1.Construction and Application of Rib Fracture Diagnosis Model Based on YOLOv3 Algorithm.
Jie BAI ; Jing SUN ; Xiao-Guang CHENG ; Fan LIU ; Hua LIU ; Xu WANG
Journal of Forensic Medicine 2023;39(4):343-349
OBJECTIVES:
The artificial intelligence-aided diagnosis model of rib fractures based on YOLOv3 algorithm was established and applied to practical case to explore the application advantages in rib fracture cases in forensic medicine.
METHODS:
DICOM format CT images of 884 cases with rib fractures caused by thoracic trauma were collected, and 801 of them were used as training and validation sets. A rib fracture diagnosis model based on YOLOv3 algorithm and Darknet53 as the backbone network was built. After the model was established, 83 cases were taken as the test set, and the precision rate, recall rate, F1-score and radiology interpretation time were calculated. The model was used to diagnose a practical case and compared with manual diagnosis.
RESULTS:
The established model was used to test 83 cases, the fracture precision rate of this model was 90.5%, the recall rate was 75.4%, F1-score was 0.82, the radiology interpretation time was 4.4 images per second and the identification time of each patient's data was 21 s, much faster than manual diagnosis. The recognition results of the model was consistent with that of the manual diagnosis.
CONCLUSIONS
The rib fracture diagnosis model in practical case based on YOLOv3 algorithm can quickly and accurately identify fractures, and the model is easy to operate. It can be used as an auxiliary diagnostic technique in forensic clinical identification.
Humans
;
Rib Fractures/diagnostic imaging*
;
Artificial Intelligence
;
Thoracic Injuries
;
Algorithms
;
Radiography
;
Retrospective Studies
2.Analysis of Thoracic Aorta Injury in 27 Road Traffic Accident Deaths.
Wei-Quan YE ; Jia HE ; Zhao-Bin WU ; Liu-Xin CAI
Journal of Forensic Medicine 2022;38(4):486-489
OBJECTIVES:
To analyze the characteristics of thoracic aorta injury in road traffic accidents, to provide data reference for forensic identification.
METHODS:
The data of 27 traffic accident death cases with thoracic aorta injury were analyzed according to relevant parameters including sex, age, mode of transportation, and thoracic aorta injury.
RESULTS:
Aortic injury in traffic accidents was significantly more in males than females, and 74.1% cases were in the age range of 31-70 years. The most common mode of transportation was the motorcycle, followed by electric bike, most of which crashed with trucks. Most cases were accompanied by rib fractures and lung injuries. Thoracic aorta injury was the most common in ascending aorta, followed by aortic arch and thoracic aorta. Ascending aorta injury was most likely to occur in the range of 0-<1.6 cm from the aortic valve, while it was rare over 2.6 cm. Taking the aortic valve as the reference, the most common locations of injury were the anterior semilunar valve, followed by the right posterior semilunar valve and the left posterior semilunar valve. Thoracic aortic rupture occurred in 63.0% cases, and intima and media lacerations only occurred in 37.0% cases. A few deceased had aortic diseases.
CONCLUSIONS
The proximal part of the ascending aorta is prone to be injured because of the large external force of traffic accidents. The medical examiner should carefully examine the aortic injury in traffic accident deaths, and evaluate the relationship between the injury and the disease according to the condition and degree of aortic injury.
Male
;
Female
;
Humans
;
Adult
;
Middle Aged
;
Aged
;
Aorta, Thoracic/injuries*
;
Accidents, Traffic
;
Thoracic Injuries
;
Aortic Rupture/etiology*
;
Rib Fractures
3.Correlation of rib fracture patterns with abdominal solid organ injury: A retrospective observational cohort study.
Abdoulhossein DAVOODABADI ; Noshin MOSAVIBIOKI ; Mohammad MASHAYEKHIL ; Hamidreza GILASI ; Esmail Abdorrahim KASHI ; Babak HAGHPANAH
Chinese Journal of Traumatology 2022;25(1):45-48
PURPOSE:
Rib fractures are one of the most common causes of morbidity and mortality and are associated with abdominal solid organ injury (ASOI). The purpose of this study was to investigate the correlation of ASOI with the number, location, and involved segments of rib fracture(s) in blunt chest trauma.
METHODS:
This retrospective cohort study was conducted on patients with blunt chest trauma over the age of 15 years, who were hospitalized with the diagnosis of rib fractures from July 2015 to September 2020. After ethic committee approval, a retrospective chart review was designed and patients with a diagnosis of rib fractures were selected. Patients who had chest and abdominopelvic CT scan were included in the study and additional data including age, gender, injury severity score, trauma mechanism, number and sides of the fractured ribs (left/right/bilateral), rib fracture segments (upper, middle, lower zone) and results of chest and abdominal spiral CT scan were recorded. The correlation between ASOI and the sides, segments and number of rib fracture(s) was assessed by Pearson's correlation coefficient.
RESULTS:
Altogether 1056 patients with rib fracture(s) were included. The mean age was (42.76 ± 13.35) years and 85.4% were male. The most common mechanism of trauma was car accident (34.6%). Most fractures occurred in the middle rib zone (60.44%) and the most commonly involved ribs were the 6th and 7th ones (15.7% and 16.4%, respectively). Concurrent abdominal injuries were observed in 103 patients (34.91%) and were significantly associated with middle zone rib fractures.
CONCLUSION
There is a significant relationship between middle zone rib fractures and ASOI. Intra-abdominal injuries are not restricted to fractures of the lower ribs and thus should always be kept in mind during management of blunt trauma patients with rib fractures.
Abdominal Injuries/diagnostic imaging*
;
Adolescent
;
Adult
;
Humans
;
Male
;
Middle Aged
;
Retrospective Studies
;
Rib Fractures/epidemiology*
;
Thoracic Injuries/epidemiology*
;
Wounds, Nonpenetrating/diagnostic imaging*
4.Combined use of prefabricated rib-locking titanium plate with ultrasound-guided thoracic paravertebral nerve blockade in the treatment of multiple rib fractures among the elderly.
Hong-Yang SANG ; Song WU ; Zheng-Yang FAN ; Qian-Ping LI ; Shao-Fei CHENG ; Kun FAN
China Journal of Orthopaedics and Traumatology 2022;35(10):979-983
OBJECTIVE:
This paper is aimed at investigating the efficacy of combining internal fixation using prefabricated rib-locking titanium plate with ultrasound-guided thoracic paravertebral nerve blockade in treating multiple rib fractures among the elderly.
METHODS:
Retrospective analysis of 221 elderly patients with multiple rib fractures treated from February 2016 to November 2020. According to whether surgery was performed, they were divided into the plate-blockage combination group (surgical group, 102 cases) and conservative treatment group (non-surgical group, 119 cases). The surgical group consisted of 58 males and 44 females aged from 60 to 85 years old, with an average of (67.2±3.6 ) years old, who suffered from 3 to 12 rib fractures with an average of (5.3±2.1) fractures. The non-surgical group consisted of 66 males and 53 females aged from 60 to 84 years old with an average of (66.8±3.2) years old, who suffered from 2 to 11 rib fractures with an average of(6.1±2.3) fractures. The clinical data, efficacies observed, and complications associated with both groups were compared and analyzed.
RESULTS:
There was no significant difference in preoperative clinical data between two groups (P>0.05), and all patients were discharged smoothly. Pulmonary infection (P=0.028), atelectasis (P=0.032), respiratory failure (P=0.026), time to get out of bed (P=0.040), time to fracture healing (P=0.035), length of hospital stay in the operation group (P=0.043), visual analogue scale (VAS) at 3 days (P=0.028), 5 days(P=0.032), and 7 days(P=0.019), maximal voluntary ventilation (MVV) at 3 months after surgery (P=0.042), forced expiratory volume in one second (FEV1)(P=0.035), and maximal voluntary ventilation at 6 months, the maximal voluntary ventilation(MVV)(P=0.021) and forced FEV1(P=0.026) were all significantly better than those in non-surgical treatment group.
CONCLUSION
For elderly patients with severe multiple rib fractures, the proposed plate-blockade combination can timely and effectively relieve pain, restore thoracic stability, shorten hospital stay, and reduce the incidence of complications such as pulmonary infections and acute respiratory distress syndrome(ARDS) compared with non-surgical treatments. Prefabricated rib-locking titanium plates have proved to demonstrate high clinical efficacy in treating multiple rib fractures among the elderly.
Male
;
Female
;
Humans
;
Aged
;
Middle Aged
;
Aged, 80 and over
;
Rib Fractures/etiology*
;
Titanium
;
Retrospective Studies
;
Bone Plates/adverse effects*
;
Fracture Fixation, Internal/adverse effects*
;
Treatment Outcome
;
Ultrasonography, Interventional/adverse effects*
;
Nerve Block/adverse effects*
;
Ribs
5.Not Available.
Long long CHENG ; Rong hui XU ; Wei YOU ; Hai xia WANG
Journal of Forensic Medicine 2021;37(5):749-751
6.The Chinese consensus for surgical treatment of traumatic rib fractures 2021 (C-STTRF 2021).
Ling-Wen KONG ; Guang-Bin HUANG ; Yun-Feng YI ; Ding-Yuan DU
Chinese Journal of Traumatology 2021;24(6):311-319
Rib fracture is the most common injury in chest trauma. Most of patients with rib fractures were treated conservatively, but up to 50% of patients, especially those with combined injury such as flail chest, presented chronic pain or chest wall deformities, and more than 30% had long-term disabilities, unable to retain a full-time job. In the past two decades, surgery for rib fractures has achieving good outcomes. However, in clinic, there are still some problems including inconsistency in surgical indications and quality control in medical services. Before the year of 2018, there were 3 guidelines on the management of regional traumatic rib fractures were published at home and abroad, focusing on the guidance of the overall treatment decisions and plans; another clinical guideline about the surgical treatment of rib fractures lacks recent related progress in surgical treatment of rib fractures. The Chinese Society of Traumatology, Chinese Medical Association, and the Chinese College of Trauma Surgeons, Chinese Medical Doctor Association organized experts from cardiothoracic surgery, trauma surgery, acute care surgery, orthopedics and other disciplines to participate together, following the principle of evidence-based medicine and in line with the scientific nature and practicality, formulated the Chinese consensus for surgical treatment of traumatic rib fractures (STTRF 2021). This expert consensus put forward some clear, applicable, and graded recommendations from seven aspects: preoperative imaging evaluation, surgical indications, timing of surgery, surgical methods, rib fracture sites for surgical fixation, internal fixation method and material selection, treatment of combined injuries in rib fractures, in order to provide guidance and reference for surgical treatment of traumatic rib fractures.
China
;
Consensus
;
Flail Chest
;
Fracture Fixation, Internal
;
Humans
;
Rib Fractures/surgery*
;
Thoracic Injuries
7.Blunt trauma related chest wall and pulmonary injuries: An overview.
Bekir Nihat DOGRUL ; Ibrahim KILICCALAN ; Ekrem Samet ASCI ; Selim Can PEKER
Chinese Journal of Traumatology 2020;23(3):125-138
Physical traumas are tragic and multifaceted injuries that suddenly threaten life. Although it is the third most common cause of death in all age groups, one out of four trauma patients die due to thoracic injury or its complications. Blunt injuries constitute the majority of chest trauma. This indicates the importance of chest trauma among all traumas. Blunt chest trauma is usually caused by motor vehicle accident, falling from height, blunt instrument injury and physical assault. As a result of chest trauma, many injuries may occur, such as pulmonary injuries, and these require urgent intervention. Chest wall and pulmonary injuries range from rib fractures to flail chest, pneumothorax to hemothorax and pulmonary contusion to tracheobronchial injuries. Following these injuries, patients may present with a simple dyspnea or even respiratory arrest. For such patient, it is important to understand the treatment logic and to take a multidisciplinary approach to treat the pulmonary and chest wall injuries. This is because only 10% of thoracic trauma patients require surgical operation and the remaining 90% can be treated with simple methods such as appropriate airway, oxygen support, maneuvers, volume support and tube thoracostomy. Adequate pain control in chest trauma is sometimes the most basic and best treatment. With definite diagnosis, the morbidity and mortality can be significantly reduced by simple treatment methods.
Flail Chest
;
therapy
;
Hemothorax
;
therapy
;
Humans
;
Lung Injury
;
therapy
;
Pain Management
;
Pneumothorax
;
therapy
;
Rib Fractures
;
therapy
;
Thoracic Injuries
;
therapy
;
Thoracic Wall
;
injuries
;
Wounds, Nonpenetrating
;
therapy
8.Exploring of the Mechanism of Rib Fracture Caused by Landing on Different Parts of the Trunk after Falls from Height Using Finite Element Method.
Wen Hu HU ; Yu SHAO ; Zheng Dong LI ; Dong Hua ZOU ; Jian Hua ZHANG ; Yi Jiu CHEN ; Hui Jun WANG
Journal of Forensic Medicine 2020;36(2):181-186
Objective To study the mechanism of rib fracture caused by landing on different parts of the trunk using finite element method, and to provide some new techniques and new ideas for the reconstruction of the whole process of falls from height. Methods The finite element method was used to study the rib fracture of human security model THUMS4.0 caused by landing on different parts of the trunk. Then the model was compared with actual cases and the mechanism of rib fracture caused by falls from height was analyzed from a biomechanical point of view. Results There were some differences in the stress and strain distribution as well as the rib fracture sites when different parts touched the ground. Ribs on both sides of the body were fractured when the front of the trunk touched the ground, and the fractures were mainly located in the junction of the ribs and costal cartilage and the midaxillary line area. When the right anterior part of the trunk touched the ground, rib fracture occurred first on the side that touched the ground, and rib fractures were mainly located in the area from the right midaxillary line to the posterior axillary line, and junction of ribs on both sides and costal cartilage. When the back of the trunk touched the ground, the fracture sites were mainly located on the back of the ribs on both sides. When the right posterior part of the trunk touched the ground, multiple rib fractures were likely to occur in the parts that touched the ground. The plastic strains were mainly concentrated at the fracture sites, while the von Mises stresses were not only concentrated at the fracture sites, but also at other sites. Conclusion There are some differences in rib fracture location sites and injury mechanisms when different parts of the trunk touch the ground.
Accidental Falls
;
Biomechanical Phenomena
;
Finite Element Analysis
;
Humans
;
Rib Fractures/etiology*
;
Ribs
;
Torso
9.Clinical Application and Mechanical Analysis of the Treatment of Multiple Rib Fractures and Flail Chest Using Three-wings Rib Plate.
Jianming LI ; Dongdong WANG ; Xiaoqi WANG ; Changtao WANG ; Shengzhang WANG
Chinese Journal of Medical Instrumentation 2020;44(5):395-398
This research evaluated the clinical efficacy of three-wings rib plate in the treatment of multiple rib fractures and flail chest with mechanical analysis and clinical verification. The model of rib and three-wings rib plate was reconstructed. The contact simulation with pretension stress was applied to the plate's fixation, and it was found that the bearable stress of the rib fractures after fixation increased from the result which indicated a good fixation efficacy of the plate. Clinical data of 53 cases of rib fractures and flail chest treated with three-wings rib plate in Shanghai Pudong Hospital of Fudan University were retrospectively analyzed. After the operation, the pain of the patients was relieved. Postoperative CT reconstruction of the chest showed good restoration of the rib fractures, which verified the clinical efficacy of three-wings rib plate. The three-wings rib plate showed a high value in clinical use for treatment of rib fractures.
China
;
Flail Chest/surgery*
;
Fracture Fixation, Internal
;
Humans
;
Retrospective Studies
;
Rib Fractures/surgery*
;
Ribs
10.Treatment of Isolated Sternal Fracture with Ultrasound-Guided Paravertebral Nerve Block: a Case Report and Literature Review
Kosin Medical Journal 2019;34(2):152-160
In the case of isolated sternal fractures, conservative treatment with analgesics is common, but pain can persist for more than 10 weeks, which can significantly interfere with daily life. Ultrasound-guided paravertebral nerve block is reported to be a successful means of pain control in patients with chest wall injury or rib fracture.A 70-year-old female patient presented with anterior chest pain that had persisted for 2 weeks despite conservative treatment. Sagittal reconstruction chest computed tomography and sternum lateral oblique x-ray revealed an isolated sternal fracture. An ultrasound-guided bilateral paravertebral nerve block was performed for pain control. After performing the procedure twice at a 1-week interval, the patient reported complete pain alleviation, and no other problems were observed over the 3-month follow-up period.Ultrasound-guided bilateral paravertebral nerve block can help patients with isolated sternal fractures to manage pain and return to normal activities sooner than with oral analgesics.
Aged
;
Analgesics
;
Chest Pain
;
Female
;
Follow-Up Studies
;
Humans
;
Nerve Block
;
Pain Management
;
Rib Fractures
;
Sternum
;
Thoracic Wall
;
Thorax
;
Ultrasonography

Result Analysis
Print
Save
E-mail