[Identification model of tooth number abnormalities on pediatric panoramic radiographs based on deep learning].

Objective: To identify tooth number abnormalities on pediatric panoramic radiographs based on deep learning. Methods: Eight hundred panoramic radiographs of children aged 4 to 11 years meeting the inclusion and exclusion criteria were selected and randomly assigned by writing programs in Python (version 3.9) to the training set (480 images), verification set (160 images) and internal test set (160 images), taken in Department of Pediatric Dentistry, Peking University School and Hospital of Stomatology between November 2012 to August 2020. And all panoramic radiographs of children aged 4 to 11 years taken in the First Outpatient Department of Peking University School and Hospital of Stomatology from June 2022 to December 2022 were collected as the external test set (907 images). All of the 1 707 images were obtained by operators to determine the outline and to label the tooth position of each deciduous tooth, permanent tooth, permanent tooth germ and additional tooth. The deep learning model with ResNet-50 as the backbone network was trained on the training set, validated on the verification set, tested on the internal test set and external test set. The images of test sets were divided into two categories according to whether there was abnormality of tooth number, to calculate sensitivity, specificity, positive predictive value and negative predictive value, and then divided into four types of extra teeth and missing permanent teeth both existed, extra teeth existed only, missing permanent teeth existed only, and normal teeth number, to calculate Kappa values. Results: The sensitivity, specificity, positive predictive value and negative predictive value were 98.0%, 98.3%, 99.0% and 96.7% in the internal test set, and 97.1%, 98.4%, 91.9% and 99.5% in the external test set respectively, according to whether there was abnormality of tooth number. While images were divided into four types, the Kappa value obtained in the internal test set was 0.886, and that in the external test set was 0.912. Conclusions: In this study, a deep learning-based model for identifying abnormal tooth number of children was developed, which could identify the position of additional teeth and output the position of missing permanent teeth on the basis of identifying normal deciduous and permanent teeth and permanent tooth germs on panoramic radiographs, so as to assist in diagnosing tooth number abnormalities.

[Effects of Janus kinase/signal transduction and activator of transcription 3 pathway inhibitor in skeletal muscle function in severely burned rats and its mechanism].

Objective: To observe the functional changes of skeletal muscle in severely burned rats, and to investigate the effects and possible mechanisms of Janus kinase/signal transducer and activator of transcription 3 (JAK/STAT3) pathway inhibitor in skeletal muscle function. Methods: The experiment research method was applied. One hundred and twenty male Wistar rats of 8-week-old were divided into sham injury group, simple burn group, and burn+JAK/STAT3 inhibitor group according to the random number table, with 40 rats in each group. Rats in simple burn group and burn+JAK/STAT3 inhibitor group were inflicted with 50% total body surface area full-thickness scald on the back and abdomen, and rats in sham injury group were sham injured. Rats in burn+JAK/STAT3 inhibitor group were intraperitoneally injected with JAK/STAT3 inhibitor ruxolitinib. On post injury day (PID) 0 (immediately), 1, 4, 7, and 14, 8 rats in each group were used to measure the specific force generated by extensor digitorum longus in optimal length stimulated with pulse frequency of 20, 40, 60, 80, 100, 120, 140, and 160 Hz using a multichannel electrophysiological instrument, and specific force in fatigue period of extensor digitorum longus in optimal length stimulated with pulse frequency of 50 Hz for 0, 10, 20, 30, 60, 120, 180, 240, and 300 s. On PID 0, 1, 4, 7, and 14, carbonyl compound content of extensor digitorum longus was determined by ultraviolet spectrophotometry, and ATP content of extensor digitorum longus was determined by micrometry. Data were statistically analyzed with analysis of variance for repeated measurement, analysis of variance for factorial design, Bonferroni method, and t test. Results: Compared with those of sham injury group, specific forces of extensor digitorum longus of rats in simple burn group were significantly decreased after being stimulated with all the pulse frequency on PID 0, 1, 7, and all the pulse frequency except for 20 Hz on PID 4, and pulse frequency of 20 and 40 Hz on PID 14 (P<0.05 or P<0.01). Compared with those of simple burn group, specific forces of extensor digitorum longus of rats in burn+JAK/STAT3 inhibitor group were significantly increased after being stimulated with all the pulse frequency except for 20 Hz on PID 1 and all the pulse frequency on PID 4, 7, and 14 (P<0.05 or P<0.01). Compared with those of sham injury group, specific forces of extensor digitorum longus of rats in simple burn group were significantly decreased in fatigue period at all the time points post injury and stimulation time points except for 240 s on PID 7 (P<0.05 or P<0.01). Compared with those of simple burn group, specific forces of extensor digitorum longus of rats in burn+JAK/STAT3 inhibitor group were obviously increased in fatigue period at all the stimulation time points except for 60 and 300 s on PID 1 and 240 s on PID 4, and all the stimulation time points on PID 7 and 14 (P<0.05 or P<0.01). The carbonyl compound content of extensor digitorum longus of rats in simple burn group on PID 0, 1, 4, 7, and 14 was (0.651±0.155), (0.739±0.194), (0.618±0.086), (0.813±0.162), (0.615±0.115) nmol/mg, which were obviously higher than (0.196±0.019), (0.156±0.004), (0.169±0.023) (0.156±0.027), (0.175±0.008) nmol/mg in sham injury group (t=7.219, 6.491, 10.938, 9.182, 11.589, P<0.01) and (0.538±0.069), (0.369±0.059), (0.273±0.061), (0.334±0.109), (0.318±0.101) nmol/mg in burn+JAK/STAT3 inhibitor group (t=2.446, 4.689, 8.355, 5.754, 6.097, P<0.05 or P<0.01). The ATP content in extensor digitorum longus of rats in simple burn group on PID 1, 4, 7, and 14 was obviously lower than that in sham injury group (t=7.159, 7.591, 7.473, 4.026, P<0.01) and burn+JAK/STAT3 inhibitor group (t=2.295, 2.575, 2.453, 2.997, P<0.05). Conclusions: After severe burn, the specific force of extensor digitorum longus in rats decreased significantly after being stimulated with different pulse frequencies, and the extensor digitorum longus in rats was prone to fatigue. Blocking the JAK/STAT3 signaling pathway can reduce the oxidative stress of muscle protein and increase ATP content, thereby reducing the muscle strength decline caused by burn injury and improving the muscle strength decline during fatigue period.

[Alteration of oxidative stress and expression of antioxidases in diaphragm of severely burned rats].

Objective: To explore the occurrence of oxidative stress and antioxidases expression in diaphragm of severely burned rats, so that the mechanism of respiratory muscle atrophy and dysfunction post-burn injury will be further clarified. Methods: Eighty male Wistar rats (aged 7 to 8 weeks) were divided into sham injury group and burn injury group according to the random number table, with 40 rats in each group. Rats in burn injury group were inflicted with 50% total body surface area full-thickness scald (hereinafter referred to as burn) on the back and abdomen by immersing into 80 ℃ water for 15 s and 8 s respectively. Immediately after injury, 40 mL/kg normal saline was injected through abdomen for resuscitation, and the wounds were treated with iodine. Except for immersing into 37 ℃ warm water and no resuscitation, the other treatments of rats in sham injury group were the same as those of burn injury group. Whole diaphragms of 8 rats per time point per group were collected after anesthesia at post injury hour (PIH) 2 and on post injury day (PID) 1, 3, 7, and 14, and muscle mass was determined. The protein carbonyl content was determined by microplate reader. The protein expressions of catalase, superoxide dismutase 2 (SOD2), and glutathione peroxidase 1 were determined by Western blotting. Data were processed with analysis of variance of factorial design, t test, and Bonferroni correction. Results: (1) There were no statistically significant differences in the diaphragm mass of rats between the 2 groups at PIH 2 and on PID 1 (t=0.453, 0.755, P>0.05). The diaphragm mass of rats in burn injury group started to decrease from PID 3, which was significantly lower than that of sham injury group (t=3.321, P<0.01). The diaphragm mass of rats in burn injury group started to increase from PID 7 to PID 14, which was significantly lower than that of sham injury group (t=4.622, 4.380, P<0.01). (2) Protein carbonyl content in diaphragm of rats in burn injury group at PIH 2, and on PID 1, 3, 7, and 14 [(2.7±0.3), (2.5±0.5), (2.4±0.4), (2.5±0.4), (3.2±0.6) pg/mL] was significantly higher than that of sham injury group respectively [(1.2±0.4), (1.6±0.3), (1.5±0.7), (1.7±0.3), (1.8±0.4) pg/mL, t=5.994, 3.263, 3.666, 3.158, 5.763, P<0.05 or P<0.01]. (3) Protein expressions of catalase in diaphragm of rats in burn injury group on PID 1 and 3 were close to those of sham injury group (t=0.339, 0.324, P>0.05). There were no statistically significant differences in protein expressions of SOD2 in diaphragm of rats between the 2 groups at PIH 2 and on PID 1, 3, 7, and 14 (t=1.446, 1.385, 0.757, 1.561, 0.531, P>0.05). There were no statistically significant differences in protein expressions of glutathione peroxidase 1 in diaphragm of rats in the 2 groups at PIH 2 and on PID 1, 3, and 7 (t=0.200, 0.729, 0.385, 1.559, P>0.05). Conclusions: Continuous oxidative stress and relatively insufficient expression of antioxidases in diaphragm induced by burn injury could be a contributor to diaphragm atrophy.

Particle size distribution and anion content at a traffic site in Sha-Lu, Taiwan.

Ambient air particle concentrations were sampled by two total suspended particle (TSP) samplers, PM10/PM2.5 specific sampler and micro-orifice uniform deposit impactor (MOUDI) during July-October 2000 at a traffic sampling site in central Taiwan. The average TSP concentration (194 microg/m3) was about a factor of two higher than that of the fraction <2.5 microm (93.2 microg/m3). The mean level of the fraction <10 microm collected by MOUDI (93.2 microg/m3) was about 1 1/2 times higher than that of the size class <2.5 microm (43.8 microg/m3). Furthermore, this fraction showed a certain correlation with the TSP concentration. The particle size distribution was bimodal in the ambient air at the traffic site. The major peaks appear at particle diameters between 0.56-1.0 and 3.2-5.6 microm. The percentages of anions contained in TSP were 0.24% F-, 13.7% Cl, 0.52% Br, 12.0% NO-, 18.9% NO2-, and 54.6% SO2-. The Cl-, NO2-, and NO3- size distributions were all unimodal and the major peaks appeared at 3.2-5.6 microm. The SO2 size distribution was bimodal, with major peaks at 0.32-0.56 and 3.2-5.6.