Deep Learning Performance of Ultra-Widefield Fundus Imaging for Screening Retinal Lesions in Rural Locales.

Importance: Retinal diseases are the leading cause of irreversible blindness worldwide, and timely detection contributes to prevention of permanent vision loss, especially for patients in rural areas with limited medical resources. Deep learning systems (DLSs) based on fundus images with a 45° field of view have been extensively applied in population screening, while the feasibility of using ultra-widefield (UWF) fundus image-based DLSs to detect retinal lesions in patients in rural areas warrants exploration. Objective: To explore the performance of a DLS for multiple retinal lesion screening using UWF fundus images from patients in rural areas. Design, Setting, and Participants: In this diagnostic study, a previously developed DLS based on UWF fundus images was used to screen for 5 retinal lesions (retinal exudates or drusen, glaucomatous optic neuropathy, retinal hemorrhage, lattice degeneration or retinal breaks, and retinal detachment) in 24 villages of Yangxi County, China, between November 17, 2020, and March 30, 2021. Interventions: The captured images were analyzed by the DLS and ophthalmologists. Main Outcomes and Measures: The performance of the DLS in rural screening was compared with that of the internal validation in the previous model development stage. The image quality, lesion proportion, and complexity of lesion composition were compared between the model development stage and the rural screening stage. Results: A total of 6222 eyes in 3149 participants (1685 women [53.5%]; mean [SD] age, 70.9 [9.1] years) were screened. The DLS achieved a mean (SD) area under the receiver operating characteristic curve (AUC) of 0.918 (0.021) (95% CI, 0.892-0.944) for detecting 5 retinal lesions in the entire data set when applied for patients in rural areas, which was lower than that reported at the model development stage (AUC, 0.998 [0.002] [95% CI, 0.995-1.000]; P < .001). Compared with the fundus images in the model development stage, the fundus images in this rural screening study had an increased frequency of poor quality (13.8% [860 of 6222] vs 0%), increased variation in lesion proportions (0.1% [6 of 6222]-36.5% [2271 of 6222] vs 14.0% [2793 of 19 891]-21.3% [3433 of 16 138]), and an increased complexity of lesion composition. Conclusions and Relevance: This diagnostic study suggests that the DLS exhibited excellent performance using UWF fundus images as a screening tool for 5 retinal lesions in patients in a rural setting. However, poor image quality, diverse lesion proportions, and a complex set of lesions may have reduced the performance of the DLS; these factors in targeted screening scenarios should be taken into consideration in the model development stage to ensure good performance.

Implementation and Application of an Intelligent Pterygium Diagnosis System Based on Deep Learning.

Objective: This study aims to implement and investigate the application of a special intelligent diagnostic system based on deep learning in the diagnosis of pterygium using anterior segment photographs. Methods: A total of 1,220 anterior segment photographs of normal eyes and pterygium patients were collected for training (using 750 images) and testing (using 470 images) to develop an intelligent pterygium diagnostic model. The images were classified into three categories by the experts and the intelligent pterygium diagnosis system: (i) the normal group, (ii) the observation group of pterygium, and (iii) the operation group of pterygium. The intelligent diagnostic results were compared with those of the expert diagnosis. Indicators including accuracy, sensitivity, specificity, kappa value, the area under the receiver operating characteristic curve (AUC), as well as 95% confidence interval (CI) and F1-score were evaluated. Results: The accuracy rate of the intelligent diagnosis system on the 470 testing photographs was 94.68%; the diagnostic consistency was high; the kappa values of the three groups were all above 85%. Additionally, the AUC values approached 100% in group 1 and 95% in the other two groups. The best results generated from the proposed system for sensitivity, specificity, and F1-scores were 100, 99.64, and 99.74% in group 1; 90.06, 97.32, and 92.49% in group 2; and 92.73, 95.56, and 89.47% in group 3, respectively. Conclusion: The intelligent pterygium diagnosis system based on deep learning can not only judge the presence of pterygium but also classify the severity of pterygium. This study is expected to provide a new screening tool for pterygium and benefit patients from areas lacking medical resources.

Association between Iris Biological Features and Corneal Biomechanics in Myopic Eyes.

PURPOSE: Iris biological features such as surface features and profile characteristics reflected the development of iris stroma and microvessels. Iris vessels and microcirculation are still lack of effective detection methods, and we can directly observe only the iris surface biological characteristics. This cross-sectional study evaluated the association between iris surface biological features and corneal biomechanics in young adults with myopia. METHODS: We recruited 152 patients with myopia aged ≥18 years, from the Eye Hospital of Wenzhou Medical University, who had complete Corneal Visualization Scheimpflug Technology (Corvis ST) data and graded iris surface features. Iris surface features included crypts, furrows, and color measured from digital slit lamp images. The biomechanical properties of the cornea were assessed using Corvis ST. Only 1 eye of each participant was randomly selected for analysis. Associations between the iris surface features and corneal biomechanics were analyzed using linear regression models. The grade of iris crypts, furrows, and color and corneal biomechanical parameters measured with Corvis ST was the main outcome measures. RESULTS: The iris crypts were significantly associated with deflection amplitude at the first applanation (A1 DLA, ß = 0.001, P = 0.013), A1 delta arc length (A1 dArcL) (ß = -0.001, P = 0.01), maximum delta arc length (dArcLM) (ß = -0.004, P = 0.03), and stiffness at the first applanation (SP-A1) (ß = -2.092, P = 0.016). The iris furrows were only associated with integrated radius (ß = -0.212, P = 0.025). Iris color was found not related with corneal biomechanical parameters measured via Corvis ST. CONCLUSIONS: Iris surface features were associated with corneal biomechanical properties in myopic eyes; more iris crypts were associated with lower corneal stiffness while more extensive furrows were related with higher corneal stiffness. Iris crypts and furrows may provide useful information on corneal biomechanical properties in myopic eyes.

Enhancing the production of γ-aminobutyric acid in Escherichia coli BL21 by engineering the enzymes of the regeneration pathway of the coenzyme factor pyridoxal 5'-phosphate.

The compound γ-aminobutyric acid (GABA) was widely used in various fields. To enhance the production of GABA in Escherichia coli BL21(DE3), the enzymes of the regeneration pathway of the coenzyme factor pyridoxal 5'-phosphate (PLP) were engineered. The recombinant E. coli strain was screened and identified. The initial concentrations of L-monosodium glutamate (L-MSG) had an obvious influence on the production of GABA. The highest concentration of GABA in recombinant E. coli BL21/pET28a-gadA was 5.54 g/L when the initial L-MSG concentration was 10 g/L, whereas it was 8.45 g/L in recombinant E. coli BL21/pET28a-gadA-SNO1-SNZ1 at an initial L-MSG concentration of 15 g/L. The corresponding conversion yields of GABA in these two strains were 91.0% and 92.7%, respectively. When the initial concentrations of L-MSG were more than 15 g/L, the concentrations of GABA in E. coli BL21/pET28a-gadA-SNO1-SNZ1 were significantly higher as compared to those in recombinant E. coli BL21/pET28a-gadA, and it reached a maximum of 13.20 g/L at an initial L-MSG concentration of 25 g/L, demonstrating that the introduction of the enzymes of the regeneration pathway of PLP favored to enhance the production of GABA. This study provides new insight into producing GABA effectively in E. coli BL21(DE3).

Application of Comprehensive Artificial intelligence Retinal Expert (CARE) system: a national real-world evidence study.

BACKGROUND: Medical artificial intelligence (AI) has entered the clinical implementation phase, although real-world performance of deep-learning systems (DLSs) for screening fundus disease remains unsatisfactory. Our study aimed to train a clinically applicable DLS for fundus diseases using data derived from the real world, and externally test the model using fundus photographs collected prospectively from the settings in which the model would most likely be adopted. METHODS: In this national real-world evidence study, we trained a DLS, the Comprehensive AI Retinal Expert (CARE) system, to identify the 14 most common retinal abnormalities using 207 228 colour fundus photographs derived from 16 clinical settings with different disease distributions. CARE was internally validated using 21 867 photographs and externally tested using 18 136 photographs prospectively collected from 35 real-world settings across China where CARE might be adopted, including eight tertiary hospitals, six community hospitals, and 21 physical examination centres. The performance of CARE was further compared with that of 16 ophthalmologists and tested using datasets with non-Chinese ethnicities and previously unused camera types. This study was registered with ClinicalTrials.gov, NCT04213430, and is currently closed. FINDINGS: The area under the receiver operating characteristic curve (AUC) in the internal validation set was 0·955 (SD 0·046). AUC values in the external test set were 0·965 (0·035) in tertiary hospitals, 0·983 (0·031) in community hospitals, and 0·953 (0·042) in physical examination centres. The performance of CARE was similar to that of ophthalmologists. Large variations in sensitivity were observed among the ophthalmologists in different regions and with varying experience. The system retained strong identification performance when tested using the non-Chinese dataset (AUC 0·960, 95% CI 0·957-0·964 in referable diabetic retinopathy). INTERPRETATION: Our DLS (CARE) showed satisfactory performance for screening multiple retinal abnormalities in real-world settings using prospectively collected fundus photographs, and so could allow the system to be implemented and adopted for clinical care. FUNDING: This study was funded by the National Key R&D Programme of China, the Science and Technology Planning Projects of Guangdong Province, the National Natural Science Foundation of China, the Natural Science Foundation of Guangdong Province, and the Fundamental Research Funds for the Central Universities. TRANSLATION: For the Chinese translation of the abstract see Supplementary Materials section.

Current status and research progress of minimally invasive surgery for flail chest.

Chest trauma accounts for ~13.5% of all traumas, and direct death from chest trauma accounts for 20-25% of all traumatic deaths. Chest trauma is the second cause of death from trauma. Frequent rib fractures, especially in patients with flail chest, often cause severe pain, chest wall softening, abnormal breathing and severe lung contusion and laceration, usually requiring thoracic surgery. In recent years, the open reduction and internal fixation treatment of rib fractures with flail chest has achieved satisfactory results, and some surgical indications have reached consensus. A number of scholars and medical centers have demonstrated the practicality and cost-effectiveness of rib fixation in flail chest, including the small incidence of pulmonary complications, the short ICU mechanical ventilation time, and the reduction of digestive tract inhibition. Open reduction and internal fixation of rib fractures involves multiple ribs. Conventional rib fractures require a large incision to achieve satisfactory exposure. Chest wall muscles, blood vessels and nerves (long thoracic and thoracodorsal nerves) are injured, resulting in a high infection rate of the incision and postoperative dysfunctions, such as limited upper limb, shoulder and back function, and long time numbness on the affected side of the chest. Therefore, the damage of muscles and nerves caused by conventional surgical methods limits the development of such surgical technique. Although the video-assisted thoracoscopic technique has become a necessary technical means for the treatment of thoracic trauma and has been applied to thoracic exploration and hemostasis, there is no report on the application of open reduction and internal fixation for rib fracture. The difficulty lies in the tightly combined bony thorax and the soft tissue of the chest wall. Therefore, experts have explored a variety of minimally invasive surgical methods for the flail chest. The current status and research progress of minimally invasive surgery for thoracic surgery are reviewed.

Manual aspiration versus chest tube drainage in primary spontaneous pneumothorax without underlying lung diseases: a meta-analysis of randomized controlled trials.

OBJECTIVES: Although primary spontaneous pneumothorax (PSP) is an extremely frequent pathology, there is still no clear consensus on the treatment for these patients. We performed a strict meta-analysis on the effectiveness of manual aspiration (MA) compared to chest tube drainage (CTD) for the treatment of PSP. METHODS: A literature search was performed on PubMed, EMBASE and the Cochrane Library to identify randomized controlled trials comparing MA with CTD for the treatment of PSP. Independent reviewers evaluated the methodological quality of the included randomized controlled trials. Statistical heterogeneity among studies was quantitatively evaluated using the I-squared index. RESULTS: Five randomized controlled trials were included, and a total of 358 subjects were reported on. We found that MA was related to significantly shorter hospital stays [in days; mean difference -1.70, 95% confidence interval (CI) -2.36 to -1.04; P < 0.00001, fixed effect model] compared with CTD. However, no significant differences were found between the 2 treatments for immediate success rate (risk ratio 1.15, 95% CI 0.73-1.81; P = 0.54), 1-year recurrence rate, 1-week success rate, time of recurrence, chest surgery rate or complication rate. Subgroup analysis showed that MA can provide a significantly lower hospitalization rate than CTD with a tube size of >12 Fr or a water seal drainage system. CONCLUSIONS: On the basis of the currently available literature, MA is advantageous in the treatment of PSP because of shorter hospital stays. The subgroup analysis also indicates that MA can provide a lower hospitalization rate than CTD with a tube size of >12 Fr or a water seal drainage system. However, there are no significant differences between the 2 interventions with respect to immediate success rate, 1-year recurrence rate, 1-week success rate, time of recurrence, chest surgery rate or complication rate.

Thoracoscope combined with internal support system of chest wall in open reduction and internal fixation for multiple rib fractures.

This study aimed to investigate the feasibility of applying thoracoscope combined with internal support system of chest wall (ISSW) in minimally invasive internal fixation for rib fracture on patients with multiple rib fractures. A total of 84 patients undergoing open reduction and internal fixation for rib fracture from January 2017 to December 2017 in the Department of Cardiothoracic Surgery, Tianjin Hospital were selected into the study, and retrospective analyses were carried out. The clinical data, pain score, operating time, intraoperative blood loss, indwelling time of thoracic tube, total drainage volume of thoracic tube for 3 days after operation, indwelling time of wound drainage tube, total drainage volume of wound drainage tube, length of stay, hospitalization costs, postoperative complications, C-reactive protein (CRP) and pulmonary function of patients in the groups were compared. The patients were followed up for prognosis for 2-4 months via re-examination, and chest numbness at 1 month after operation was recorded. Compared with that (145.27±18.80 min) in the traditional group, the operating time in the minimally invasive group (112.20±21.40 min) was shorter (p<0.05). The total drainage volume of wound drainage tube was 145.75±61.03 ml in the minimally invasive group and 248.91±93.95 ml in the traditional group (p<0.05). In addition, the chest numbness at 1 month after operation (11.8%) in the minimally invasive group was better than that (34.00%) in the traditional group (p<0.05). Postoperative pain score, CRP and pulmonary function tests were also significantly different between the two groups (p<0.05). The results indicated that the application of thoracoscope combined with ISSW in minimally invasive internal fixation for rib fracture can effectively improve the prognosis of patients and reduce the length of stay and adverse reactions, and has high economic benefits, which is worthy of promotion and use in clinical practice.

Characterization of the Stroke-Induced Changes in the Variability and Complexity of Handgrip Force.

Introduction: The variability and complexity of handgrip forces in various modulations were investigated to identify post-stroke changes in force modulation, and extend our understanding of stroke-induced deficits. Methods: Eleven post-stroke subjects and ten age-matched controls performed voluntary grip force control tasks (power-grip tasks) at three contraction levels, and stationary dynamometer holding tasks (stationary holding tasks). Variability and complexity were described with root mean square jerk (RMS-jerk) and fuzzy approximate entropy (fApEn), respectively. Force magnitude, Fugl-Meyer upper extremity assessment and Wolf motor function test were also evaluated. Results: Comparing the affected side with the controls, fApEn was significantly decreased and RMS-jerk increased across the three levels in power-grip tasks, and fApEn was significantly decreased in stationary holding tasks. There were significant strong correlations between RMS-jerk and clinical scales in power-grip tasks. Discussion: Abnormal neuromuscular control, altered mechanical properties, and atrophic motoneurons could be the main causes of the differences in complexity and variability in post-stroke subjects.

Clinical significance of mechanical ventilation on ischemic-reperfusion injury caused by lung chest trauma and VEGF expression levels in peripheral blood.

We investigated the clinical significance of mechanical ventilation on ischemic-reperfusion injury caused by lung chest trauma as well as vascular endothelial growth factor (VEGF) expression levels in peripheral blood. Sixty-eight patients with severe chest trauma complicated with acute respiratory distress syndrome that were treated at our Tianjin Hospital from September 2013 to July 2016 were recruited. These patients were randomly and evenly divided into two groups, the research group and the control group. Thirty-four age and gender matched healthy people were selected as the normal group. Routine treatment was given to both the research and control groups, but mechanical ventilation was used in the research group. We detected pulmonary vascular resistance (PVR) and alveolar-arterial oxygen difference (AaDO2) for patients in both groups before treatment, and after treatment for 1, 3, 6 and 12 h. We also tested PMN, superoxide dismutase (SOD), malondialdehyde (MDA), NO and Ang II value 30 min before and after treatment. We used the ELISA-test to detect VEGF expression levels in peripheral blood, followed by a statistical analysis. PVR levels of different time points in the research group were significantly lower than control group after treatment. The AaDO2 value of the control group is much smaller than research group (P<0.5) after treatment for 1, 3 or 6 h. PMN count difference and MDA level in the research group is significantly lower than the control group after treatment for 30 min, but SOD and NO levels are much higher. Ang II levels of the research group in left atrial blood is significantly lower than control group (P<0.05). By comparing the hospitalization times, we found that patients in the research group have a shorter duration in hospital than the control group; differences are statistically significant (P<0.05). Additionally, compared to control group, research group VEGF expression levels in peripheral blood are significantly lower (P<0.05). Therefore, mechanical ventilation can reduce the high VEGF expression levels in serum caused by ischemic-reperfusion and can be used for clinical application.

Improving the production of S-adenosyl-L-methionine in Escherichia coli by overexpressing metk.

S-adenosyl-L-methionine (SAM) has important applications in many fields including chemical therapy and pharmaceutical industry. In this study, the recombinant Escherichia coli strain was constructed for effective production of SAM by introducing the SAM synthase gene (metK). This strain produced 34.5 mg/L of SAM in basic medium in shake flask. Yeast extract, pH, and loaded volume had a significant positive effect on the yield of SAM. Their optimal values were 35 g/L, 7.5, and 30 mL, respectively. The final conditions optimized were as follows: glucose 20, g/L; peptone, 40 g/L; yeast extract, 35 g/L; NaCl, 10 g/L; MgSO4, 1.2 g/L; L-methionine, 1 g/L; rotate speed, 220 rpm; loaded volume, 30 mL; inoculation, 1%; temperature, 37°C; and initial medium, pH 7.5. The recombinant strain produced 128.2 mg/L of SAM under the above conditions in shake flask. The production of SAM in a 5 L fermentor was also investigated. The maximal biomass of the recombinant strain was 60.4 g/L after the cells were cultured for 20 hr, and the highest yield of SAM was 300.9 mg/L after induction for 8 hr in a 5 L fermentor. This study provides a good foundation for the future production and use of SAM.

Neoadjuvant Chemoradiotherapy Improving Survival Outcomes for Esophageal Carcinoma: An Updated Meta-analysis.

BACKGROUND: The effectiveness of neoadjuvant chemoradiotherapy (NCRT) treatment for patients with esophageal carcinoma (EC) remains controversial. The aim of this study was to compare the effect of NCRT followed by surgery (NCRTS) with surgery alone (SA) for EC. METHODS: The PubMed, EMBASE, and the Cochrane Library databases were electronically searched up to August 2015 for all the published studies that investigated EC patients receiving either NCRTS or SA, and the reference lists were also manually examined for the eligible studies. The risk ratio (RR) with 95% confidence intervals (CI s) as effective size was determined to assess the 1-, 3-, 5-year survival rates (SRs), postoperative morbidity, and postoperative mortality. Heterogeneity was determined using the Q-test. The Begg's test and Egger's test were used for assessing any potential publication bias. RESULTS: Of 1120 identified studies, 16 eligible studies were included in this analysis (involving 2549 patients). Overall, the pooled results suggested that NCRTS was associated with significantly improved 1-year (RR: 1.07, 95% CI: 1.02-1.13), 3-year (RR: 1.26, 95% CI: 1.14-1.39), and 5-year (RR: 1.36, 95% CI: 1.18-1.56) SRs. However, the results also indicated that NCRTS had no or little effect on postoperative morbidity (RR: 0.93, 95% CI: 0.82-1.05) and postoperative mortality (RR: 1.17, 95% CI: 0.56-2.44). CONCLUSIONS: Compared with SA, NCRTS can increase 1-, 3-, and 5-year SRs in patients with EC.

[Development of transcutaneous jaundice predictor for the neonates].

Neonatal jaundice is a common neonatal disease. Severe jaundices lead to kernicterus that affects intellectual development of infants or even causes death. Timely and early prediction is vital to the treatment and prevention. This paper presents a jaundice predictor, which uses C8051F020 as the core of single-chip microcomputer (SCM) system with prediction algorithms proven by a large number of clinical trials. The jaundice predictor can reduce the incidence rate of jaundice, alleviate the condition of infants with jaundice, improve the quality of perinatal, with predicting pathologic neonatal jaundice effectively and calling attention to the prophylactic treatment. In addition, compared with the existing transcutaneous jaundice meters, the new predictor has a smaller size, a lighter weight, more user-friendly, and easier to use by hand-holding.