Using machine learning algorithm to predict the risk of post-traumatic stress disorder among firefighters in Changsha / 中南大学学报(医学版)

OBJECTIVES@#Firefighters are prone to suffer from psychological trauma and post-traumatic stress disorder (PTSD) in the workplace, and have a poor prognosis after PTSD. Reliable models for predicting PTSD allow for effective identification and intervention for patients with early PTSD. By collecting the psychological traits, psychological states and work situations of firefighters, this study aims to develop a machine learning algorithm with the aim of effectively and accurately identifying the onset of PTSD in firefighters, as well as detecting some important predictors of PTSD onset.@*METHODS@#This study conducted a cross-sectional survey through convenient sampling of firefighters from 20 fire brigades in Changsha, which were evenly distributed across 6 districts and Changsha County, with a total of 628 firefighters. We used the synthetic minority oversampling technique (SMOTE) to process data sets and used grid search to finish the parameter tuning. The predictive capability of several commonly used machine learning models was compared by 5-fold cross-validation and using the area under the receiver operating characteristic curve (ROC-AUC), accuracy, precision, recall, and F1 score.@*RESULTS@#The random forest model achieved good performance in predicting PTSD with an average AUC score at 0.790. The mean accuracy of the model was 90.1%, with an F1 score of 0.945. The three most important predictors were perseverance, forced thinking, and reflective deep thinking, with weights of 0.165, 0.158, and 0.152, respectively. The next most important predictors were employment time, psychological power, and optimism.@*CONCLUSIONS@#PTSD onset prediction model for Changsha firefighters constructed by random forest has strong predictive ability, and both psychological characteristics and work situation can be used as predictors of PTSD onset risk for firefighters. In the next step of the study, validation using other large datasets is needed to ensure that the predictive models can be used in clinical setting.

Features of Henle fiber layer by spectral domain optical coherence tomography in central serous chorioretinopathy / 中华实验眼科杂志

Objective:To observe the features of Henle fiber layer (HFL) in eyes with central serous chorioretinopathy (CSC) using spectral domain optical coherence tomography (SD-OCT).Methods:A cross-sectional study was conducted.Thirty-five CSC patients (35 eyes) treated in the Third People's Hospital of Qingdao from January 2017 to November 2021 were enrolled.The subjects included 23 males (23 eyes) and 12 females (12 eyes), aged 24 to 60 years old, with an average age of (41.14±8.19) years, and had a CSC duration ranged from 1 day to 6 months.SD-OCT was performed on all eyes with a line scan through the central fovea horizontally.The features of HFL over subretinal fluid (SRF) area were analyzed and summarized.The study protocol adhered to the Declaration of Helsinki and was approved by the Ethics Committee of the Third People's Hospital of Qingdao (No.2022Y0403001).Results:In 26 eyes with regular dome-shaped neurosensory retinal detachment, HFL appeared to be delimited type 1 in 25 eyes, accounting for 96.15%, delimited type 2 in 7 eyes, accounting for 26.92%, bright in 17 eyes, accounting for 65.38% over SRF area.In 21 eyes with CSC duration≤21 days, HFL all showed delimited type 1 and some presented bright or delimited type 2 at the same time.In 5 eyes with CSC duration>21 days, HFL all showed bright and some were delimited type 1 or delimited type 2 in the meantime.In 15 eyes with symmetrical nasal and temporal retinal detachment, HFL showed symmetrical reflectivity over SRF area in horizontal OCT images in 6 eyes, and showed brighter reflectivity over nasal SRF in nasal elevated OCT images in 3 eyes and over temporal SRF in temporal elevated OCT images in 6 eyes.In 11 eyes with asymmetrical nasal and temporal retinal detachment, HFL showed brighter reflectivity over temporal SRF with larger retinal detachment range on temporal side in horizontal OCT images in 3 eyes.Of the 4 eyes with nasal elevated OCT images, the retinal detachment range was larger on temporal side and HFL showed symmetrical reflectivity over SRF area in 3 eyes, and HFL was brighter over nasal SRF area with larger retinal detachment range on nasal side in 1 eye.Of the 4 eyes with temporal elevated OCT images, the retinal detachment range was larger on nasal side and HFL showed symmetrical reflectivity over SRF area in 3 eyes, and HFL was brighter over nasal SRF area with larger retinal detachment range and higher height on nasal side in 1 eye.In 9 eyes with irregular neurosensory retinal detachment, HFL appeared to be delimited type 1 in 7 eyes, accounting for 77.78%, delimited type 2 in 5 eyes, accounting for 55.56%, bright in 6 eyes, accounting for 66.67%, dark in 4 eyes, accounting for 44.44%, and indistinct in 2 eyes, accounting for 22.22%.The detached neurosensory retina was not smooth in 7 eyes, and the phenotypes of HFL changed with the directions of detached neurosensory retina.In 2 eyes with only low neurosensory retinal detachment, HFL reflectivity on the raised side was slightly weaker than that on the lowered side.Conclusions:HFL appears to be delimited type 1 and bright mostly over SRF area in CSC in SD-OCT images.The phenotypes of HFL vary regularly with the tilt directions of OCT images, CSC duration, and the symmetry, range, height, directional characteristics of detached neurosensory retina.

Radiation field reconstruction and hand dose estimation for operators injured by a X-ray device radiological accident / 中华放射医学与防护杂志

Objective:To evaluate the radiation dose to the injured persons in a radiological accident, provide the guidance on the diagnosis and treatment of radiation injury, and provide the basis for determination of the level of radiological accident.Method:Firstly, the air-absorbed dose rates at 206 locations surrounding a X-ray device were measured by using LiF (Mg, Cu, P) thermoluminescence detectors and self-made radiation field measuring frames. Secondly, the spatial distribution of radiation level was obtained by fitting the inverse square law between absorbed dose rate and distance, which is used as the basis of dose estimation. Finally, based on the actual working conditions of injured operators, a parameter calculation method was proposed for estimating hand skin absorbed dose.Results:The air-absorbed dose rate surrounding X-ray beam outlet was higher than 1.0 mGy/h. The maximum air-absorbed dose rate value in the space of within 200 cm outside X-ray beam outlet was 262 μGy/h and the minimum value was 2.1 μGy/h, 2 orders of magnitude higher than environmental background level. During normal operation, the total absorbed doses to the hand skin of two injured female operators were 36.9 and 16.9 Gy, respectively. During extreme operation, the hand skin-received total absorbed doses to the two operators were 85.2 and 38.9 Gy, respectively. Under the occupational health standard GBZ 106-2020, the two persons had acute radiation skin injury of grade Ⅲ or Ⅳ on their hands.Conclusions:The results of hand skin exposure doses provide effective support for diagnosis and treatment of radiation injuries and for the determination of radiological accident level. The method used in radiation field reconstruction and dose estimation mentioned in this study can provide reference for the treatment in the similar radiological accident.

Comparison of composite press-fit prosthesis replacement and plate-screw internal fixation for Mason Ⅲ radial head fractures in adults: mid-term outcomes / 中华创伤骨科杂志

Objective:To compare the clinical outcomes between replacement with a composite press-fit radial head prosthesis versus open reduction and plate-screw internal fixation in the treatment of adult Mason Ⅲ radial head fractures.Methods:The clinical data of 64 adult patients with Mason Ⅲ radial head fracture were retrospectively analyzed who had been admitted to Department of Orthopedics, Beijing Friendship Hospital from January 2012 to December 2019. They were 18 males and 46 females, aged from 32 to 58 years (average, 45.7 years). They were divided into 2 groups: 32 cases received mini-plate-screw internal fixation (internal fixation group) and 32 cases replacement with a composite press-fit radial head prosthesis (replacement group). At the last follow-up, elbow valgus angle, range of elbow motion, Mayo score of elbow function and visual analogue scale (VAS) pain score were recorded and compared to evaluate the postoperative clinical outcomes.Results:There was no statistically significant difference in the preoperative general data between the 2 groups, showing they were comparable ( P>0.05). All patients were followed up for 8 to 48 months (average, 18.7 months). The operation time was, respectively, (81.4±8.2) min and (68.9±7.3) min for the internal fixation group and the replacement group, showing a statistically significant difference ( P< 0.05). For the internal fixation group and the replacement group at the last follow-up, the flexion and extension angles were 95° to 125° and 100° to 140°, the rotation angles 135.3°±11.2° and 143.5°±12.8°, and the Mayo scores 79.2±3.8 and 83.4±3.9, all significantly favoring the replacement group ( P<0.05). The VAS pain scores before operation and at the last follow-up were 7.6±0.7 and 0.9±0.7 for the internal fixation group, and 7.9±0.8 and 0.7±0.6 for the replacement group, showing significant differences between preoperation and the last follow-up in both groups ( P<0.05). All the incisions healed by the first intention, with no postoperative infection. Internal fixation loosening with ulnar neuritis was reported in one case in the internal fixation group; peri-prosthesis absorption with no prosthesis loosening was observed in one case in the replacements group. Conclusion:In the treatment of adult Mason Ⅲ radial head fractures, although both replacements with a composite press-fit radial head prosthesis and open reduction and plate-screw internal fixation can lead to satisfactory results, the former may be more effective.

Mental health status of patients with coronavirus disease 2019 in Changsha / 中南大学学报(医学版)

OBJECTIVES@#The epidemic of coronavirus disease 2019 (COVID-19) brought psychological stress to the public, especially to patients. This study aims to investigate the mental health of patients with COVID-19 in Changsha.@*METHODS@#We took cross-section investigation for the mental health of 112 patients with COVID-19 via questionnaires. Mann-Whitney test, Chi-square test, and Fisher's exact test were performed to compare general and clinical data between the slight-ordinary patients and severe patients. Single sample -tests were used to compare the difference between the factor scores of the Symptom Check-List 90 (SCL-90) in COVID-19 patients with the norm of 2015 and factor scores of SCL-90 in patients with the severe acute respiratory syndrome (SARS).@*RESULTS@#The obsessive-compulsive, depression, sleep and eating disorders had the highest frequency among the positive symptoms of SCL-90 in patients with COVID-19 in Changsha. The factor scores of somatization, depression, anxiety, phobia anxiety, sleep and eating disorders in patients with COVID-19 were higher than those of the norm (≤0.001 or 0.05).@*CONCLUSIONS@#The levels of somatization, depression, anxiety, phobia anxiety, sleep and eating disorders in patients with COVID-19 in Changsha are higher than those of the norm. However, the mental health of slight-ordinary patients with COVID-19 is better than that of patients with SARS. It needs to provide targeting psychological interventions depending on the severity of patients.

Establishment of a new molecular typing method for Treponema pallidum based on TP0136 protein sequence heterogeneity / 中华皮肤科杂志

Objective:To establish a new molecular typing method for Treponema pallidum (TP) based on TP0136 protein sequence heterogeneity. Methods:The amino acid sequences of TP0136 open reading frame (ORF) of 9 strains of Treponema pallidum ssp. Pallidum (TPA) , 3 strains of Treponema pallidum ssp. Pertenue (TPE) , 1 unclassified simian strain of Treponema Fribourg-Blanc (FB) and 1 strain of Treponema pallidum ssp. Endemicum (TEN) were searched from Genbank, and multiple sequence comparisons were performed to obtain the molecular typing results of TP0136 protein. The TP0136 protein-based molecular typing method was used to classify 23 TPA clinical isolates, which were collected from Dermatology Hospital of Southern Medical University from January 2015 to December 2018, and the typing results were compared with those by the traditional typing method based on the tp0548/Arp/Tpr genes. Results:TP0136 protein was highly heterogeneous in different TP strains. According to the amino acid sequence of TP0136, TPE, FB and TEN strains were divided into 4 subtypes of Ⅰ- Ⅳ, TPA strains were divided into 6 subtypes of Ⅴ-Ⅹ, and TPA clinical strains were classified into 4 subtypes of Ⅶ, Ⅸ, Ⅹ, Ⅺ. Through the traditional typing method described above, 23 TPA clinical strains could be divided into 5 types (13D/d, 14D/f, 14D/g, 15D/f, 16A/e) . By using the TP0136 protein-based typing method combined with traditional typing method, the above clinical strains could be further subdivided into 10 types, and the 14D/f type could be further divided into 3 subtypes by using the TP0136 protein-based typing method.Conclusion:The TP0136 protein-based molecular typing method can be used to distinguish TP species, which is helpful for further improvement of traditional TPA molecular typing.

Analysis of perioperative blood loss by fast track protocol in cephalomedullary nailing for geriatric intertrochanteric fractures / 中国修复重建外科杂志

Objective: To analyze the effectiveness of fast track protocol of geriatric intertrochanteric fracture on operative waiting time, operation time, perioperative blood loss, providing data support for clinical therapy. Methods: The clinical data of 240 elderly patients with intertrochanteric fracture admitted between January 2015 and December 2018 were retrospectively analyzed. They were divided into traditional protocol group (148 cases, group A) and fast track group (92 cases, group B). All patients were treated with closed reduction intramedullary nail (proximal femoral nail antirotation) surgery. There was no significant difference in gender, age, sides, fracture classification, fracture type, complications, the proportion of patients with more than 3 kinds of medical diseases, and the time from injury to admission between the two groups ( P>0.05). Analysis index included operative waiting time (hospitalization to operation time), operation time, percentage of operation performing in 48 and 72 hours, percentage of transfusion, changes of hematocrit (Hct) at different stage (admission, operation day, and postoperative 1, 3 days), blood loss by fracture and cephalomedullary nail, intraoperative dominant blood loss, total blood loss in perioperative period were recorded and compared. Results: The operative waiting time, operation time, Hct on operation day and postoperative 3 days, blood loss by fracture, transfusion volume, and total blood loss in perioperative period in group B were significantly less than those in group A ( P0.05). Conclusion: Fast track can shorten the operative waiting time of geriatric intertrochanteric fracture, reduce the blood loss by fracture, total blood loss in perioperative period, and transfusion volume. Early operation is conducive to improve the anemia status of patients during perioperative period.

Regulation of apoptosis of host cells by in vitro azithromycin-induced persistent Chlamydia trachomatis infection / 中华皮肤科杂志

Objective To evaluate the regulatory role of azithromycin-induced persistent Chlamydia trachomatis (Ct) infection in the apoptosis of Hela229 cells.Methods Hela229 cells were firstly co-cultured with Ct for 22 hours,and then cultured with Dulbecco's modified Eagle's medium (DMEM) containing 0.08 mg/L azithromycin for 26 hours to establish a cell model of persistent Ct infection (persistent infection group).These infected Hela229 cells cultured with azithromycin-free DMEM served as a cell model of acute Ct infection (acute infection group).After 48-hour infection with Ct,azithromycin was removed,and infected Hela229 cells in the above 2 groups were successively cultured with DMEM for the resurgence of Ct.Immunofluorescence assay and electron microscopy were performed to verify the persistent Ct infection model.The Hela229 cells in the persistent infection group and acute infection group as well as uninfected Hela229 cells (control group) were treated with staurosporine (STS) for 4 hours to induce the apoptosis,and then cell apoptosis was detected by Hoechst 33258 staining,annexin V/propidium iodide staining and flow cytometry.Results After the treatment with azithromycin,atypical inclusions with aberrant reticulate bodies appeared in the Ct-infected cells.After removing azithromycin,cells were cultured until 96 hours after infection,and infectious elementary bodies reappeared in the Ct inclusions.After the treatment with STS,Hoechst staining showed that there was loose chromatin in the persistently infected cells,while chromatin condensation was observed in the uninfected cells.After 24-hour infection with Ct and 4-hour induction with STS,the apoptosis rate was significantly higher in the persistent infection group (45.567％ ± 2.631％) than in the acute infection group (38.567％ ± 1.701％,t =2.686,P =0.028),but significantly lower in the persistent infection group than in the uninfected group (69.800％ ± 2.835％,t =8.187,P ＜ 0.001).After 48-hour infection with Ct and 4-hour induction with STS,there was a significant difference in the apoptosis rate between the persistent infection group (46.700％ ± 5.257％) and acute infection group (61.767％ ± 1.815％,t =5.781,P ＜ 0.001),as well as between the persistent infection group and the uninfected group (68.667％ ± 3.156％,t =7.421,P ＜ 0.001).Conclusion This study showed that azithromycin-induced persistent Ct infection regulated the apoptosis of host cells,and this effect lasted 48 hours.

Quantitative analysis of operation risks for femoral intertrochanteric fractures under the guidance of Acute Physiology and Chronic Health Evaluation system / 中华创伤骨科杂志

Objective To quantitatively analyze the operation risks for femoral intertrochanteric frac-tures under the guidance of Acute Physiology and Chronic Health EvaluationⅡ( APACHEⅡ) . Methods A retrospective analysis was performed among the 226 patients with femoral intertrochanteric fracture who had re-ceived surgery between January 2013 and January 2016. They were 59 men and 167 women, aged from 69 to 106 years ( average, 75. 4 ± 6. 1 years ) . Their average APACHEⅡscore was 18. 3 ± 6. 3 ( from 5 to 34 ) . They were divided into 3 groups according to their APACHEⅡscores: 127 cases in the low risk group (≤ 15 ) , 68 cases in the medium risk group ( from 16 to 24 ) and 31 cases in the high risk group ( ≥25 ) . The mortality was compared between the 3 groups. The deaths and survivals were compared in each group in terms of age, oper-ation time, intraoperative blood loss, postoperative blood transfusion and combined internal diseases. Results Thirteen patients died during hospitalization, giving a mortality of 5. 7％ ( 13/226 ) . The causes for death were heart attack in 6 cases, respiratory failure in 4, toxic shock in 2 and renal failure in one. The mortality in the high risk group ( 22. 6％, 7/31 ) was significantly higher than in the low risk group ( 1. 6％, 2/125 ) and in the medium risk group ( 5. 9％, 4/68 ) ( P <0. 05 ) . In the low risk group, the intraoperative blood loss was sta-tistically different between deaths and survivals ( P <0. 05 ); in the medium risk group, the intraoperative blood loss and postoperative blood transfusion volume were statistically different between deaths and survivals ( P <0. 05 ); in the high risk group, the age and intraoperative blood loss were statistically different between deaths and survivals ( P <0. 05 ) . Conclusions APACHEⅡcan be used to quantitatively evaluate the patients with femoral intertrochanteric fracture who usually suffer from intraoperative complications and concomitant in-ternal diseases. The most significant risk factor may be intraoperative blood loss.

Clinical application of VSD negative pressure aspiration and detoxification in severe snake bite / 中华危重病急救医学

Objective To assess the clinical efficacy of vacuum sealing drainage (VSD) in the treatment of mixed poisonous snake bite. Methods A prospective study was conducted. Forty-three snake bite patients by mixed poisonous snakes admitted to Department of Emergency of the 175th Hospital of People's Liberation Army from February 2015 to February 2017 were enrolled. All patients were divided into routine treatment group (n = 20) and VSD treatment group (n = 23) according to whether early incision decompression and using the VSD technique. The patients in the routine treatment group were treated with injection of antivenoms, Jidesheng snake tablets external coating, and wound incision detoxification. Beside the routine treatments, patients in the VSD treatment group were treated with incision decompression and the VSD suction aspiration for the swelling limb. Bite wound infection rate, local skin necrosis area, maximum level of C-reactive protein (CRP), length of hospital stay and disability rate were compared between the two groups. Results Forty-three patients were followed up for 6-12 months with average of (10.3±1.4) months postoperatively. There were no deaths in both groups. Compared with the routine treatment group, wound infection rate in the VSD treatment group was significantly lowered [8.7% (2/23) vs. 40.0% (8/20)], local skin necrosis area was significantly reduced (cm2: 4.2±0.8 vs. 6.0±1.3), the maximum CRP was significantly lowered (mg/L: 50.0±12.1 vs. 68.0±13.4), the hospitalization time was significantly shortened (days: 11.7±2.9 vs. 17.7±4.9), and the difference above was statistically significant (all P < 0.05). The disability rate of the VSD treatment group was lowered as compared with routine treatment group [13.0% (3/23) vs. 13.0% (6/20)] without statistically significant difference. Conclusion Early incision decompression and VSD pressure suction of the swelling limb associated with combination therapy of drugs is a reliable and effective method for severe snakebite, and can promote physical rehabilitation and shorten hospital stay.