1.Clinical application of an artificial intelligence system in predicting benign or malignant pulmonary nodules and pathological subtypes
Zhuowen YANG ; Zhizhong ZHENG ; Bin LI ; Yiming HUI ; Mingzhi LIN ; Jiying DANG ; Suiyang LI ; Chunjiao ZHANG ; Long YANG ; Liang SI ; Tieniu SONG ; Yuqi MENG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(08):1086-1095
Objective To evaluate the predictive ability and clinical application value of artificial intelligence (AI) systems in the benign and malignant differentiation and pathological type of pulmonary nodules, and to summarize clinical application experience. Methods A retrospective analysis was conducted on the clinical data of patients with pulmonary nodules admitted to the Department of Thoracic Surgery, Second Hospital of Lanzhou University, from February 2016 to February 2025. Firstly, pulmonary nodules were divided into benign and non-benign groups, and the discriminative abilities of AI systems and clinicians were compared. Subsequently, lung nodules reported as precursor glandular lesions (PGL), microinvasive adenocarcinoma (MIA), and invasive adenocarcinoma (IAC) in postoperative pathological results were analyzed, comparing the efficacy of AI systems and clinicians in predicting the pathological type of pulmonary nodules. Results In the analysis of benign/non-benign pulmonary nodules, clinical data from a total of 638 patients with pulmonary nodules were included, of which there were 257 males (10 patients and 1 patient of double and triple primary lesions, respectively) and 381 females (18 patients and 1 patient of double and triple primary lesions, respectively), with a median age of 55.0 (47.0, 61.0) years. Different lesions in the same patient were analyzed as independent samples. Univariate analysis of the two groups of variables showed that, except for nodule location, the differences in the remaining variables were statistically significant (P<0.05). Multivariate logistic regression analysis showed that age, nodule type (subsolid pulmonary nodule), average density, spicule sign, and vascular convergence sign were independent influencing factors for non-benign pulmonary nodules, among which age, nodule type (subsolid pulmonary nodule), spicule sign, and vascular convergence sign were positively correlated with non-benign pulmonary nodules, while average density was negatively correlated with the occurrence of non-benign pulmonary nodules. The area under the receiver operating characteristic curve (AUC) of the malignancy risk value given by the AI system in predicting non-benign pulmonary nodules was 0.811, slightly lower than the 0.898 predicted by clinicians. In the PGL/MIA/IAC analysis, clinical data from a total of 411 patients with pulmonary nodules were included, of which there were 149 males (8 patients of double primary lesions) and 262 females (17 patients of double primary lesions), with a median age of 56.0 (50.0, 61.0) years. Different lesions in the same patient were analyzed as independent samples. Univariate analysis results showed that, except for gender, nodule location, and vascular convergence sign, the differences in the remaining variables among the three groups of PGL, MIA, and IAC patients were statistically significant (P<0.05). Multinomial multivariate logistic regression analysis showed that the differences between the parameters in the PGL group and the MIA group were not statistically significant (P>0.05), and the maximum diameter and average density of the nodules were statistically different between the PGL and IAC groups (P<0.05), and were positively correlated with the occurrence of IAC as independent risk factors. The average AUC value, accuracy, recall rate, and F1 score of the AI system in predicting lung nodule pathological type were 0.807, 74.3%, 73.2%, and 68.5%, respectively, all better than the clinical physicians’ prediction of lung nodule pathological type indicators (0.782, 70.9%, 66.2%, and 63.7% respectively). The AUC value of the AI system in predicting IAC was 0.853, and the sensitivity, specificity, and optimal cutoff value were 0.643, 0.943, and 50.0%, respectively. Conclusion This AI system has demonstrated high clinical value in predicting the benign and malignant nature and pathological type of lung nodules, especially in predicting lung nodule pathological type, its ability has surpassed that of clinical physicians. With the optimization of algorithms and the adequate integration of multimodal data, it can better assist clinical physicians in formulating individualized diagnostic and treatment plans for patients with lung nodules.
2.Study on the risk factors of cefoperazone/sulbactam-induced coagulation dysfunction in adult patients:a systematic review
Mingfu TUO ; Cai’e TANG ; Kun YANG ; Yabing SHEN ; Shixin LEI ; Liang YANG
China Pharmacy 2024;35(4):488-493
OBJECTIVE To systematically evaluate the risk factors for cefoperazone/sulbactam-induced coagulation dysfunction in adult patients. METHODS Retrieved from CNKI, VIP, CBM, Wanfang data, PubMed, Embase and Cochrane Library, randomized controlled trial (RCT), case-control study or cohort study about cefoperazone/sulbactam-induced coagulation dysfunction in adult patients were collected from the inception to Apr. 30th, 2023. After literature screening, data extraction and quality evaluation, meta-analysis was carried out by using RevMan 5.3 software. RESULTS A total of 13 studies were included, among which 11 studies were case-control studies, and 2 studies were cohort studies, involving 18 387 patients in total. Meta- analysis showed that the proportion of advanced age [OR=2.04, 95%CI (1.14, 3.64), P=0.02], liver insufficiency [OR=5.95, 95%CI (4.21, 8.40), P<0.000 01], renal insufficiency [OR=3.51, 95%CI (3.04, 4.05), P<0.001], hypoproteinemia [OR= 1.90, 95%CI(1.37, 2.62), P<0.001], poor diet [OR=7.25, 95%CI (5.13, 10.24), P<0.000 01], daily dose of cefoperazone/ sulbactam ≥9 g [OR=3.95, 95%CI (2.45,6.37), P<0.001], medication duration of cefoperazone/sulbactam ≥10 d [OR=2.43, 95%CI (1.81, 3.28), P<0.001], combined use of anticoagulant drugs [OR=2.84, 95%CI (2.03, 3.97), P<0.001], combined with malignant tumor [OR=1.60, 95%CI (1.20, 2.15),P<0.001] in patients with abnormal coagulation function were significantly higher than those with normal coagulation function. CONCLUSIONS Advanced age, liver insufficiency, renal insufficiency, complicated with malignant tumors and hypoalbuminemia, combined use of anticoagulant drugs, poor diet, daily dose ≥9 g, and medication duration≥10 days are risk factors for coagulation dysfunction caused by cefoperazone/sulbactam.
3.Comparison of oxycodone and sufentanil in patient-controlled intravenous analgesia for postoperative patients: a meta-analysis of randomized controlled trials.
Xixia FENG ; Pingliang YANG ; Zaibo LIAO ; Ruihao ZHOU ; Lu CHEN ; Ling YE
Chinese Medical Journal 2023;136(1):45-52
BACKGROUND:
Managing acute postoperative pain is challenging for anesthesiologists, surgeons, and patients, leading to adverse events despite making significant progress. Patient-controlled intravenous analgesia (PCIA) is a recommended solution, where oxycodone has depicted unique advantages in recent years. However, controversy still exists in clinical practice and this study aimed to compare two drugs in PCIA.
METHODS:
We performed a literature search in PubMed, Embase, the Cochrane Central Register of Controlled Trials, Web of Science, Chinese National Knowledge Infrastructure, Wanfang, and VIP databases up to December 2020 to select specific randomized controlled trials (RCTs) comparing the efficacy of oxycodone with sufentanil in PCIA. The analgesic effect was the primary outcome and the secondary outcome included PCIA consumption, the Ramsay sedation scale, patients' satisfaction and side effects.
RESULTS:
Fifteen RCTs were included in the meta-analysis. Compared with sufentanil, oxycodone showed lower Numerical Rating Scale scores (mean difference [MD] = -0.71, 95% confidence interval [CI]: -1.01 to -0.41; P < 0.001; I2 = 93%), demonstrated better relief from visceral pain (MD = -1.22, 95% CI: -1.58 to -0.85; P < 0.001; I2 = 90%), promoted a deeper sedative level as confirmed by the Ramsay Score (MD = 0.77, 95% CI: 0.35-1.19; P < 0.001; I2 = 97%), and resulted in fewer side effects (odds ratio [OR] = 0.46, 95% CI: 0.35-0.60; P < 0.001; I2 = 11%). There was no statistical difference in the degree of patients' satisfaction (OR = 1.13, 95% CI: 0.88-1.44; P = 0.33; I2 = 72%) and drug consumption (MD = -5.55, 95% CI: -14.18 to 3.08; P = 0.21; I2 = 93%).
CONCLUSION:
Oxycodone improves postoperative analgesia and causes fewer adverse effects, and could be recommended for PCIA, especially after abdominal surgeries.
REGISTRATION
PROSPERO; https://www.crd.york.ac.uk/PROSPERO/; CRD42021229973.
Humans
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Oxycodone/therapeutic use*
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Sufentanil/therapeutic use*
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Randomized Controlled Trials as Topic
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Pain, Postoperative/drug therapy*
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Drug-Related Side Effects and Adverse Reactions
;
Analgesia, Patient-Controlled
4.Effects of different doses of dexmedetomidine in patients undergoing heart valve replacement
Yinan LIANG ; Yufeng FENG ; Pingliang YANG
Chinese Journal of Postgraduates of Medicine 2022;45(5):443-448
Objective:To investigate the effects of different doses of dexmedetomidine on intestinal mucosal barrier function, cognitive function and brain protection in patients undergoing heart valve replacement.Methods:The clinical data of 135 patients with heart valve replacement from April 2019 to April 2020 in the First Affiliated Hospital of Chengdu Medical College were retrospectively analyzed. Among them, 54 patients received low-dose of dexmedetomidine after induction of anesthesia (low-dose group), 38 patients received high-dose of dexmedetomidine (high-dose group), and 43 patients did not use dexmedetomidine (control group). Before surgery (T 1), 1 h after surgery (T 2), end of surgery (T 3) and 72 h after surgery (T 4), the levels of intestinal mucosal barrier function indexes D-lactate and diamine oxidase (DAO) were detected by spectrophotometry, the levels of brain injury indexes central nervous system specific protein (S100β) and neuron-specific enolase (NSE) were detected by double antibody sandwich enzyme-linked immunosorbent assay; before surgery and 3 d after surgery, the cognitive function was assessed by the mini-mental state examination (MMSE) and Montreal cognitive assessment (MoCA) scale before and 3 days after surgery. Result:There was no statistical difference in T 1, T 2 and T 4 D-lactic acid among 3 groups ( P>0.05); the T 3 D-lactic acid in low-dose group was significantly lower than that in high-dose group and the control group: (7.87 ± 1.59) mg/L vs. (8.99 ± 1.82) and (9.32 ± 1.74) mg/L, the high-dose group was significantly lower than the control group, and there were statistical differences ( P<0.05). There was no statistical difference in T 1 and T 2 DAO among 3 groups ( P>0.05); the T 3 and T 4 DAO in low-dose group was significantly lower than that in high-dose group and control group: (2.77 ± 0.23) kU/L vs. (3.58 ± 0.25) and (4.30 ± 0.26) kU/L, (2.08 ± 0.25) kU/L vs. (2.40 ± 0.20) and (2.71 ± 0.23) kU/L, the high-dose group was significantly lower than the control group, and there were statistical differences ( P<0.05). There were no statistical differences in MMSE score and MoCA score before surgery among 3 groups ( P>0.05); the MMSE score and MoCA score 3 d after surgery in low-dose group were significantly higher than those in high-dose group and control group: (22.76 ± 0.54) scores vs. (21.41 ± 0.47) and (20.21 ± 0.43) scores, (24.90 ± 0.51) scores vs. (24.01 ± 0.48) and (23.12 ± 0.49) scores, the high-dose group was significantly higher than the control group, and there were statistical differences ( P<0.05). There was no statistical difference in T 1, T 2 and T 4 S100β among 3 groups ( P>0.05); the T 3 S100β in low-dose group was significantly lower than that in high-dose group and control group: (4.09 ± 2.01) μg/L vs. (5.48 ± 1.10) and (6.10 ± 1.58) μg/L, and there were statistical differences ( P<0.05). There was no statistical difference in T 1 and T 4 NSE among 3 groups ( P>0.05); the T 2 and T 3 NSE in low-dose group was significantly lower than that in high-dose group and control group: (17.20 ± 4.13) μg/L vs. (20.29 ± 3.77) and (22.35 ± 3.80) μg/L, (19.40 ± 3.92) μg/L vs. (23.46 ± 5.26) and (25.18 ± 5.32) μg/L, and there were statistical differences ( P<0.05). Conclusions:Administration of 0.5 μg/(kg·h) dexmedetomidine during heart valve replacement under cardiopulmonary bypass can reduce intestinal mucosal damage, protect brain against injury in a certain degree, and improve cognitive function.
5.Study on TYR gene variant from a pedigree with oculocutaneous albinism.
Yingzhen ZHANG ; Caihong JIN ; Min GUO ; Duofu LI ; Lianming CHAI ; Yang WU ; Donglu LI
Chinese Journal of Medical Genetics 2021;38(9):833-837
OBJECTIVE:
To analyze gene variants in a Chinese pedigree with oculocutaneous albinism (OCA).
METHODS:
Gene sequencing of the proband and his parents was performed using chip capture high-throughput sequencing and Sanger sequencing techniques, and PolyPhen-2, SIFT, MutationTaster, and FATHMM software were used to predict the function of new variants. At the same time,the pedigree and variant genes of 4 albinism patients from this pedigree were analyzed.
RESULTS:
Sequencing results showed that the proband's TYR gene (NM_000372) has c.230G>A (p.Arg77Gln) and c.120_121insG (p.Asp42GlyfsTer35) compound heterozygous variants. The proband's father carries c.230G>A heterozygous variant, and the mother carries c.120_121insG heterozygous variant, indicating that the proband's two variants are from his father and mother. The former is a known missense variant, which can cause abnormal or loss of the original function of the protein polypeptide chain. The latter c.120_121insG(p.Asp42GlyfsTer35) is an unreported frameshift variant of the TYR gene subregion (EX1; CDS1). PolyPhen-2, SIFT, MutationTaster and FATHMM predictions are all prompted as "harmful variants". This variant caused the amino acid encoded protein to terminate prematurely, producing a truncated protein, which eventually formed a 76-amino acid short-type TYR protein instead of the 529-amino acid wild-type TYR protein. Through the pedigree analysis, the four patients in the pedigree are all of the same type of compound heterozygous variants, and the disease-causing genes are all from the patient's parents. They belong to a special form of consanguineous marriage within 5 generations.
CONCLUSION
The compound heterozygous variants of c.230G>A (p.Arg77Gln) and c.120_121insG (p.Asp42GlyfsTer35) of the TYR gene may underlie the disease in this pedigree. The gene sequencing results enrich the variant spectrum of the TYR gene, and has facilitated molecular diagnosis for the patient.
Albinism, Oculocutaneous/genetics*
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Consanguinity
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Heterozygote
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Humans
;
Mutation
;
Pedigree
6.Adipose-Derived Stem Cell Transplantation Inhibits Vascular Inflammatory Responses and Endothelial Dysfunction in Rats with Atherosclerosis
Mingqiang FAN ; Jing BAI ; Tao DING ; Xiangxiang YANG ; Qiaoke SI ; Dengmei NIE
Yonsei Medical Journal 2019;60(11):1036-1044
PURPOSE: This study aimed to investigate the effect of adipose-derived stem cell (ADSC) transplantation on atherosclerosis (AS) and its underlying mechanisms. MATERIALS AND METHODS: In our study, rat AS model was established, and ADSCs were isolated and cultured. Atherosclerotic plaque and pathological symptoms of thoracic aorta were measured by Oil Red O staining and Hematoxylin-Eosin staining, respectively. Total cholesterol (TC), triglyceride (TG), high-density lipoprotein cholesterol (HDL-C), and low-density lipoprotein cholesterol (LDL-C) levels were measured by an automatic biochemical analyzer. Expressions of vascular endothelial growth factor (VEGF), vascular cell adhesion molecule-1 (VCAM-1), intercellular adhesion molecule-1 (ICAM-1), aortic endothelin-1 (ET-1), interleukin-6 (IL-6), c-reactive protein (CRP), and tumor necrosis factor α (TNF-α) were measured by enzyme linked immunosorbent assay, VEGF, VCAM-1, ICAM-1, ET-1, respectively, and NF-κB p65 mRNA expressions were detected by quantitative real-time polymerase chain reaction. Protein expressions of VEGF, VCAM-1, ICAM-1, ET-1, NF-κB p65, p-NF-κB p65, and IκBα were measured by western blot. Moreover, NF-κB p65 expression was measured by immunofluorescence staining. RESULTS: ADSC transplantation alleviated the pathological symptoms of aortic AS. ADSC transplantation decreased the levels of TC, TG, and LDL-C and increased serum HDL-C level. Meanwhile, ADSC transplantation decreased the levels of IL-6, CRP, and TNF-α in AS rats. Moreover, the expressions of VEGF, ET-1, VCAM-1, and ICAM-1 were decreased by ADSC transplantation. ADSC transplantation inhibited phosphorylation of NF-κB p65 and promoted IκBα expression in AS rats. CONCLUSION: Our study demonstrated that ADSC transplantation could inhibit vascular inflammatory responses and endothelial dysfunction by suppressing NF-κB pathway in AS rats.
Animals
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Aorta, Thoracic
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Atherosclerosis
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Blotting, Western
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C-Reactive Protein
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Cholesterol
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Endothelin-1
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Enzyme-Linked Immunosorbent Assay
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Fluorescent Antibody Technique
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Intercellular Adhesion Molecule-1
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Interleukin-6
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Lipoproteins
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Phosphorylation
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Plaque, Atherosclerotic
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Rats
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Real-Time Polymerase Chain Reaction
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RNA, Messenger
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Stem Cell Transplantation
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Stem Cells
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Triglycerides
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Tumor Necrosis Factor-alpha
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Vascular Cell Adhesion Molecule-1
;
Vascular Endothelial Growth Factor A
7.The research course and the perspective of molecular regulation network and blood stasis syndrome.
Chinese Journal of Integrated Traditional and Western Medicine 2012;32(10):1420-1422
Studying the literature of blood stasis syndrome (BSS), we reviewed the research course and the perspective of molecular regulation network and BSS. The essence study of BSS was firstly proposed by Chen Ke-ji and Wang Jie, and developed for more than thirty years. The course for BSS study mainly included the formulation of BSS diagnostic standard, the establishment of BSS animal model, pedigree methods, twins combined clinical epidemiological survey of BSS research, the four "zu" subjects combined molecular regulation network of BSS, signal transduction system network and BSS research, and so on. Along with a new sequencing approach in basic research, clinical diagnostics, and drug development, we are promising to see the whole gene network research of human diseases, such as metabolic disease, cancer, and etc. These achievements could provide a new way of thinking for further studying the essence of BSS.
Diagnosis, Differential
;
Genomics
;
Humans
;
Medicine, Chinese Traditional
;
methods
8.Accuracy of renal blood flow assessment by transesophageal echocardiography during carbon dioxide pneumoperitoneum
Shuangbo DAI ; Pingliang YANG ; Bin LIU
Chinese Journal of Anesthesiology 2010;30(z1):54-57
Objective To determine the accuracy of renal blood flow assessment by transesophageal echocardiography (TEE) during carbon dioxide (CO2) pneumoperitoneum.Methods The left renal arterial diameter (RAD) and the Doppler velocity time integral (VTI) were measured by TEE before peumoperitoneum (T0, baseline), at 1, 5, 10, 15, 20 and 30 min of pneumoperitoneum and 1 and 5 min after deflation in 35 patients undergoing elective laparoscopic cholecystectomy. The left renal blood flow (LRBF) and the left renal blood perfusion resistance (LRPR) were calculated according to the following formulae: LRBF = 1/4π x RAD2 x VTI x HR, LRPR = MAP/LRBF.Three months later, the TEE images of 10 cases were randomly selected and reviewed by the same and another research team member to check the repeatability and consistency of the LRBF determination during operation, respectively. The quality of the TEE images was evaluated by another specialist.Results Before pneumoperitoneum, 94% of the TEE images were rated as satisfactory. There was no significant difference between the qualities of the TEE images obtained before and during pneumoperitoneum. The variabilities between the RADs measured by TEE during and 3 months after operation were 9.28% by the same team member and 8.71% by another team member. The variabilities between the VTIs measured by TEE during and 3 months after operation were 5.61% by the same team member and 6.25% by another team member. The linear regression analysis of the LRBF showed that the slope and the intercept were 1.05 and 31.4 ml/min respectively by the same member and 0.92 and 47.3 ml/min respectively by another member. The LRBF was decreased during pneumoperitoneum and the LRPR was increased.Conclusion TEE can be used to accurately monitor the changes in renal blood flow during CO2 pneumoperitoneum.
9.Changes in renal blood flow during laparoscopic cholecystectomy
Shuangbo DAI ; Pingliang YANG ; Bin LIU ; Juan QI
Chinese Journal of Anesthesiology 2010;30(8):916-918
Objective To investigate the changes in renal blood flow during laparoscopic cholecystectomy.Methods Thirty-two ASA Ⅰ patients (10 male, 22 female) aged 18-64 yr, weighing 45-81 kg undergoing laparoscopic cholecystectomy were included in this study. Anesthesia was induced with midazolam, fentanyl,propofol and vecuronium and maintained with isoflurane inhalation, continuous infusion of propofol and remifentanil and intermittent iv boluses of vecuronium. The patients were intubated and mechanically ventilated. PET CO2 was maintained at 30-40 mm Hg. The probe of transesophageal echocardiography (TEE) was inserted into esophagus after tracheal intubation. The internal diameter and blood flow velocity and time integral of left renal artery and descending aorta were measured by TEE before (baseline) and at 1, 5, 10, 15, 20 and 30 min of pneumoperitoneum and 1 and 5 min after deflation. The blood flow of left renal artery (LRAF) and decending aorta (DAF) were calculated. The maximal decrease in LRAF and DAF and LRAF/DAF were analyzed. Results LRAF and DAF decreased significantly during pneumoperitoneum compared to the baseline and recovered after deflation. LRAF and DAF decreased maximally by 40% (95% confidence interval (95% CI) 31%-49% ) and 38% (95% CI 31%-44% ) at 8.9 min (95% CI 5.5-12.4 min) and 6.7 min (95% CI 4.0-9.5 min) of pneumoperitoneum respectively. There was no significant change in LRAF/DAF ratio during pneumoperitoneum. Conclusion The renal blood flow decreases at 1-30 min of pneumoperitoneum with the maximum degree of decrease about 40% at about 9 min of pneumoperitoneum and the reason is related to the decrease in the cardiac output.
10.Roundabout and anti-folding manipulation for treatment of backward supracondylar fractures of humerus in children.
China Journal of Orthopaedics and Traumatology 2009;22(5):344-344
Adolescent
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Child
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Child, Preschool
;
Female
;
Humans
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Humeral Fractures
;
surgery
;
therapy
;
Humerus
;
physiopathology
;
surgery
;
Male

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