1.Application Value of an AI-based Imaging Feature Parameter Model for Predicting the Malignancy of Part-solid Pulmonary Nodule.
Mingzhi LIN ; Yiming HUI ; Bin LI ; Peilin ZHAO ; Zhizhong ZHENG ; Zhuowen YANG ; Zhipeng SU ; Yuqi MENG ; Tieniu SONG
Chinese Journal of Lung Cancer 2025;28(4):281-290
BACKGROUND:
Lung cancer is one of the most common malignant tumors worldwide and a major cause of cancer-related deaths. Early-stage lung cancer is often manifested as pulmonary nodules, and accurate assessment of the malignancy risk is crucial for prolonging survival and avoiding overtreatment. This study aims to construct a model based on image feature parameters automatically extracted by artificial intelligence (AI) to evaluate its effectiveness in predicting the malignancy of part-solid nodule (PSN).
METHODS:
This retrospective study analyzed 229 PSN from 222 patients who underwent pulmonary nodule resection at Lanzhou University Second Hospital between October 2020 and February 2025. According to pathological results, 45 cases of benign lesions and precursor glandular lesion were categorized into the non-malignant group, and 184 cases of pulmonary malignancies were categorized into the malignant group. All patients underwent preoperative chest computed tomography (CT), and AI software was used to extract imaging feature parameters. Univariate analysis was used to screen significant variables; variance inflation factor (VIF) was calculated to exclude highly collinear variables, and LASSO regression was further applied to identify key features. Multivariate Logistic regression was used to determine independent risk factors. Based on the selected variables, five models were constructed: Logistic regression, random forest, XGBoost, LightGBM, and support vector machine (SVM). Receiver operating characteristic (ROC) curves were used to assess the performance of the models.
RESULTS:
The independent risk factors for the malignancy of PSN include roughness (ngtdm), dependence variance (gldm), and short run low gray-level emphasis (glrlm). Logistic regression achieved area under the curves ( AUCs) of 0.86 and 0.89 in the training and testing sets, respectively, showing good performance. XGBoost had AUCs of 0.78 and 0.77, respectively, demonstrating relatively balanced performance, but with lower accuracy. SVM showed an AUC of 0.93 in the training set, which decreased to 0.80 in the testing set, indicating overfitting. LightGBM performed excellently in the training set with an AUC of 0.94, but its performance declined in the testing set, with an AUC of 0.88. In contrast, random forest demonstrated stable performance in both the training and testing sets, with AUCs of 0.89 and 0.91, respectively, exhibiting high stability and excellent generalizability.
CONCLUSIONS
The random forest model constructed based on independent risk factors demonstrated the best performance in predicting the malignancy of PSN and could provide effective auxiliary predictions for clinicians, supporting individualized treatment decisions.
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Humans
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Male
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Female
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Lung Neoplasms/pathology*
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Middle Aged
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Retrospective Studies
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Artificial Intelligence
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Aged
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Tomography, X-Ray Computed
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Adult
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Solitary Pulmonary Nodule/diagnostic imaging*
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ROC Curve
2.Comparative observation of subretinal and intravitreal injection of Conbercept after pars plana vitrectomy in the treatment of refractory diabetic macular edema
Wanxuan CHAI ; Wei WU ; Kangcheng LIU ; Hanying HU ; Huimin FAN ; Xiaohan SU ; Zhipeng YOU
Chinese Journal of Ocular Fundus Diseases 2025;41(1):25-31
Objective:To compare the efficacy of pars plana vitrectomy (PPV) combined with subretinal or intravitreal injection of Conbercept for the treatment of refractory diabetic macular edema (DME).Methods:A retrospective case control study. From June 2022 to March 2024, 32 eyes of 32 patients with refractory DME diagnosed at The Affiliated Eye Hospital of Nanchang University were included in the study. There were 17 male cases with 17 eyes and 15 female cases with 15 eyes. Age was (57.44±8.99) years old; The duration of diabetes was (12.72±6.11) years. All patients had received regular treatment with anti-vascular endothelial growth factor (VEGF) drugs or corticosteroid drugs for at least 5 times, and had undergone focal retinal laser photocoagulation or panretinal laser photocoagulation, the central macular thickness (CMT) persisted or decreased by less than 50 μm. All affected eyes underwent best-corrected visual acuity (BCVA), intraocular pressure, optical coherence tomography (OCT), microperimetry, and laboratory glycated hemoglobin (HbA1c) testing. BCVA was measured using a standard logarithmic visual acuity chart, and converted to the logarithm of the minimum angle of resolution (logMAR) for statistical analysis. CMT was measured using an OCT device. Microperimetry was performed using an MP-3 microperimeter, recording the mean sensitivity (MS) of the retina within a 12° range of the fovea. The affected eyes were treated with 23G PPV combined with internal limiting membrane peeling and either macular subretinal or intravitreal injection of Conbercept, and were divided into subretinal injection group and the intravitreal injection group, each consisting of 16 cases and 16 eyes. The same equipment and methods as before surgery were used for related examinations at 1, 3, and 6 months post-surgery. Changes in BCVA, CMT, and MS were observed and compared, as well as the number of additional anti-VEGF treatments required within 6 months after surgery. Intergroup comparisons were made using independent samples t tests, and repeated measures data were analyzed using repeated measures analysis of variance. Results:The age ( t=-0.271), gender composition ( χ2=0.001), duration of diabetes ( Z=-0.868), HbA1c ( t=-0.789), intraocular pressure ( t=1.689), logMAR BCVA ( t=1.393), CMT ( t=-0.613), MS ( Z=-0.132), and the number of anti-VEGF injections ( t=-0.752) between the subretinal injection group and the intravitreal injection group showed no statistically significant differences ( P>0.05). The within-subject effects comparison of BCVA, CMT, and MS at 1, 3, and 6 months post-surgery compared to pre-surgery for all affected eyes showed statistically significant differences ( F=8.060, 125.722, 39.054; P<0.05). The overall comparison of logMAR BCVA between the subretinal and intravitreal injection groups post-surgery showed no statistically significant difference ( F=0.662, P=0.422), however, comparisons of CMT ( F=4.540) and MS ( F=6.066) showed statistically significant differences ( P<0.05). At 1, 3, and 6 months post-surgery, comparisons of logMAR BCVA between the two groups showed no statistically significant differences ( t=-0.123, 0.239, 1.087; P>0.05), comparisons of CMT showed statistically significant differences ( t=-3.474, -4.832, -2.482; P<0.05), comparisons of MS showed statistically significant differences at 1 and 3 months ( t=-2.940, -2.545; P<0.05), but not at 6 months ( t=-1.527, P>0.05). At 6 months post-surgery, the number of additional intravitreal anti-VEGF injections required in the subretinal and intravitreal injection groups showed a statistically significant difference ( Z=-2.033, P=0.042). During the follow-up period and at the final follow-up, no complications such as injection site bleeding, retinal detachment, vitreous hemorrhage, macular hole, or retinal pigment epithelial tear or atrophy occurred in all affected eyes. Conclusion:Compared with intravitreal injection, subretinal injection of Conbercept for the treatment of refractory DME has more advantages in reducing macular edema and improving visual function in the macular area, and also reduces the number of postoperative anti-VEGF drug treatments.
3.Recent advance in clinical application of ticagrelor in acute ischemic stroke
Chengyang SU ; Xiaoqing LU ; Zhipeng AN ; Caizhen LI ; Tiaowen LING ; Jianghua SI ; Cheng YU
Chinese Journal of Neuromedicine 2025;24(10):1058-1063
Atherosclerosis is the most common cause of ischemic stroke. Antiplatelet aggregation is considered as the effective treatment for atherosclerotic ischemic stroke. Ticagrelor is a novel P2Y12 receptor antagonist, which has the advantages as rapid onset, strong effect, no need for liver metabolism activation and reversible platelet inhibition. Studies have confirmed that ticagrelor has a better therapeutic effect on ischemic stroke patients who are resistant to clopidogrel; especially in dual antiplatelet therapy, patients used ticagrelor have lower stroke risk and severe hemorrhage risk does not increase in these patients. This article reviews the recent advances in mechanism of ticagrelor and its application in acute ischemic stroke, with the aim of providing references for clinical application of ticagrelor.
4.Comparative observation of subretinal and intravitreal injection of Conbercept after pars plana vitrectomy in the treatment of refractory diabetic macular edema
Wanxuan CHAI ; Wei WU ; Kangcheng LIU ; Hanying HU ; Huimin FAN ; Xiaohan SU ; Zhipeng YOU
Chinese Journal of Ocular Fundus Diseases 2025;41(1):25-31
Objective:To compare the efficacy of pars plana vitrectomy (PPV) combined with subretinal or intravitreal injection of Conbercept for the treatment of refractory diabetic macular edema (DME).Methods:A retrospective case control study. From June 2022 to March 2024, 32 eyes of 32 patients with refractory DME diagnosed at The Affiliated Eye Hospital of Nanchang University were included in the study. There were 17 male cases with 17 eyes and 15 female cases with 15 eyes. Age was (57.44±8.99) years old; The duration of diabetes was (12.72±6.11) years. All patients had received regular treatment with anti-vascular endothelial growth factor (VEGF) drugs or corticosteroid drugs for at least 5 times, and had undergone focal retinal laser photocoagulation or panretinal laser photocoagulation, the central macular thickness (CMT) persisted or decreased by less than 50 μm. All affected eyes underwent best-corrected visual acuity (BCVA), intraocular pressure, optical coherence tomography (OCT), microperimetry, and laboratory glycated hemoglobin (HbA1c) testing. BCVA was measured using a standard logarithmic visual acuity chart, and converted to the logarithm of the minimum angle of resolution (logMAR) for statistical analysis. CMT was measured using an OCT device. Microperimetry was performed using an MP-3 microperimeter, recording the mean sensitivity (MS) of the retina within a 12° range of the fovea. The affected eyes were treated with 23G PPV combined with internal limiting membrane peeling and either macular subretinal or intravitreal injection of Conbercept, and were divided into subretinal injection group and the intravitreal injection group, each consisting of 16 cases and 16 eyes. The same equipment and methods as before surgery were used for related examinations at 1, 3, and 6 months post-surgery. Changes in BCVA, CMT, and MS were observed and compared, as well as the number of additional anti-VEGF treatments required within 6 months after surgery. Intergroup comparisons were made using independent samples t tests, and repeated measures data were analyzed using repeated measures analysis of variance. Results:The age ( t=-0.271), gender composition ( χ2=0.001), duration of diabetes ( Z=-0.868), HbA1c ( t=-0.789), intraocular pressure ( t=1.689), logMAR BCVA ( t=1.393), CMT ( t=-0.613), MS ( Z=-0.132), and the number of anti-VEGF injections ( t=-0.752) between the subretinal injection group and the intravitreal injection group showed no statistically significant differences ( P>0.05). The within-subject effects comparison of BCVA, CMT, and MS at 1, 3, and 6 months post-surgery compared to pre-surgery for all affected eyes showed statistically significant differences ( F=8.060, 125.722, 39.054; P<0.05). The overall comparison of logMAR BCVA between the subretinal and intravitreal injection groups post-surgery showed no statistically significant difference ( F=0.662, P=0.422), however, comparisons of CMT ( F=4.540) and MS ( F=6.066) showed statistically significant differences ( P<0.05). At 1, 3, and 6 months post-surgery, comparisons of logMAR BCVA between the two groups showed no statistically significant differences ( t=-0.123, 0.239, 1.087; P>0.05), comparisons of CMT showed statistically significant differences ( t=-3.474, -4.832, -2.482; P<0.05), comparisons of MS showed statistically significant differences at 1 and 3 months ( t=-2.940, -2.545; P<0.05), but not at 6 months ( t=-1.527, P>0.05). At 6 months post-surgery, the number of additional intravitreal anti-VEGF injections required in the subretinal and intravitreal injection groups showed a statistically significant difference ( Z=-2.033, P=0.042). During the follow-up period and at the final follow-up, no complications such as injection site bleeding, retinal detachment, vitreous hemorrhage, macular hole, or retinal pigment epithelial tear or atrophy occurred in all affected eyes. Conclusion:Compared with intravitreal injection, subretinal injection of Conbercept for the treatment of refractory DME has more advantages in reducing macular edema and improving visual function in the macular area, and also reduces the number of postoperative anti-VEGF drug treatments.
5.Recent advance in clinical application of ticagrelor in acute ischemic stroke
Chengyang SU ; Xiaoqing LU ; Zhipeng AN ; Caizhen LI ; Tiaowen LING ; Jianghua SI ; Cheng YU
Chinese Journal of Neuromedicine 2025;24(10):1058-1063
Atherosclerosis is the most common cause of ischemic stroke. Antiplatelet aggregation is considered as the effective treatment for atherosclerotic ischemic stroke. Ticagrelor is a novel P2Y12 receptor antagonist, which has the advantages as rapid onset, strong effect, no need for liver metabolism activation and reversible platelet inhibition. Studies have confirmed that ticagrelor has a better therapeutic effect on ischemic stroke patients who are resistant to clopidogrel; especially in dual antiplatelet therapy, patients used ticagrelor have lower stroke risk and severe hemorrhage risk does not increase in these patients. This article reviews the recent advances in mechanism of ticagrelor and its application in acute ischemic stroke, with the aim of providing references for clinical application of ticagrelor.
6.Effect of bronchoscopic balloon dilation with different intervals in treatment of children with subglottic stenosis caused by tracheal intubation
Lidan CUI ; Liujiong GAO ; Conghui LI ; Jun SU ; Zhipeng JIN ; Zheng LI
Journal of Clinical Medicine in Practice 2024;28(14):82-86
Objective To investigate the effect of bronchoscopic balloon dilation treatment of different intervals on the tracheal intubation-induced subglottic stenosis in children. Methods Children with tracheal intubation-induced subglottic cicatricial stenosis were selected as the research objects. Among the 36 children with pure balloon dilation treatment, 20 cases were enrolled in the observation group and 16 cases were enrolled in the control group. In the observation group, electronic bronchoscopy was performed at 3 days after the first-time balloon dilation treatment, and those with grade 2 or higher stenosis received the second-time balloon dilation treatment. The follow-up treatment principle was as follows. If there was obvious retraction compared with the previous time and the stenosis was grade 2 or higher, the balloon dilation treatment would be performed again after an interval of 3 days; if there was no obvious retraction, the evaluation would be performed again after an interval of 2 weeks until there was no obvious retraction in the stenosis site under endoscopy for 3 times in 6 consecutive weeks, and the degree of stenosis was less than 25%, and then the electronic bronchoscopy evaluation would be stopped. In the control group, electronic bronchoscopy was performed 7 days after the first-time balloon dilation treatment, and those with grade 2 or higher stenosis received the second-time balloon dilation treatment. The follow-up treatment principle was as follows. If there was obvious retraction compared with the previous time and the stenosis was grade 2 or higher, the balloon dilation treatment would be performed again after an interval of 7 days; the evaluation method for those without obvious retraction was the same as the observation group. The follow-up duration ranged from 6 to 9 months. Results There was no significant difference in the total number of treatments and outcomes between the two groups (
7.Clinical observation of hysterectomy combined with 41G ultramicroneedle for subretinal injection of balanced salt solution in the treatment of refractory macular hole
Hanying HU ; Ting YANG ; Zhipeng YOU ; Shaochuan LI ; Wanxuan CHAI ; Xiaohan SU
Chinese Journal of Ocular Fundus Diseases 2024;40(5):353-359
Objective:To observe the effectiveness and safety of pars plana vitrectomy (PPV) combined with inner limiting membrane (ILM) removal and 41G microneedle subretinal injection of balanced salt solution (BSS) in the treatment of refractory macular hole.Methods:A prospective clinical study. From January to June 2023, 20 cases (20 eyes) of refractory macular hole patients diagnosed through examination at The Affiliated Eye Hospital of Nanchang University were included in the study. The basal diameter of the affected eye's basal diameter (BD) was >1 000 μm. Macular hole index (MHI) was <0.5. The affected eye received treatment with 23G PPV combined with ILM removal and 41G microneedle subretinal injection of BSS. Best corrected visual acuity (BCVA), microperimetry, and optical coherence tomography angiography (OCTA) were performed before and 1, 2, 3, and 6 months after surgery for the affected eye. BCVA examination was performed using standard logarithmic visual acuity chart, and convert it to logarithmic minimum resolution angle (logMAR) visual acuity for statistical purposes. MP-3 microperimetry was used for micro view examination, record the mean sensitivity (MS) of the retinal within a 12° range of the fovea. OCTA was used to measure the area of the avascular zone of the macula (FAZ), perimeter of the FAZ (PERIM), retinal vascular length density (VLD), and vascular perfusion density (VPD). The changes in BCVA, MS, FAZ area, PERIM, VLD, VPD before and after surgery were compared and analyzed. After the same time, the closure of macular hole and the occurrence of complications after surgery were observed. Single factor analysis of variance was used to compare the observation indicators at different times before and after surgery. The correlation between various observation indicators and preoperative minimum diameter (MD), BD, and hiatus height at 6 months after surgery were analyzed using Pearson correlation analysis.Results:Among the 20 cases with 20 eyes, there were 2 males with 2 eyes and 18 females with 18 eyes. Age was (61.45±8.56) years old. The logMAR BCVA, MS, FAZ area, PERIM, VLD, and VPD of the affected eye were 1.46±0.21, (16.20±5.81) dB、(0.40±0.17) mm 2, (2.89±0.99) mm, (6.23±3.59) mm -1, (0.17±0.10)%, respectively. Six months after surgery, out of 20 eyes, macular hole closure and incomplete closure were 18 (90.0%, 18/20) and 2 (10.0%, 2/20) eyes, respectively. The logMAR BCVA, MS, FAZ area, PERIM, VLD, and VPD were 0.80±0.20, (22.20±4.60) dB, (0.18±0.10) mm 2, (1.83±0.80) mm, (9.54±2.88) mm -1, (0.31±0.14)%. Compared with before surgery, the differences were statistically significant ( P<0.05). The correlation analysis results showed a positive correlation ( P<0.05) between preoperative BD and postoperative 6-month PERIM and VPD. There was a negative correlation between preoperative MD and postoperative VLD at 6 months ( P<0.05). There was a negative correlation between preoperative MHI and logMAR BCVA and VPD at 6 months after surgery ( P<0.05). No complications such as elevated or decreased intraocular pressure, damage to retinal pigment epithelium, retinal hemorrhage, endophthalmitis, or retinal detachment occurred after surgery in all affected eyes. Conclusion:Minimally invasive PPV combined with ILM removal and 41G microneedle subretinal injection of BSS can effectively improve the closure rate of refractory macular hole patients in the short term, improve vision, and have good safety.
8.Therapeutic effect of microperimetry combined with optical coherence tomo-graphy angiography on large-diameter idiopathic macular hole after internal limiting membrane covering surgery
Lingyao WU ; Zhipeng YOU ; Yunyu TAN ; Xiaohan SU
Recent Advances in Ophthalmology 2024;44(9):707-713
Objective To explore the efficacy and safety of pars plan vitrectomy(PPV)combined with internal limit-ing membrane(ILM)covering surgery in patients with large-diameter idiopathic macular holes(IMH)using optical coher-ence tomography angiography(OCTA)and microperimetry.Methods Twenty-three eyes of 23 patients with large-diame-ter IMH treated at the Eye Hospital Affiliated with Nanchang University from February 2023 to July 2023 were selected.The patients'best-corrected visual acuity(BCVA),hole closure rate,microcirculation[perfusion density at the superficial cap-illary plexus(PSCP)and vascular density at the retinal superficial capillary plexus(VSCP)]in the macular area(divided into central,inner and outer regions),macular sensitivity(MS),fixation stability,and foveal avascular zone(FAZ)area were observed before surgery and at 1 week,1 month,3 months,and 6 months after surgery.Changes in eye parameters before and after surgery were compared,and the correlation between parameters was analyzed.Results After a 6-month follow-up,all macular holes in the affected eyes were closed,with a closure rate of 100%.Compared to before surgery,the BCVA of the patients improved gradually at 1 week,1 month,3 months,and 6 months after surgery,and the differ-ences between any two time points were statistically significant(all P<0.05).The FAZ area decreased at 1 week,1 month,3 months,and 6 months after surgery compared to before surgery,and the differences were statistically significant(all P<0.05).The VSCP in the three regions showed a decrease at 1 week postoperatively and an increase at 6 months postoperatively compared to before surgery,and the differences were statistically significant(both P<0.05).The PSCP in-creased at 3 months and 6 months postoperatively compared to before surgery,with statistically significant differences(both P<0.05).The 12° MS increased at 1 month,3 months,and 6 months after surgery compared to before surgery,with statistically significant differences(all P<0.05).The proportions of fixation points within 2° and 4° increased at 1 month,3 months,and 6 months postoperatively compared to before surgery,with statistically significant differences(all P<0.05).The proportion of fixation points within 4° increased at 1 week postoperatively compared to before surgery,with a statistically significant difference(P<0.05).Correlation analysis showed that preoperative MS and the proportion of fixa-tion points within 2° were negatively correlated with BCVA(logMAR)at 6 months postoperatively(r=-0.819,-0.790,both P<0.05),while preoperative FAZ area and minimum hole diameter were positively correlated with BCVA(logMAR)at 6 months postoperatively(r=0.596,0.853,both P<0.05).The preoperative VSCP in the inner and outer regions were negatively correlated with BCVA(logMAR)at 6 months postoperatively(r=-0.521,-0.570,both P<0.05).Conclu-sion The results of OCTA and microperimetry show that after treatment with PPV and ILM covering surgery,the closure rate of large-diameter IMH is good,and all indicators have improved compared to before surgery.
9.Autologous ilium graft combination with titanium plate for sternal reconstruction: A case report
Bo YANG ; Bin LI ; Peng JIANG ; Shaobo ZHANG ; Meiyu REN ; Zhipeng SU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(02):329-332
The sternum is the pivotal component of the thoracic cavity. It is connected with the clavicle and ribs on the upper part and both sides respectively, and plays an important role in protecting the stability of the chest wall. Sternal resection usually results in a large segmental chest wall defect that causes the chest wall to float and requires sternal reconstruction. This paper reports a 62 years male patient with thymic squamous cell carcinoma with sternal metastasis, who underwent thymotomy, sternal tumor resection and autologous lilum graft combined with sternal reconstruction by titanium plate after relevant examination was completed and surgical contraindications were eliminated. The patient was followed up for 6 months, the respiratory and motor functions were normal and the thoracic appearance was good.
10.The value of monitoring regional cerebral oxygen saturation in the prognosis assessment of comatose children in PICU
Liujiong GAO ; Xiaolei LI ; Shiyue MEI ; Zhipeng JIN ; Jun SU
Chinese Pediatric Emergency Medicine 2023;30(4):276-280
Objective:To evaluate the value of monitoring regional cerebral oxygen saturation (rSO 2) in the prognosis of comatose children in pediatric intensive care unit (PICU). Methods:A total of 127 coma children who admitted to PICU at Henan Children′s Hospital from January 2019 to September 2021 were collected and divided into mild[Glasgow coma score(GCS): 13-15], moderate(GCS: 9-12) and severe coma(GCS: 3-8) groups according to GCS.A cerebral oxygen monitor was used to monitor the rSO 2 of all children before treatment, and on the 3rd, 7th and 14th day after treatment.The outcomes were assessed according to the pediatric cerebral performance category (PCPC), and the children were divided into recovery group(PCPC score: 1), disability group(PCPC score: 2-4) and poor prognosis group(PCPC score: 5-6). Multiple linear regression and receiver operating characteristic(ROC) curve were used to analyze the correlation between rSO 2 and PCPC score. Results:rSO 2 in mild, moderate and severe coma groups before treatment were (78.06±3.21)%, (66.07±6.05)%, and (52.87±6.49)%, respectively ( F=209.263, P<0.05). rSO 2 before treatment was positively correlated with GCS( r=0.806, P<0.05). There were significant differences in rSO 2 among recovery group, disability group and poor prognosis group before treatment and that on the 3rd, 7th and 14th day after treatment ( P<0.05). Notably, rSO 2 in recovery group was higher than that in disability group, and rSO 2 in disability group was higher than that in poor prognosis group.The rSO 2 of three groups showed an increasing trend over time ( P<0.05). Multiple linear regression analysis showed that rSO 2 on the 7th and 14th day of treatment were independent prognostic factors ( OR -0.042, 95% CI -0.082~0.003, P<0.05; OR -0.047, 95% CI -0.094~0.000, P<0.05). ROC analysis showed that rSO 2 on the 7th day of treatment had a relatively higher prognostic value for children in coma, and the area under the ROC curve for predicting the prognosis of abnormal brain function and no wakefulness were 0.741 and 0.746, respectively. Conclusion:Monitoring rSO 2 has predictive value for the prognosis of brain function of coma children in PICU, in which the prognostic value of rSO 2 on the 7th day after treatment is relatively higher and can be used as a reference index for prognosis assessment of coma children in PICU.


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