Applications of Deep Learning in Trauma Radiology: A Narrative Review.

Diagnostic imaging is essential in modern trauma care for initial evaluation and identifying injuries requiring intervention. Deep learning (DL) has become mainstream in medical image analysis and has shown promising efficacy for classification, segmentation, and lesion detection. This narrative review provides the fundamental concepts for developing DL algorithms in trauma imaging and presents an overview of current progress in each modality. DL has been applied to detect free fluid on Focused Assessment with Sonography for Trauma (FAST), traumatic findings on chest and pelvic X-rays, and computed tomography (CT) scans, identify intracranial hemorrhage on head CT, detect vertebral fractures, and identify injuries to organs like the spleen, liver, and lungs on abdominal and chest CT. Future directions involve expanding dataset size and diversity through federated learning, enhancing model explainability and transparency to build clinician trust, and integrating multimodal data to provide more meaningful insights into traumatic injuries. Though some commercial artificial intelligence products are Food and Drug Administration-approved for clinical use in the trauma field, adoption remains limited, highlighting the need for multi-disciplinary teams to engineer practical, real-world solutions. Overall, DL shows immense potential to improve the efficiency and accuracy of trauma imaging, but thoughtful development and validation are critical to ensure these technologies positively impact patient care.

Evaluation of ensemble strategy on the development of multiple view ankle fracture detection algorithm.

OBJECTIVE: To identify the feasibility and efficiency of deep convolutional neural networks (DCNNs) in the detection of ankle fractures and to explore ensemble strategies that applied multiple projections of radiographs.Ankle radiographs (AXRs) are the primary tool used to diagnose ankle fractures. Applying DCNN algorithms on AXRs can potentially improve the diagnostic accuracy and efficiency of detecting ankle fractures. METHODS: A DCNN was trained using a trauma image registry, including 3102 AXRs. We separately trained the DCNN on anteroposterior (AP) and lateral (Lat) AXRs. Different ensemble methods, such as "sum-up," "severance-OR," and "severance-Both," were evaluated to incorporate the results of the model using different projections of view. RESULTS: The AP/Lat model's individual sensitivity, specificity, positive-predictive value, accuracy, and F1 score were 79%/84%, 90%/86%, 88%/86%, 83%/85%, and 0.816/0.850, respectively. Furthermore, the area under the receiver operating characteristic curve (AUROC) of the AP/Lat model was 0.890/0.894 (95% CI: 0.826-0.954/0.831-0.953). The sum-up method generated balanced results by applying both models and obtained an AUROC of 0.917 (95% CI: 0.863-0.972) with 87% accuracy. The severance-OR method resulted in a better sensitivity of 90%, and the severance-Both method obtained a high specificity of 94%. CONCLUSION: Ankle fracture in the AXR could be identified by the trained DCNN algorithm. The selection of ensemble methods can depend on the clinical situation which might help clinicians detect ankle fractures efficiently without interrupting the current clinical pathway. ADVANCES IN KNOWLEDGE: This study demonstrated different ensemble strategies of AI algorithms on multiple view AXRs to optimize the performance in various clinical needs.

A new perspective of the risk of caustic substance ingestion: the outcomes of 468 patients in one North Taiwan medical center within 20 years.

INTRODUCTION: Caustic substance ingestion is frequently life-threatening, and its pathological mechanisms of tissue damage are well documented. However, few studies have assessed the combined effects of pH and the ingested dose on patient outcomes. Additionally, the miscellaneous chemical properties are not immediately available for providing predictive insights to physicians. This study aimed to provide a new perspective of the risk assessment of caustic substance ingestion based on the pH and dose. METHODS: The retrospective study analyzed adults treated for caustic substance ingestion at Chang Gung Memorial Hospital between January 1999 and December 2018. Uniformly strict inclusion/exclusion criteria and a double-checked process during chart review were adopted. All patients underwent urgent esophagogastroduodenoscopy (EGD) within 24 h. Caustic mucosal damage was graded using Zargar's modified endoscopic classification. The pH and ingested dose of caustic substances were clearly recorded. Statistical analyses were conducted using IBM SPSS, version 22. RESULTS: Based on the 468 enrolled cases, the pH and dose were valuable predictors of the extent of gastrointestinal tract injury, commonly encountered complications, and long-term overall survival outcomes. Risks of mortality and perforation were dose-dependent for acids and pH-dependent for alkalis. The severe EGD findings (grade ≥ 2b) in this study were pH-dependent for both substances and additionally dose-dependent for acids. CONCLUSION: Combining pH and dose, we proposed a new perspective for the risk assessment of caustic substance ingestion. Such findings may provide predictive insights for resolving clinical uncertainty before the availability of examination results. "Large doses of acids" and "high pH of alkalis" deserve special attention. This new perspective with a retrospective nature requires further validation.

The Association Between Caustic Ingestion and Psychiatric Comorbidity Based on 396 Adults Within 20 Years.

PURPOSE: High prevalence of psychiatric comorbidities (PCs) has been widely documented in caustic substance ingestion cases. However, their effect on the clinical features and prognostic outcomes remains unclear due to the paucity of discussion. We report on detailed clinical courses with long-term multifaceted outcomes and review the association between caustic ingestion and each specific PC. PATIENTS AND METHODS: The retrospective chart review included 396 adults (median follow-up, 16.6 months) with and 377 without (control group) PCs treated between 1999 and 2018 at Chang Gung Memorial Hospital. All PCs were diagnosed/confirmed by psychiatrists through face-to-face interviews. RESULTS: The PCs predicted serious esophagogastroduodenoscopy grading, higher rates of admission/surgery/intensive care unit stay, increments of systemic/gastrointestinal complications, and poorer 5-year overall survival rates. The poor survival among patients with PCs was highly consistent with their baseline characteristics. Significantly advanced age, more non-PCs, alcoholism, illicit drug abuse, and baseline unhealthy status resulted in statistically higher risks of severe complications and limited recovery. CONCLUSION: PCs changed clinical patterns and had critical roles in the survival outcomes of caustic injury victims. Clinical awareness achieves benefit by limiting injuries in mild cases or allowing emergent interventions in severe cases. Future studies based on worldwide populations are essential for realizing geographic differences.

An Image-Based Mobile Health App for Postdrainage Monitoring: Usability Study.

BACKGROUND: The application of mobile health (mHealth) platforms to monitor recovery in the postdischarge period has increased in recent years. Despite widespread enthusiasm for mHealth, few studies have evaluated the usability and user experience of mHealth in patients with surgical drainage. OBJECTIVE: Our objectives were to (1) develop an image-based smartphone app, SurgCare, for postdrainage monitoring and (2) determine the feasibility and clinical value of the use of SurgCare by patients with drainage. METHODS: We enrolled 80 patients with biliary or peritoneal drainage in this study. A total of 50 patients were assigned to the SurgCare group, who recorded drainage monitoring data with the smartphone app; and 30 patients who manually recorded the data were assigned to the conventional group. The patients continued to record data until drain removal. The primary aim was to validate feasibility for the user, which was defined as the proportion of patients using each element of the system. Moreover, the secondary aim was to evaluate the association of compliance with SurgCare and the occurrence of unexpected events. RESULTS: The average submission duration was 14.98 days, and the overall daily submission rate was 84.2%. The average system usability scale was 83.7 (SD 3.5). This system met the definition of "definitely feasible" in 34 patients, "possibly feasible" in 10 patients, and "not feasible" in 3 patients. We found that the occurrence rates of complications in the SurgCare group and the conventional group were 6% and 26%, respectively, with statistically significant differences P=.03. The rate of unexpected hospital return was lower in the SurgCare group (6%) than in the conventional groups (26%) (P=.03). CONCLUSIONS: Patients can learn to use a smartphone app for postdischarge drainage monitoring with high levels of user satisfaction. We also identified a high degree of compliance with app-based drainage-recording design features, which is an aspect of mHealth that can improve surgical care.

Video Coaching Improving Contemporary Technical and Nontechnical Ability in Laparoscopic Education.

OBJECTIVE: A video coaching (VC) system has been developed in surgical education. This study compares the educational effect on technical and nontechnical skills of the VC method for teaching laparoscopic surgery. DESIGN: We conducted a prospectively randomized study of an education program to teach laparoscopic procedures. SETTING: The study was performed at the Chang Gung Memorial Hospital, a university hospital in Taiwan. PARTICIPANTS: We enrolled sixteen first- or second-year surgical residents.The participants were randomized into VC and conventional teaching (CT) groups, and their surgical skills were judged by the Global Operation Assessment of Laparoscopic Skills (GOALS) and the Objective Structured Assessment of Technical Skills (OSATS). Nontechnical skills were evaluated by the Non-Technical Skills for Surgeons (NOTSS) assessment and self-efficacy questionnaires (SEQs). After the program, posttraining scores were compared to assess improvements. RESULTS: The 16 enrolled participants finished the entire course and completed all the videos during the study period. Comparing the VC and CT groups, we found that the pretraining GOALS, OSATS, NOTSS and SEQ scores were similar between both groups. However, after training, the OSATS score gain was higher in the VC groupthan in the CT group (9.25 ± 2.05 vs. 6.50 ± 1.51, p=0.009). Regarding nontechnical skills, the NOTSS score improved more in the VC group than in the CT group (5.50 ± 0.93 vs. 4.25 ± 0.89, p=0.015). The SEQ score was also higher in the VC group (32.13 ± 2.10) than in the CT group (29.50 ± 1.77), with a significant difference (p=0.018). CONCLUSION: VC can help surgeons build their expertise using a more accessible method. Additionally, VC can shorten the learning curve and improve self-efficacy, thereby contributing to surgeons' education.

The Prognosis of Blunt Bowel and Mesenteric Injury-the Pitfall in the Contemporary Image Survey.

Delayed diagnosis and intervention of blunt bowel and mesenteric injury (BBMI) is a hazard because of poor prognosis. Computed tomography (CT) is the standard imaging tool to evaluate blunt abdominal trauma (BAT). However, a high missed diagnosis rate for BMMI was reported. In this study, we would like to evaluate the presentation of CT in BBMI. Moreover, we want to evaluate the impact of deferred surgical intervention of BBMI on final prognosis. We performed a retrospective study from 2013-2017, including patients with BAT and BBMI who underwent surgical intervention. We evaluated clinical characteristics, CT images, and surgical timing, as well as analyzed the prognosis of BBMI. There were 6164 BAT patients and 188 BMI patients included. The most common characteristics of CT were free fluid (71.3%), free air (43.6%), and mesenteric infiltration (23.4%). There were no single characteristics of a CT image that can predict BBMI significantly. However, under close monitoring, we find that deferred intervention did not prolong the hospital and intensive care unit stays and did not worsen the prognosis and mortality.

Adenosquamous carcinoma of the ampulla of Vater - a rare disease at unusual location.

Adenosquamous carcinoma is defined as a tumor in which both glandular and squamous elements are histologically malignant. Although some published studies have analyzed and discussed adenosquamous carcinomas, hybrid malignancy of the ampulla of Vater has rarely been discussed thus far in the literature. In this study, we report the case of a 64-year-old man who presented with jaundice and intermittent abdominal dull pain that persisted for several weeks. The patient was diagnosed with adenosquamous carcinoma of the ampulla of Vater and underwent pancreaticoduodenectomy. The final diagnosis was adenosquamous carcinoma of the ampulla of Vater, T3N1M0, stage IIB. Although R0 resection was performed, he had multiple liver metastases 2 months after the operation; he died 4 months later. Upon reviewing the medical records of our institute, we identified 4 patients who were diagnosed with adenosquamous carcinoma of the ampulla of Vater in the past 2 decades. We also identified only five reported cases of this lesion in the English literature. Adenosquamous carcinoma of the ampulla of Vater is a rare disease with a dismal prognosis. Surgical intervention does not appear to prolong patient survival. Early recurrence and distal metastasis may be encountered after surgery.

Factors affecting outcomes in penetrating diaphragmatic trauma.

UNLABELLED: BACKGROUDS: Diagnosing penetrating diaphragmatic rupture (PDR) is a challenging aspect of managing thoracoabdominal injuries due to the lack of a typical clinical presentation. The mortality from PDR is variable and center-specific. In this study, we identified the incidence and clinical presentation of PDR at our institution and analyzed the factors that affected the length of hospital stay and mortality. METHODS: We collected all patients who were diagnosed with PDR from January 2001 through December 2010 at a Level I trauma center. We recorded demographic characteristics, clinical parameters, diagnostic images, trauma mechanism, location and severity of injuries, injury severity score (ISS), time to diagnosis, intensive care unit length of stay (ICU LOS), hospital length of stay (HLOS), and mortality. We analyzed the risk for mortality and prolonged hospitalization. RESULTS: Forty-one patients with a median age of 37 years were included. Thirty-six patients (87.8%) had an early diagnosis, and 5 patients (12.2%) had a delayed diagnosis requiring longer than 24 h. The median ICU LOS and HLOS were 2 and 11 days, respectively. High-grade PDR and lung injury increased the ICU LOS and HLOS. The total mortality rate was 7.3%. Multivariate analysis showed that hypothermia and hypotension were independent risk factors for mortality. CONCLUSION: Overlooking diaphragmatic rupture in patients with thoracoabdominal penetrating injury is not infrequent. A high index of suspicion is important for making the diagnosis. A high-grade PDR and associated lung injury prolonged the length of hospital stay. Profound hemorrhagic shock and associated physical decompensation have an impact on mortality.

Single-incision laparoscopic-assisted surgery for small bowel obstruction.

BACKGROUND: Acute small bowel obstruction (SBO) is a common cause of emergency hospital admission, often requiring surgical intervention. Herein, we describe the single-incision laparoscopic surgery (SILS) procedure for the management of SBO in the acute care setting. PATIENTS AND METHODS: Patients with intestinal obstruction who underwent SILS in Chang Gung Memorial Hospital, Linkou, Taiwan, from January 2010 to January 2012 were retrospectively analyzed. Informed consent was obtained from all patients. Demographic information, intraoperative findings, surgery duration, and conversion to multi-incision laparoscopic surgery (MILS) were recorded. Postoperative records included the recovery period after surgery, complications, length of hospital stay, and final prognosis. RESULTS: Ten SILS procedures for the repair of SBO were performed (six women, four men; median age, 52 years [range, 28-89 years]). Only 1 patient (10%) required conversion to MILS. The median operative time was 140 minutes (range, 90-210 minutes), median time to resume oral intake was 3 days (range, 1-7 days), median time to ambulation was 3 days (range, 1-6 days), and median postoperative hospital stay was 7.5 days (range, 3-14 days). There was no mortality in this series. All patients were discharged uneventfully. The umbilical incision was nearly invisible at the 1-month follow-up. The median follow-up time was 13.5 months (range, 4-26 months). No incisional hernias or adhesions were observed. CONCLUSIONS: SILS for SBO is a feasible, safe procedure that can be performed as initial treatment in select patients with bowel obstruction through resection and decompression of the small bowel using intra- or extracorporeal techniques, resulting in a nearly invisible scar.

Blunt diaphragmatic rupture--a rare but challenging entity in thoracoabdominal trauma.

PURPOSE: Delayed diagnosis of blunt traumatic diaphragmatic rupture (BDR) is not uncommon in the emergency department (ED) despite improvement in investigative techniques. We reviewed a large case series of patients diagnosed with blunt traumatic diaphragmatic rupture in order to report demographics, clinical features, and mechanisms of injury of this important but challenging entity. METHODS: From January 2001 through December 2009, 43 patients were diagnosed with BDR at Linkou Chang Gung Memorial Hospital. Demographic data, including sex, age, initial hemodynamic parameters, laboratory data, diagnostic imaging, trauma mechanism, injury location, associated injuries, injury severity score (ISS), time to diagnosis, intensive care unit length of stay (ICU LOS), hospital length of stay (hospital LOS), and mortality, were extracted from hospital records. RESULTS: A total of 43 patients (34 men; 9 women) with BDR were analyzed. Their median age was 37 years (15-82 yrs). Most of these injuries were related to traffic collision (76.8%). The anatomic location of injury to the diaphragm consisted of 24 left-sided (55.8%), 14 right-sided (32.6%),and 5 bilateral diaphragmatic injuries. (11.6%) Hemopneumothorax was the most common associated injury (37.2%). The median diagnostic time was 8 hours (range 2 to 366 hrs). The median ISS score was 18 (range 9 to 41). The median ICU LOS was 4 days (range 0 to 99 ds) and the median HLOS was 19 days (range 1 to 106ds). The total mortality rate was 9.3%. Initial high ISS, initial shock and bilateral diaphragmatic injury significantly increased mortality. CONCLUSION: BDR constitutes a rare entity in thoracoabdominal trauma and most of these injuries were related to traffic collision. High index of suspicion was still the main factor to early diagnosis of this case. The mortality was related to initial shock , bilateral BDR and high ISS. Proper initial resuscitation and correction of other serious injuries may be more life-saving in patients with BDR.