systolic blood pressure (SBP) and provides insight into a patient's haemodynamic status. We aimed to evaluate SI's usefulness in predicting postoperative mortality, acute kidney injury (AKI), requirements for intensive care unit (ICU) and high-dependency monitoring, and the ICU length of stay (LOS). Method We retrospectively reviewed 212,089 MAES patients from January 2013 to December 2020. The cohort was propensity matched, and 3960 patients were included. The first HR and SBP recorded in the anaesthesia chart were used to calculate SI. Regression models were used to investigate the association between SI and outcomes. The relationship between SI and survival was explored with Kaplan-Meier curves. Results There were significant associations between SI and mortality at 1 month (odds ratio [OR] 2.40 [1.67-3.39], P<0.001), 3 months (OR 2.13 [1.56-2.88], P<0.001), and at 2 years (OR 1.77 [1.38-2.25], P<0.001). Multivariate analysis revealed significant relationships between SI and mortality at 1 month (OR 3.51 [1.20-10.3], P=0.021) and at 3 months (OR 3.05 [1.07-8.54], P=0.034). Univariate and multivariate analysis also revealed significant relationships between SI and AKI (P<0.001), postoperative ICU admission (P<0.005) and ICU LOS (P<0.001). SI does not significantly affect 2-year mortality. Conclusion SI is useful in predicting postopera-tive mortality at 1 month, 3 months, AKI, postoperative ICU admission and ICU LOS.
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Affiliation(s)
| | - Ming Hua Cheng
- Division of Anaesthesiology and Perioperative Medicine, Singapore General Hospital
| | - Yuqing Shang
- Department of Biomedical Informatics, Yong Loo Lin School of Medicine, National University of Singapore
| | | | - Hairil Rizal Abdullah
- Duke-NUS Medical School, Singapore
- Division of Anaesthesiology and Perioperative Medicine, Singapore General Hospital
| | - Yuhe Ke
- Division of Anaesthesiology and Perioperative Medicine, Singapore General Hospital
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Chen Y, Hou A, Wu X, Cong T, Zhou Z, Jiao Y, Luo Y, Wang Y, Mi W, Cao J. Assessing Hemorrhagic Shock Severity Using the Second Heart Sound Determined from Phonocardiogram: A Novel Approach. MICROMACHINES 2022; 13:mi13071027. [PMID: 35888843 PMCID: PMC9316924 DOI: 10.3390/mi13071027] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/04/2022] [Revised: 06/26/2022] [Accepted: 06/26/2022] [Indexed: 12/04/2022]
Abstract
Introduction: Hemorrhagic shock (HS) is a severe medical emergency. Early diagnosis of HS is important for clinical treatment. In this paper, we report a flexible material-based heart sound monitoring device which can evaluate the degree of HS through a phonocardiogram (PCG) change. Methods: Progressive hemorrhage treatments (H1, H2, and H3 stage) were used in swine to build animal models. The PCG sensor was mounted on the chest of the swine. Routine monitoring was used at the same time. Results: This study showed that arterial blood pressure decreased significantly from the H1 phase, while second heart sound amplitude (S2A) and energy (S2E) decreased significantly from the H2 phase. Both S2A and S2E correlated well with BP (p < 0.001). The heart rate, pulse pressure variation and serum hemoglobin level significantly changed in the H3 stage (p < 0.05). Discussion: The change of second heart sound (S2) was at the H2 stage and was earlier than routine monitoring methods. Therefore, PCG change may be a new indicator for the early detection of HS severity.
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Affiliation(s)
- Yan Chen
- Department of Anesthesiology, the First Medical Center of Chinese PLA General Hospital, Beijing 100853, China; (Y.C.); (A.H.); (X.W.); (T.C.); (Z.Z.); (Y.J.); (Y.L.); (W.M.)
| | - Aisheng Hou
- Department of Anesthesiology, the First Medical Center of Chinese PLA General Hospital, Beijing 100853, China; (Y.C.); (A.H.); (X.W.); (T.C.); (Z.Z.); (Y.J.); (Y.L.); (W.M.)
| | - Xiaodong Wu
- Department of Anesthesiology, the First Medical Center of Chinese PLA General Hospital, Beijing 100853, China; (Y.C.); (A.H.); (X.W.); (T.C.); (Z.Z.); (Y.J.); (Y.L.); (W.M.)
| | - Ting Cong
- Department of Anesthesiology, the First Medical Center of Chinese PLA General Hospital, Beijing 100853, China; (Y.C.); (A.H.); (X.W.); (T.C.); (Z.Z.); (Y.J.); (Y.L.); (W.M.)
| | - Zhikang Zhou
- Department of Anesthesiology, the First Medical Center of Chinese PLA General Hospital, Beijing 100853, China; (Y.C.); (A.H.); (X.W.); (T.C.); (Z.Z.); (Y.J.); (Y.L.); (W.M.)
| | - Youyou Jiao
- Department of Anesthesiology, the First Medical Center of Chinese PLA General Hospital, Beijing 100853, China; (Y.C.); (A.H.); (X.W.); (T.C.); (Z.Z.); (Y.J.); (Y.L.); (W.M.)
| | - Yungen Luo
- Department of Anesthesiology, the First Medical Center of Chinese PLA General Hospital, Beijing 100853, China; (Y.C.); (A.H.); (X.W.); (T.C.); (Z.Z.); (Y.J.); (Y.L.); (W.M.)
| | - Yuheng Wang
- The Faculty of Electrical Engineering and Computer Science, Ningbo University, Ningbo 315211, China;
| | - Weidong Mi
- Department of Anesthesiology, the First Medical Center of Chinese PLA General Hospital, Beijing 100853, China; (Y.C.); (A.H.); (X.W.); (T.C.); (Z.Z.); (Y.J.); (Y.L.); (W.M.)
| | - Jiangbei Cao
- Department of Anesthesiology, the First Medical Center of Chinese PLA General Hospital, Beijing 100853, China; (Y.C.); (A.H.); (X.W.); (T.C.); (Z.Z.); (Y.J.); (Y.L.); (W.M.)
- Correspondence:
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Vardar K, Can K, Aksu U. Fluid Resuscitation Aggravates the Cellular Injury in a Hemorrhagic Shock Model. DUBAI MEDICAL JOURNAL 2022. [DOI: 10.1159/000520430] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
<b><i>Background:</i></b> Resuscitation is the initial step for hemorrhagic shock. However, there is still controversy as to which fluid achieves the best results clinically and experimentally. <b><i>Aim:</i></b> It was aimed to investigate the effects of 0.9% NaCl (sodium chloride) and 6% HES (hydroxyethyl starch) on the kidney and blood environment. <b><i>Methods:</i></b> Twenty-four male Wistar rats were assigned as control, shock, and resuscitated (colloid: 6% HES and crystalloid: 0.9% NaCl) groups. Besides hemodynamics (mean arterial pressure and shock index) monitoring and kidney function evaluation, hemolysis, oxidative stress, inflammation, and glycocalyx degradation were evaluated in the plasma and kidney. <b><i>Results:</i></b> (1) Macrohemodynamics were successfully restored by both fluids. (2) Although 3 times more crystalloid volume was applied compared to the colloid resuscitation, similar hematocrit levels were found in both resuscitation strategies (32.8 ± 2.3 vs. 33.3 ± 1.0). (3) NaCl resuscitation led to increases in the hemolytic index, catalytic iron, and sialic acid compared to control, while HES administration increased the levels of malondialdehyde, ischemia-modified albumin, and sialic acid. (4) However, both fluid resuscitation strategies could inhibit inflammation and oxidative stress in the kidney and restore kidney function parameters. <b><i>Conclusion:</i></b> Although both NaCl and HES resuscitation showed protection of the kidney function against oxidative stress and inflammation, these fluids initiated the injury process.
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Chance TC, Wu X, Keesee JD, Garcia-Marcano J, Salgado CL, Liu B, Moseley JJ, Peck KA, R-Borlado L, Atai NA, Gould SJ, Marban LS, Cap AP, Rathbone CR, Bynum JA. Extracellular vesicles derived from cardiosphere-derived cells as a potential antishock therapeutic. J Trauma Acute Care Surg 2021; 91:S81-S88. [PMID: 34108422 DOI: 10.1097/ta.0000000000003218] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
BACKGROUND Extracellular vesicles (EVs) isolated from cardiosphere-derived cells (CDC-EVs) are coming to light as a unique cell-free therapeutic. Because of their novelty, however, there still exist prominent gaps in knowledge regarding their therapeutic potential. Herein the therapeutic potential of CDC-EVs in a rat model of acute traumatic coagulopathy induced by multiple injuries and hemorrhagic shock is outlined. METHODS Extracellular vesicle surface expression of procoagulant molecules (tissue factor and phosphatidylserine) was evaluated by flow cytometry. Extracellular vesicle thrombogenicity was tested using calibrated thrombogram, and clotting parameters were assessed using a flow-based adhesion model simulating blood flow over a collagen-expressing surface. The therapeutic efficacy of EVs was then determined in a rat model of acute traumatic coagulopathy induced by multiple injuries and hemorrhagic shock. RESULTS Extracellular vesicles isolated from cardiosphere-derived cells are not functionally procoagulant and do not interfere with platelet function. In a rat model of multiple injuries and hemorrhagic shock, early administration of EVs significantly reduced the elevation of lactate and creatinine and did not significantly enhance coagulopathy in rats with acute traumatic coagulopathy. CONCLUSION The results of this study are of great relevance to the development of EV products for use in combat casualty care, as our studies show that CDC-EVs have the potential to be an antishock therapeutic if administered early. These results demonstrate that research using CDC-EVs in trauma care needs to be considered and expanded beyond their reported cardioprotective benefits.
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Affiliation(s)
- Tiffani C Chance
- From the Coagulation and Blood Research (Blood) (T.C.C., X.W., J.D.K., J.G.-M., C.L.S., B.L., A.P.C., J.A.B.), United States Army Institute of Surgical Research, San Antonio, Texas; Capricor Therapeutics Institute (J.J.M., K.A.P., L.R.-B., N.A.A., L.S.M.), Beverly Hills, California; Department of Biological Chemistry (S.J.G.), Johns Hopkins, Baltimore, Maryland; and Department of Biomedical Engineering (C.R.R.), The University of Texas at San Antonio, San Antonio, Texas
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Weber B, Lackner I, Haffner-Luntzer M, Palmer A, Pressmar J, Scharffetter-Kochanek K, Knöll B, Schrezenemeier H, Relja B, Kalbitz M. Modeling trauma in rats: similarities to humans and potential pitfalls to consider. J Transl Med 2019; 17:305. [PMID: 31488164 PMCID: PMC6728963 DOI: 10.1186/s12967-019-2052-7] [Citation(s) in RCA: 51] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2019] [Accepted: 08/29/2019] [Indexed: 12/27/2022] Open
Abstract
Trauma is the leading cause of mortality in humans below the age of 40. Patients injured by accidents frequently suffer severe multiple trauma, which is life-threatening and leads to death in many cases. In multiply injured patients, thoracic trauma constitutes the third most common cause of mortality after abdominal injury and head trauma. Furthermore, 40-50% of all trauma-related deaths within the first 48 h after hospital admission result from uncontrolled hemorrhage. Physical trauma and hemorrhage are frequently associated with complex pathophysiological and immunological responses. To develop a greater understanding of the mechanisms of single and/or multiple trauma, reliable and reproducible animal models, fulfilling the ethical 3 R's criteria (Replacement, Reduction and Refinement), established by Russell and Burch in 'The Principles of Human Experimental Technique' (published 1959), are required. These should reflect both the complex pathophysiological and the immunological alterations induced by trauma, with the objective to translate the findings to the human situation, providing new clinical treatment approaches for patients affected by severe trauma. Small animal models are the most frequently used in trauma research. Rattus norvegicus was the first mammalian species domesticated for scientific research, dating back to 1830. To date, there exist numerous well-established procedures to mimic different forms of injury patterns in rats, animals that are uncomplicated in handling and housing. Nevertheless, there are some physiological and genetic differences between humans and rats, which should be carefully considered when rats are chosen as a model organism. The aim of this review is to illustrate the advantages as well as the disadvantages of rat models, which should be considered in trauma research when selecting an appropriate in vivo model. Being the most common and important models in trauma research, this review focuses on hemorrhagic shock, blunt chest trauma, bone fracture, skin and soft-tissue trauma, burns, traumatic brain injury and polytrauma.
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Affiliation(s)
- Birte Weber
- Department of Traumatology, Hand-, Plastic-, and Reconstructive Surgery, Center of Surgery, University of Ulm Medical School, Albert-Einstein-Allee 23, 89081 Ulm, Germany
| | - Ina Lackner
- Department of Traumatology, Hand-, Plastic-, and Reconstructive Surgery, Center of Surgery, University of Ulm Medical School, Albert-Einstein-Allee 23, 89081 Ulm, Germany
| | - Melanie Haffner-Luntzer
- Institute of Orthopedic Research and Biomechanics, University Medical Center Ulm, Ulm, Germany
| | - Annette Palmer
- Institute of Clinical and Experimental Trauma-Immunology, University of Ulm, Ulm, Germany
| | - Jochen Pressmar
- Department of Traumatology, Hand-, Plastic-, and Reconstructive Surgery, Center of Surgery, University of Ulm Medical School, Albert-Einstein-Allee 23, 89081 Ulm, Germany
| | | | - Bernd Knöll
- Institute of Physiological Chemistry, University of Ulm, Ulm, Germany
| | - Hubert Schrezenemeier
- Institute of Transfusion Medicine, University of Ulm and Institute of Clinical Transfusion Medicine and Immunogenetics Ulm, German Red Cross Blood Transfusion Service Baden-Württemberg – Hessen and University Hospital Ulm, Ulm, Germany
| | - Borna Relja
- Department of Trauma, Hand and Reconstructive Surgery, Goethe University Frankfurt, Frankfurt, Germany
- Department of Radiology and Nuclear Medicine, Experimental Radiology, Otto-von-Guericke University, Magdeburg, Germany
| | - Miriam Kalbitz
- Department of Traumatology, Hand-, Plastic-, and Reconstructive Surgery, Center of Surgery, University of Ulm Medical School, Albert-Einstein-Allee 23, 89081 Ulm, Germany
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Lucas A, Williams AT, Cabrales P. Prediction of Recovery From Severe Hemorrhagic Shock Using Logistic Regression. IEEE JOURNAL OF TRANSLATIONAL ENGINEERING IN HEALTH AND MEDICINE 2019; 7:1900509. [PMID: 31367491 PMCID: PMC6661015 DOI: 10.1109/jtehm.2019.2924011] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/24/2019] [Revised: 06/13/2019] [Accepted: 06/16/2019] [Indexed: 11/09/2022]
Abstract
This paper implements logistic regression models (LRMs) and feature selection for creating a predictive model for recovery form hemorrhagic shock (HS) with resuscitation using blood in the multiple experimental rat animal protocols. A total of 61 animals were studied across multiple HS experiments, which encompassed two different HS protocols and two resuscitation protocols using blood stored for short periods using five different techniques. Twenty-seven different systemic hemodynamics, cardiac function, and blood gas parameters were measured in each experiment, of which feature selection deemed only 25% of the them as relevant. The reduced feature set was used to train a final logistic regression model. A final test set accuracy is 84% compared to 74% for a baseline classifier using only MAP and HR measurements. Receiver operating characteristics (ROC) curve analysis and Cohens kappa statistics were also used as measures of performance, with the final reduced model outperforming the model, including all parameters. Our results suggest that LRMs trained with a combination of systemic hemodynamics, cardiac function, and blood gas parameters measured at multiple timepoints during HS can successfully classify HS recovery groups. Our results show the predictive ability of traditional and novel hemodynamic and cardiac function features and their combinations, many of which had not previously been taken into consideration, for monitoring HS. Furthermore, we have devised an effective methodology for feature selection and shown ways in which the performance of such predictive models should be assessed in future studies.
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Affiliation(s)
- Alfredo Lucas
- Department of BioengineeringUniversity of California at San DiegoLa JollaCA92092USA
| | | | - Pedro Cabrales
- Department of BioengineeringUniversity of California at San DiegoLa JollaCA92092USA
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The clinical utility of shock index to predict the need for blood transfusion and outcomes in trauma. J Surg Res 2018; 227:52-59. [PMID: 29804862 DOI: 10.1016/j.jss.2018.02.013] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2017] [Revised: 12/27/2017] [Accepted: 02/13/2018] [Indexed: 11/23/2022]
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Abstract
In our previous study, our input data set consisted of 78 rats, the blood loss in percent as a dependent variable, and 11 independent variables (heart rate, systolic blood pressure, diastolic blood pressure, mean arterial pressure, pulse pressure, respiration rate, temperature, perfusion index, lactate concentration, shock index, and new index (lactate concentration/perfusion)). The machine learning methods for multicategory classification were applied to a rat model in acute hemorrhage to predict the four Advanced Trauma Life Support (ATLS) hypovolemic shock classes for triage in our previous study. However, multicategory classification is much more difficult and complicated than binary classification. We introduce a simple approach for classifying ATLS hypovolaemic shock class by predicting blood loss in percent using support vector regression and multivariate linear regression (MLR). We also compared the performance of the classification models using absolute and relative vital signs. The accuracies of support vector regression and MLR models with relative values by predicting blood loss in percent were 88.5% and 84.6%, respectively. These were better than the best accuracy of 80.8% of the direct multicategory classification using the support vector machine one-versus-one model in our previous study for the same validation data set. Moreover, the simple MLR models with both absolute and relative values could provide possibility of the future clinical decision support system for ATLS classification. The perfusion index and new index were more appropriate with relative changes than absolute values.
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Abstract
The microvasculature plays a central role in the pathophysiology of hemorrhagic shock and is also involved in arguably all therapeutic attempts to reverse or minimize the adverse consequences of shock. Microvascular studies specific to hemorrhagic shock were reviewed and broadly grouped depending on whether data were obtained on animal or human subjects. Dedicated sections were assigned to microcirculatory changes in specific organs, and major categories of pathophysiological alterations and mechanisms such as oxygen distribution, ischemia, inflammation, glycocalyx changes, vasomotion, endothelial dysfunction, and coagulopathy as well as biomarkers and some therapeutic strategies. Innovative experimental methods were also reviewed for quantitative microcirculatory assessment as it pertains to changes during hemorrhagic shock. The text and figures include representative quantitative microvascular data obtained in various organs and tissues such as skin, muscle, lung, liver, brain, heart, kidney, pancreas, intestines, and mesentery from various species including mice, rats, hamsters, sheep, swine, bats, and humans. Based on reviewed findings, a new integrative conceptual model is presented that includes about 100 systemic and local factors linked to microvessels in hemorrhagic shock. The combination of systemic measures with the understanding of these processes at the microvascular level is fundamental to further develop targeted and personalized interventions that will reduce tissue injury, organ dysfunction, and ultimately mortality due to hemorrhagic shock. Published 2018. Compr Physiol 8:61-101, 2018.
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Affiliation(s)
- Ivo Torres Filho
- US Army Institute of Surgical Research, JBSA Fort Sam Houston, Texas, USA
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Kim SY, Hong KJ, Shin SD, Ro YS, Ahn KO, Kim YJ, Lee EJ. Validation of the Shock Index, Modified Shock Index, and Age Shock Index for Predicting Mortality of Geriatric Trauma Patients in Emergency Departments. J Korean Med Sci 2016; 31:2026-2032. [PMID: 27822945 PMCID: PMC5102870 DOI: 10.3346/jkms.2016.31.12.2026] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/30/2016] [Accepted: 08/22/2016] [Indexed: 01/21/2023] Open
Abstract
The shock index (SI), modified shock index (MSI), and age multiplied by SI (Age SI) are used to assess the severity and predict the mortality of trauma patients, but their validity for geriatric patients is controversial. The purpose of this investigation was to assess predictive value of the SI, MSI, and Age SI for geriatric trauma patients. We used the Emergency Department-based Injury In-depth Surveillance (EDIIS), which has data from 20 EDs across Korea. Patients older than 65 years who had traumatic injuries from January 2008 to December 2013 were enrolled. We compared in-hospital and ED mortality of groups categorized as stable and unstable according to indexes. We also assessed their predictive power of each index by calculating the area under the each receiver operating characteristic (AUROC) curve. A total of 45,880 cases were included. The percentage of cases classified as unstable was greater among non-survivors than survivors for the SI (36.6% vs. 1.8%, P < 0.001), the MSI (38.6% vs. 2.2%, P < 0.001), and the Age SI (69.4% vs. 21.3%, P < 0.001). Non-survivors had higher median values than survivors on the SI (0.84 vs. 0.57, P < 0.001), MSI (0.79 vs. 1.14, P < 0.001), and Age SI (64.0 vs. 41.5, P < 0.001). The predictive power of the Age SI for in-hospital mortality was higher than SI (AUROC: 0.740 vs. 0.674, P < 0.001) or MSI (0.682, P < 0.001) in geriatric trauma patients.
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Affiliation(s)
- Soon Yong Kim
- Department of Emergency Medicine, Seoul National University College of Medicine and Hospital, Seoul, Korea
| | - Ki Jeong Hong
- Department of Emergency Medicine, Seoul National University Boramae Medical Center, Seoul, Korea.
- Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul National University Hospital, Seoul, Korea
| | - Sang Do Shin
- Department of Emergency Medicine, Seoul National University College of Medicine and Hospital, Seoul, Korea
- Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul National University Hospital, Seoul, Korea
| | - Young Sun Ro
- Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul National University Hospital, Seoul, Korea
| | - Ki Ok Ahn
- Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul National University Hospital, Seoul, Korea
| | - Yu Jin Kim
- Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul National University Hospital, Seoul, Korea
- Department of Emergency Medicine, Seoul National University Bundang Hospital, Seongnam, Korea
| | - Eui Jung Lee
- Laboratory of Emergency Medical Services, Seoul National University Hospital Biomedical Research Institute, Seoul National University Hospital, Seoul, Korea
- Department of Emergency Medicine, Seoul National University Bundang Hospital, Seongnam, Korea
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Bouzat P, Schilte C, Vinclair M, Manhes P, Brun J, Bosson JL, Payen JF. Capillary lactate concentration on admission of normotensive trauma patients: a prospective study. Scand J Trauma Resusc Emerg Med 2016; 24:82. [PMID: 27267942 PMCID: PMC4896037 DOI: 10.1186/s13049-016-0272-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2016] [Accepted: 05/24/2016] [Indexed: 11/18/2022] Open
Abstract
Background Elevated serum blood lactate is an indicator of on-going bleeding in severe trauma patients. Point-of-care (POC) capillary lactate measurement devices may be useful to rapidly assess lactate concentration at the bedside. The aim of this study was to test the diagnostic performance of capillary lactate to predict significant transfusion in normotensive trauma patients. Methods We conducted a prospective observational study in one level-I trauma centre. From August 2011 to February 2013, 120 consecutive adult patients with systolic blood pressure (SBP) higher than 90 mmHg were included. Capillary lactate was measured on admission in the trauma bay. The primary outcome was defined as a significant transfusion within the first 48 h. Diagnostic performance was determined using receiver operating characteristic (ROC) curve analysis. We also tested the agreement between capillary lactate and blood lactate concentrations using Bland and Altman analysis. Results Of the 120 normotensive trauma patients, 30 (25 %) required at least one unit of packed red blood cells (RBC) and 12 (10 %) patients received at least four RBC within the first 48 h. All patients with significant RBC transfusion had capillary lactate higher than 3.5 mmol/l. The area under the ROC curve of capillary lactate on admission to predict transfusion of at least 4 RBC units was 0.68 [95 % CI 0.58 – 0.78]. The average bias between capillary and blood lactate measurements was 2.4 mmol/l with a standard deviation of 3.0 mmol/l (n = 60 patients). Conclusions Although a significant association was found between POC lactate concentration and transfusion requirements, the diagnostic performance of capillary lactate measurements was poor. Due to large disagreement between capillary lactate and blood lactate, capillary lactate cannot be considered in the clinical setting. Trial registration ClinicalTrials.gov, No. NCT01793428. Electronic supplementary material The online version of this article (doi:10.1186/s13049-016-0272-x) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Pierre Bouzat
- Pôle Anesthesie Reanimation, CHU Grenoble Alpes, F-38000, Grenoble, France. .,University Grenoble Alpes, F-38000, Grenoble, France. .,INSERM U1216, F-38000, Grenoble, France.
| | - Clotilde Schilte
- Pôle Anesthesie Reanimation, CHU Grenoble Alpes, F-38000, Grenoble, France.,University Grenoble Alpes, F-38000, Grenoble, France
| | - Marc Vinclair
- Pôle Anesthesie Reanimation, CHU Grenoble Alpes, F-38000, Grenoble, France
| | - Pauline Manhes
- Pôle Anesthesie Reanimation, CHU Grenoble Alpes, F-38000, Grenoble, France
| | - Julien Brun
- Pôle Anesthesie Reanimation, CHU Grenoble Alpes, F-38000, Grenoble, France
| | - Jean-Luc Bosson
- Centre d'investigation clinique, CHU Grenoble Alpes, F-38000, Grenoble, France
| | - Jean-François Payen
- Pôle Anesthesie Reanimation, CHU Grenoble Alpes, F-38000, Grenoble, France.,University Grenoble Alpes, F-38000, Grenoble, France.,INSERM U1216, F-38000, Grenoble, France
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14
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Lu M, Zhao C, Wang Q, You G, Wang Y, Deng H, Chen G, Xia S, Zhao J, Wang B, Li X, Shao L, Wu Y, Zhao L, Zhou H. Preparation, characterization and in vivo investigation of blood-compatible hemoglobin-loaded nanoparticles as oxygen carriers. Colloids Surf B Biointerfaces 2016; 139:171-179. [PMID: 26708138 DOI: 10.1016/j.colsurfb.2015.12.012] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2015] [Revised: 11/24/2015] [Accepted: 12/07/2015] [Indexed: 12/22/2022]
Abstract
Although many attempts have been made to design advanced hemoglobin-based oxygen carriers (HBOCs), no clinically viable product has been widely approved, because they do not perform normal blood functions, such as coagulation, hematologic reactions and stability. Additionally, the in vivo oxygenation of hemoglobin-loaded nanoparticles (HbPs) encapsulated with polymers has seldom been proved. Herein, HbPs of approximately 200nm with good stability were successfully fabricated and exhibited oxygen-carrying capacity. The HbPs preserve the biological and structure features of hemoglobin according to UV-vis spectrophotometry, Fourier transform infrared (FTIR) spectroscopy and circular dichroism (CD) spectral analysis. In vitro, the HbPs showed a viscosity comparable to that of blood with no obvious effects on red blood cell aggregation. At the same time, blood compatibility was characterized in terms of platelet function, clot strength, speed of clot formation, degree of fibrin cross-linking and hemolysis rate. After intravenous administration of HbPs to mice with controlled hemorrhages, blood flow recovery and maintenance of systemic oxygenation were observed.
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Affiliation(s)
- Mingzi Lu
- Institute of Transfusion Medicine, Academy of Military Medical Sciences, Beijing 100850, China
| | - Caiyan Zhao
- National Center for Nanoscience and Technology, Beijing 100190, China
| | - Quan Wang
- Institute of Transfusion Medicine, Academy of Military Medical Sciences, Beijing 100850, China
| | - Guoxing You
- Institute of Transfusion Medicine, Academy of Military Medical Sciences, Beijing 100850, China
| | - Ying Wang
- Institute of Transfusion Medicine, Academy of Military Medical Sciences, Beijing 100850, China
| | - Hongzhang Deng
- National Center for Nanoscience and Technology, Beijing 100190, China
| | - Gan Chen
- Institute of Transfusion Medicine, Academy of Military Medical Sciences, Beijing 100850, China
| | - Sha Xia
- Institute of Transfusion Medicine, Academy of Military Medical Sciences, Beijing 100850, China
| | - Jingxiang Zhao
- Institute of Transfusion Medicine, Academy of Military Medical Sciences, Beijing 100850, China
| | - Bo Wang
- Institute of Transfusion Medicine, Academy of Military Medical Sciences, Beijing 100850, China
| | - Xianlei Li
- National Center for Nanoscience and Technology, Beijing 100190, China
| | - Leihou Shao
- National Center for Nanoscience and Technology, Beijing 100190, China
| | - Yan Wu
- National Center for Nanoscience and Technology, Beijing 100190, China.
| | - Lian Zhao
- Institute of Transfusion Medicine, Academy of Military Medical Sciences, Beijing 100850, China.
| | - Hong Zhou
- Institute of Transfusion Medicine, Academy of Military Medical Sciences, Beijing 100850, China.
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Choi SB, Park JS, Chung JW, Kim SW, Kim DW. Prediction of ATLS hypovolemic shock class in rats using the perfusion index and lactate concentration. Shock 2016; 43:361-8. [PMID: 25394246 DOI: 10.1097/shk.0000000000000296] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
It is necessary to quickly and accurately determine Advanced Trauma Life Support (ATLS) hemorrhagic shock class for triage in cases of acute hemorrhage caused by trauma. However, the ATLS classification has limitations, namely, with regard to primary vital signs. This study identified the optimal variables for appropriate triage of hemorrhage severity, including the peripheral perfusion index and serum lactate concentration in addition to the conventional primary vital signs. To predict the four ATLS classes, three popular machine learning algorithms with four feature selection methods for multicategory classification were applied to a rat model of acute hemorrhage. A total of 78 anesthetized rats were divided into four groups for ATLS classification based on blood loss (in percent). The support vector machine one-versus-one model with the Kruskal-Wallis feature selection method performed best, with 80.8% accuracy, relative classifier information of 0.629, and a kappa index of 0.732. The new hemorrhage-induced severity index (lactate concentration/perfusion index), diastolic blood pressure, mean arterial pressure, and the perfusion index were selected as the optimal variables for predicting the four ATLS classes by support vector machine one-versus-one with the Kruskal-Wallis method. These four variables were also selected for binary classification to predict ATLS classes I and II versus III and IV for blood transfusion requirement. The suggested ATLS classification system would be helpful to first responders by indicating the severity of patients, allowing physicians to prepare suitable resuscitation before hospital arrival, which could hasten treatment initiation.
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Affiliation(s)
- Soo Beom Choi
- *Department of Medical Engineering, Yonsei University College of Medicine; †Brain Korea 21 PLUS Project for Medical Science, Yonsei University; ‡Department of Medicine, Yonsei University College of Medicine; and §Graduate Program in Biomedical Engineering, Yonsei University, Seoul, Republic of Korea
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Henning DJ, Oedorf K, Day DE, Redfield CS, Huguenel CJ, Roberts JC, Sanchez LD, Wolfe RE, Shapiro NI. Derivation and Validation of Predictive Factors for Clinical Deterioration after Admission in Emergency Department Patients Presenting with Abnormal Vital Signs Without Shock. West J Emerg Med 2015; 16:1059-66. [PMID: 26759655 PMCID: PMC4703194 DOI: 10.5811/westjem.2015.9.27348] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2015] [Revised: 08/08/2015] [Accepted: 09/27/2015] [Indexed: 01/02/2023] Open
Abstract
INTRODUCTION Strategies to identify high-risk emergency department (ED) patients often use markedly abnormal vital signs and serum lactate levels. Risk stratifying such patients without using the presence of shock is challenging. The objective of the study is to identify independent predictors of in-hospital adverse outcomes in ED patients with abnormal vital signs or lactate levels, but who are not in shock. METHODS We performed a prospective observational study of patients with abnormal vital signs or lactate level defined as heart rate ≥130 beats/min, respiratory rate ≥24 breaths/min, shock index ≥1, systolic blood pressure <90 mm/Hg, or lactate ≥4 mmole/L. We excluded patients with isolated atrial tachycardia, seizure, intoxication, psychiatric agitation, or tachycardia due to pain (ie: extremity fracture). The primary outcome was deterioration, defined as development of acute renal failure (creatinine 2× baseline), non-elective intubation, vasopressor requirement, or mortality. Independent predictors of deterioration after hospitalization were determined using logistic regression. RESULTS Of 1,152 consecutive patients identified with abnormal vital signs or lactate level, 620 were excluded, leaving 532 for analysis. Of these, 53/532 (9.9±2.5%) deteriorated after hospital admission. Independent predictors of in-hospital deterioration were: lactate >4.0 mmol/L (OR 5.1, 95% CI [2.1-12.2]), age ≥80 yrs (OR 1.9, CI [1.0-3.7]), bicarbonate <21 mEq/L (OR 2.5, CI [1.3-4.9]), and initial HR≥130 (OR 3.1, CI [1.5-6.1]). CONCLUSION Patients exhibiting abnormal vital signs or elevated lactate levels without shock had significant rates of deterioration after hospitalization. ED clinical data predicted patients who suffered adverse outcomes with reasonable reliability.
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Affiliation(s)
- Daniel J. Henning
- University of Washington School of Medicine, Division of Emergency Medicine, Seattle, Washington
| | - Kimie Oedorf
- Beth Israel Deaconess Medical Center, Department of Emergency Medicine, Boston, Massachusetts
| | - Danielle E. Day
- Beth Israel Deaconess Medical Center, Department of Emergency Medicine, Boston, Massachusetts
| | - Colby S. Redfield
- Beth Israel Deaconess Medical Center, Department of Emergency Medicine, Boston, Massachusetts
| | - Colin J. Huguenel
- Beth Israel Deaconess Medical Center, Department of Emergency Medicine, Boston, Massachusetts
| | - Jonathan C. Roberts
- Beth Israel Deaconess Medical Center, Department of Emergency Medicine, Boston, Massachusetts
| | - Leon D. Sanchez
- Beth Israel Deaconess Medical Center, Department of Emergency Medicine, Boston, Massachusetts
| | - Richard E. Wolfe
- Beth Israel Deaconess Medical Center, Department of Emergency Medicine, Boston, Massachusetts
| | - Nathan I. Shapiro
- Beth Israel Deaconess Medical Center, Department of Emergency Medicine, Boston, Massachusetts
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An Increase in Initial Shock Index Is Associated With the Requirement for Massive Transfusion in Emergency Department Patients With Primary Postpartum Hemorrhage. Shock 2013; 40:101-5. [DOI: 10.1097/shk.0b013e31829b1778] [Citation(s) in RCA: 46] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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Mortality prediction of rats in acute hemorrhagic shock using machine learning techniques. Med Biol Eng Comput 2013; 51:1059-67. [DOI: 10.1007/s11517-013-1091-0] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2013] [Accepted: 06/08/2013] [Indexed: 10/26/2022]
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What's new in Shock? December 2012. Shock 2012; 38:575-6. [PMID: 23160519 DOI: 10.1097/shk.0b013e318278ae5f] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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