BACKGROUND: Postoperative pulmonary complications (PPCs) are major adverse events in neurosurgical patients. This study aimed to develop and validate machine learning models predicting PPCs after neurosurgery. METHODS: PPCs were defined according to the European Perioperative Clinical Outcome standards as occurring within 7 postoperative days. Data of cases meeting inclusion/exclusion criteria were extracted from the anesthesia information management system to create three datasets: The development (data of Huashan Hospital, Fudan University from 2018 to 2020), temporal validation (data of Huashan Hospital, Fudan University in 2021) and external validation (data of other three hospitals in 2023) datasets. Machine learning models of six algorithms were trained using either 35 retrievable and plausible features or the 11 features selected by Lasso regression. Temporal validation was conducted for all models and the 11-feature models were also externally validated. Independent risk factors were identified and feature importance in top models was analyzed. RESULTS: PPCs occurred in 712 of 7533 (9.5%), 258 of 2824 (9.1%), and 207 of 2300 (9.0%) patients in the development, temporal validation and external validation datasets, respectively. During cross-validation training, all models except Bayes demonstrated good discrimination with an area under the receiver operating characteristic curve (AUC) of 0.840. In temporal validation of full-feature models, deep neural network (DNN) performed the best with an AUC of 0.835 (95% confidence interval [CI]: 0.805-0.858) and a Brier score of 0.069, followed by Logistic regression (LR), random forest and XGBoost. The 11-feature models performed comparable to full-feature models with very close but statistically significantly lower AUCs, with the top models of DNN and LR in temporal and external validations. An 11-feature nomogram was drawn based on the LR algorithm and it outperformed the minimally modified Assess respiratory RIsk in Surgical patients in CATalonia (ARISCAT) and Laparoscopic Surgery Video Educational Guidelines (LAS VEGAS) scores with a higher AUC (LR: 0.824, ARISCAT: 0.672, LAS: 0.663). Independent risk factors based on multivariate LR mostly overlapped with Lasso-selected features, but lacked consistency with the important features using the Shapley additive explanation (SHAP) method of the LR model. CONCLUSIONS: The developed models, especially the DNN model and the nomogram, had good discrimination and calibration, and could be used for predicting PPCs in neurosurgical patients. The establishment of machine learning models and the ascertainment of risk factors might assist clinical decision support for improving surgical outcomes. TRIAL REGISTRATION ChiCTR 2100047474; https://www.chictr.org.cn/showproj.html?proj=128279 .
Adult ; Aged ; Female ; Humans ; Male ; Middle Aged ; Algorithms ; Lung Diseases/etiology* ; Machine Learning ; Neurosurgical Procedures/adverse effects* ; Postoperative Complications/diagnosis* ; Risk Factors ; ROC Curve

Central limb spasticity is a common complication after central nervous system injury, in which hand flexion spasticity often leads to the loss of the patient's ability to move. Reducing muscle tone and relieving spasticity are the prerequisites for restoring limb function. T ₁ rhizotomy, which has been proposed in recent years, has proven to be effective in the treatment of central hand flexion spasticity. This consensus summarizes the etiology, symptoms, functional assessment of central hand flexion spasticity, and surgical indications for T ₁ rhizotomy, surgical principles and procedures, and rehabilitation program. The standardized protocol of T ₁ rhizotomy for the treatment of central hand flexion spasticity is proposed for the reference of clinicians in the process of diagnosis and treatment, with the aim of further improving the treatment level for central hand flexion spasticity.
Humans ; Muscle Spasticity/physiopathology* ; Rhizotomy/methods* ; Hand/physiopathology* ; Consensus ; Treatment Outcome ; Range of Motion, Articular

OBJECTIVE: To evaluate the analgesic efficacy of ultrasound-guided high fascia iliaca compartment block (HFICB) in managing tourniquet-related pain following total knee arthroplasty (TKA). METHODS: A prospective randomized controlled trial was conducted involving 84 patients with severe knee osteoarthritis or rheumatoid arthritis who underwent unilateral TKA between March 2024 and December 2024. Patients were randomly assigned to two groups ( n=42) using a random number table. In the trial group, ultrasound-guided HFICB was performed preoperatively, with 0.2% ropivacaine injected into the fascia iliaca compartment. No intervention was administered in the control group. Baseline characteristics, including gender, age, surgical side, body mass index, and preoperative visual analogue scale (VAS) scores at rest and during movement, showed no significant difference between the two groups ( P>0.05). In both groups, a tourniquet was applied after osteotomy and before pulsed lavage, and removed after the closure of the first layer of the joint capsule. Postoperative assessments were conducted at 6, 12, 24, and 48 hours, including VAS scores at the tourniquet site (at rest and during movement), Bromage motor block scores, Ramsay sedation scores, and Bruggrmann comfort scale (BCS) scores to evaluate patient comfort. Additionally, the average tramadol consumption and incidence of nausea and vomiting within 48 hours postoperatively were recorded and compared. RESULTS: In the trial group and control group, VAS scores during movement at the tourniquet site significantly improved at all postoperative time points compared to preoperative levels ( P<0.05). VAS scores at rest increased transiently at 6 hours after operation in both groups, and then gradually decreased to the preoperative level. Except that there was no significant difference at 48 hours after operation in the trial group ( P>0.05), there were significant differences at other time points of two groups compared to preoperative score ( P<0.05). Except for VAS score at rest at 6 hours, VAS score during movement at 48 hours, and BCS comfort score at 48 hours ( P>0.05), the trial group showed significantly better outcomes than the control group in terms of VAS score at rest, VAS score during movement, Ramsay sedation scores, and BCS comfort scores at all other time points ( P<0.05). No significant difference was found in Bromage motor block scores between the groups ( P>0.05). Tramadol was used in 3 patients in the trial group and 7 patients in the control group within 48 hours after operation, the dosage was (133.30±14.19) mg and (172.40±22.29) mg, showing significant difference ( P<0.05). Nausea and vomiting occurred in 4 patients (9.5%) in the trial group and 3 patients (7.1%) in the control group, with no significant difference in incidence between groups ( P>0.05). CONCLUSION Ultrasound-guided HFICB provides effective analgesia for tourniquet-related pain following TKA, facilitates early postoperative functional recovery of the knee joint, and may serve as a valuable clinical option for postoperative pain management in TKA patients.
Humans ; Arthroplasty, Replacement, Knee/adverse effects* ; Nerve Block/methods* ; Male ; Female ; Pain, Postoperative/etiology* ; Tourniquets/adverse effects* ; Prospective Studies ; Middle Aged ; Ropivacaine/administration & dosage* ; Aged ; Ultrasonography, Interventional ; Anesthetics, Local/administration & dosage* ; Pain Measurement ; Fascia ; Osteoarthritis, Knee/surgery* ; Treatment Outcome ; Arthritis, Rheumatoid/surgery*

OBJECTIVE: To investigate the effectiveness of endoscopic-assisted median nerve decompression with one-stage extensor indicis proprius (EIP) tendon transfer for reconstruction of thumb abduction in patients with severe carpal tunnel syndrome (CTS). METHODS: The clinical data of 12 patients with severe CTS who met the selection criteria between December 2019 and December 2024 were retrospectively analyzed. There were 2 males and 10 females with an average age of 55.4 years ranging from 35 to 67 years. The symptom duration of CTS was 12-120 months (mean, 48.7 months) and the thenar muscle atrophy duration was 6-48 months (mean, 13.4 months). The median nerve was released with the help of endoscope, and the EIP tendon was transferred to reconstruct the abduction function of the thumb. The operation time and complications were recorded. Two-point discrimination, palmar abduction angle of the thumb, radial abduction angle of the thumb, and pinch force of the thumb were measured and compared before operation and at last follow-up, and the effectiveness was evaluated by Kapandji score and Disabilities of the Arm, Shoulder and Hand (DASH) score. The satisfaction of the operation was evaluated at last follow-up. RESULTS: All surgeries were successfully completed with a mean operation time of 54 minutes (range, 45-68 minutes). All patients were followed up 6-50 months, with an average of 15.3 months. There was no complications such as wound infection, scar pain of wrist, or tendon rupture of transposition, and there were 3 cases of mild limitation of finger extension in the donor site of index finger. At last follow-up, two-point discrimination, palmar abduction angle of the thumb, radial abduction angle of the thumb, Kapandji score, and DASH score were significantly better than those before operation ( P<0.05), but there was no significant difference in thumb pinch force between pre- and post-operation ( P>0.05). The evaluation of surgical satisfaction showed that 7 cases were very satisfied and 5 cases were satisfied. CONCLUSION The combination of endoscopic-assisted median nerve decompression and one-stage EIP tendon transfer effectively improves hand function and quality of life in patients with severe CTS by restoring thumb abduction and alleviating neurological symptoms.
Humans ; Tendon Transfer/methods* ; Male ; Middle Aged ; Carpal Tunnel Syndrome/physiopathology* ; Female ; Decompression, Surgical/methods* ; Aged ; Adult ; Thumb/physiopathology* ; Endoscopy/methods* ; Retrospective Studies ; Median Nerve/surgery* ; Treatment Outcome ; Plastic Surgery Procedures/methods*

OBJECTIVE: To explore clinical effective and safety of subarachnoid block (SA), adductor canal block (ACB), and femoral nerve block (FNB) for early analgesia in anterior cruciate ligament (ACL) reconstruction. METHODS: From September 2022 to October 2023, 90 patients with ACL rupture who received unilateral knee arthroscopic ACL reconstruction were selected and divided into ACB group, FNB group and SA group according to different anesthesia methods, with 30 patients in each group. There were 12 males and 18 females in ACB group, aged from 18 to 60 years old with an average of (33.3±13.8) years old;14 patients with gradeⅠand 16 patients with gradeⅡaccording to American Society of Aneshesiologists (ASA);13 patients on the left side and 17 patients on the right side. There were 15 males and 15 females in FNB group, aged from 18 to 60 years old with an average of (33.5±12.9) years old;15 patients with gradeⅠand 15 patients with gradeⅡ;16 patients on the left side and 14 patients on the right side. There were 16 males and 14 females in SA group, aged from 18 to 60 years old with an average of (31.0±12.6) years old;18 patients with grade I and 12 patients with gradeⅡ;17 patients on the left side and 13 patients on the right side. In ACB and FNB groups, the nerve block of ACB and FNB were performed under ultrasound guidance before SA anesthesia with 15 ml of 0.3% ropivacaine. Visual analogue scale (VAS) and quadriceps muscle strength at rest and passive movement were recorded and compared among 3 groups at 4, 8, 12, 16, 24 and 48 h after operation, as well as the dosage of tramadol injection analgesics, incidence of nausea and vomiting, nerve block time and other complications within 48 h after operation were compared. RESULTS: All patients were followed up for 11 to 20 (15.8±2.4) months. VAS at 4, 8, 12, 16, 24 and 48 h after operation of SA group was significantly higher than that of ACB and FNB groups, with statistical significance (P<0.05). There were no significant difference in VAS of rest and passive movement at 4, 8, 12, 16, 24 and 48 h after operation between ACB group and FNB group(P>0.05). At 4, 8, 12 and 16 h after operation, the quadriceps muscle strength in SA and ACB groups was higher than that in FNB group, with statistical significance (P<0.05);but there was no statistical significance in quadriceps muscle strength among three groups at 24 and 48 h after operation(P>0.05). One patient occurred nausea and vomiting in ACB group, 2 patients in FNB group and 5 patients in SA group, and no significant difference among three groups (χ²=0.352, P=0.171). The dosage of tramadol in SA group was (300.00±136.50) mg, which was higher than that in FNB group (168.33±73.70) mg and ACB(163.33±70.70) mg, and the difference was statistically significant (P<0.05). There was no significant difference in nerve block time between ACB group and FNB group (t=1.964, P=0.054). There was no puncture site bleeding, local anesthesia drug poisoning and hematoma formation among three groups. CONCLUSION Both FNB and ACB could provide good early analgesia after ACL reconstruction, but ACB group has little effect on quadriceps muscle strength. Patients could have early postoperative functional training without pain, which is more beneficial to the recovery of knee joint function, and could reduce the use of analgesic drugs, without serious complications, which is safe and reliable method.
Humans ; Male ; Female ; Nerve Block/methods* ; Adult ; Anterior Cruciate Ligament Reconstruction ; Adolescent ; Middle Aged ; Young Adult ; Analgesia/methods* ; Pain, Postoperative/drug therapy* ; Femoral Nerve

OBJECTIVE: To explore the efficacy of ultrasound-guided selective nerve block anesthesia in the distal third of the forearm while maintaining active flexion and extension during surgery for stenosing tenosynovitis. METHODS: A retrospective analysis was conducted on 61 patients including 15 males and 46 females with American Society of Anesthesiologists(ASA)gradesⅠorⅡ, who underwent surgery for stenosing tenosynovitis in our hospital between January 2017 and January 2022. These patients, aged from 16 to 72 years old (weighing 44 to 75 kg), underwent selective nerve blocks targeting the median and ulnar nerves at the middle and distal third of the forearm, and the superficial branch of radial nerve at the dorsal radial side of wrist joint, under ultrasound guidance. A 0.5% ropivacaine solution was used for each nerve block. The anesthetic dosage for each nerve was recorded, and the efficay of each nerve block was monitored by acupuncture every 30 seconds post-administration. The onset time and ability to perform active finger flexion and extension were recorded. Outpatient or telephone follow-up was performed 1, 3 and 6 months postoperatively to evaluate the efficacy of release. RESULTS: The efficacy of anesthesia block was excellent in 60 patients and good in 1 patient. One patient with simple stenosing tenosynovitis of the middle finger reported slight pain intraoperatively, which resolved with additional block of superficial branch of radial nerve of the wrist. Superficial branch of radial nerve was blocked in 20 patients, with a single dose of (1.7±0.3) ml and the onset time of (0.6±0.2) min. Median nerve was blocked in 45 patients, with a single dose of (4.1±1.0) ml and the onset time of (1.2±0.3) min;Ulnar nerve was blocked in 16 patients, with a single dose of (3.9±0.5) ml and the onset time of (1.7±0.3) min. All the patients retained active flexion and extension of the fingers. All 61 patients were followed up for 6 to 10 months with an average of (8.0±2.0) months, and no recurrence was observed. CONCLUSION Ultrasound-guided selective nerve block of distal third of the forearm can provide safe, rapid and good anesthesia for patients undergoing surgery for stenosing tenosynovitis of fingers, while maintaining the active finger movement. This technique facilitates intraoperative assessment of release and improves overall surgical outcomes.
Humans ; Male ; Female ; Nerve Block/methods* ; Middle Aged ; Adult ; Retrospective Studies ; Aged ; Adolescent ; Young Adult ; Fingers/innervation* ; Tendon Entrapment/physiopathology*

OBJECTIVE: To compare the effects of different concentrations of ropivacaine femoral nerve block on postoperative pain and early exercise fllowing total knee arthroplasty(TKA). METHODS: A total of 90 patients who underwent primary TKA between September 2022 and February 2023 were consecutively enrolled in this study. The cohort consisted of 34 males and 56 females, with a mean age of (66.66±7.03) years old. According to different concentrations of ropivacaine, patients were divided into 0.1% group, 0.2% group and 0.4% group, with 30 patients in each group. The age, gender, body mass index(BMI), American Society of Aneshesiologists(ASA) grade, operation time, anesthesia time, tourniquet using time, Post Anesthesia care unit(PACU) stay duration, ambulation time, first reaching to Bromage 0 grade time, visual analogue scale(VAS), hospitalization period and postoperative adverse reactions were compared among the three groups. RESULTS: All 90 patients were followed up for an average of (31.56±5.62) days, and no postoperative adverse reactions occurred. There were no significant differences among the three groups in terms of age, gender, BMI, ASA classification, operation time, anesthesia time, tourniquet application time, PACU stay duration, and hospitalization period (P>0.05). Significant differences were observed in VAS scores at 1, 2, 4, 6, and 12 hours post-operation among the three groups (P<0.05). Additionally, significant variations were noted in ambulation time and the first reaching to Bromage level 0 time among the three groups (P<0.05). In terms of postoperative pain, the VAS of the 0.1% group at 1, 2, 4, 6, and 12 hours after surgery(1.93±0.52), (2.57±0.77), (3.10±0.71), (3.10±0.71), (3.07±0.45) points were higher than those of the 0.4% group (1.57±0.50), (2.10±0.55), (2.23±0.57), (2.47±0.73), (2.50±0.57) points, and the differences were statistically significant (P<0.05);the VAS of the 0.1% group at 4, 6, and 12 hours after surgery were higher than those of the 0.2% group (2.43±0.57), (2.53±0.57), (2.63±0.56) points, and the differences were statistically significant (P<0.05);there was no statistically significant difference in VAS between the 0.2% group and the 0.4% group (P>0.05). In terms of early postoperative mobility, the time to ambulation time (8.30±2.76) h and the time to achieve the first Bromage grade 0 (6.13±2.18) h were significantly prolonged in the 0.4% group compared to both the 0.1% group (6.93±1.76) h, (4.17±1.18) h and the 0.2% group (6.53±1.59) h, (4.87±1.53) h. No statistically significant differences were observed between the 0.1% and 0.2% groups (P>0.05). CONCLUSION 0.2% ropivacaine femoral nerve block can effectively reduce postoperative pain after TKA and can perform early exercise earlier.
Humans ; Male ; Female ; Ropivacaine/administration & dosage* ; Arthroplasty, Replacement, Knee/adverse effects* ; Aged ; Nerve Block/methods* ; Femoral Nerve/drug effects* ; Middle Aged ; Pain, Postoperative/drug therapy* ; Anesthetics, Local/administration & dosage* ; Amides

OBJECTIVE: To evaluate the short-and medium-term efficacy of posterior medial branch block in the treatment of persistent pain after percutaneous vertebral augmentation. METHODS: From January 2018 to January 2023, a total of 1, 062 patients with osteoporotic vertebral compression fractures underwent percutaneous vertebral augmentation. Among them, 32 elderly patients who experienced persistent low back pain after surgery and subsequently received posterior medial branch block and cryoablation were included. Six patients died during follow-up, leaving 26 patients for final analysis (1 male, 25 females). The mean age was (82.96±5.66) years (ranged, 76 to 94 years). The mean body mass index was (23.76±3.08) kg·m^-2(ranged 18.1 to 27.2 kg·m^-2). The bone mineral density T-value ranged from -2.5 to -4.3 with a mean of (-3.09±0.56). The mean volume of bone cement injected was 6.00 (5.38, 7.00) ml. Fracture locations were T₁₁ (2 cases), T₁₂ (7 cases), L₁ (10 cases), L₂ (6 cases), and L₃ (1 case). The mean interval from vertebral augmentation to block treatment was (7.12±2.22) months (rangd 6 to 12 months). The vertebral augmentation procedures were percutaneous kyphoplasty(PKP) in 12 cases and percutaneous vertebroplasty (PVP) in 14 cases. At the 2nd week, 3rd month, and 6th month after the block, the numerical rating scale(NRS), Oswestry disability index(ODI), patient satisfaction, and pain relief rate at the 6th month were evaluated. Relationships between pain relief rate at the 6th month after the last treatment and possible influencing factors were analyzed. RESULTS: Compared with X-ray films after percutaneous vertebral augmentation, the X-ray films before block showed an increase in kyphotic angle and vertebral compression rate, with statistically significant differences(P<0.05). At the 2nd week, 3rd month, and 6th month after posterior medial branch block and cryoablation, NRS and ODI scores were significantly lower than before the block(P<0.05). Among the 26 patients, 5 received additional cryoablation. At the 6th month after the last treatment, 19 patients reported excellent or good satisfaction. Univariate binary Logistic analysis showed all P>0.05, and no independent factor affecting final satisfaction or pain relief at 6 months after the last treatment was identified. CONCLUSION Posterior medial branch block(with cryoablation) can effectively improve short-and medium-term symptoms and function in patients with persistent axial low back pain after percutaneous vertebral augmentation for osteoporotic vertebral fractures.
Humans ; Male ; Female ; Aged ; Spinal Fractures/surgery* ; Aged, 80 and over ; Osteoporotic Fractures/surgery* ; Vertebroplasty/adverse effects* ; Nerve Block/methods*

OBJECTIVE: To precise classify sacral meningeal cysts, effective guide minimally invasive neurosurgery and postoperative personalized rehabilitation by multiple dimensions radiographic reconstruction MRI. METHODS: From March to December 2021, based on the original 3D-fast imaging employing steadystate acquisition (FIESTA) scanning sequence, 92 patients with sacral meningeal cysts were pre-operatively evaluated by multiple dimensional reconstruction MRI. The shape of nerve root and the leakage of cyst were reconstructed according to the direction of nerve root or leakage track showed on original MRI scans. Sacral canal cysts were accurately classified as including nerve root and without nerve root, so as to accurately design the incision of skin and formulate corresponding open range of the posterior wall of the sacral canal. Under the microscope intraoperation, the shape of the nerve roots inside cysts or leakage track of the cysts without nerve roots were verified and explored. After the reinforcement and shaping operation, several reexaminations of multiple dimensional reconstruction MRI were performed to understand the deformation of the nerve root and hydrops in the operation cavity, so as to formulate a persona-lized rehabilitation plan for the patients. RESULTS: Among the 92 patients with sacral mengingeal cyst, 58 (63.0%) cysts with nerve root cyst, 29 (31.5%) cysts without nerve root cyst, and 5 (5.4%) cysts with mixed sacral canal cyst. In 58 patients with nerve root cysts, the accuracy of preoperative clinical classification on MRI image reached 96.6% (56/58) through confirmation by operating microscope. Only 2 cases of large single cyst with nerve root on the head of cyst were mistaken for without nerve root type. In 29 patients with sacral cyst without nerve root, the accuracy of preoperative image reached 100% through confirmation by operating microscope. The accuracy of judging the internal nerve root and leakage of 12 cases with recurrent sacral cyst was also 100%. Two cases of delayed postoperative hydrops were found one month after operation. After rehabilitation treatment by moxibustion and bathing, the hydrops disappeared 4-6 months after operation. CONCLUSION Multiple dimensional reconstruction MRI can precisely make clinical classification of sacral meningeal cysts before operation, guide minimally invasive neurosurgery effectively, and improve the rehabilitation effect.
Humans ; Magnetic Resonance Imaging/methods* ; Male ; Female ; Sacrum/surgery* ; Adult ; Middle Aged ; Imaging, Three-Dimensional/methods* ; Cysts/rehabilitation* ; Aged ; Adolescent ; Young Adult ; Spinal Nerve Roots/diagnostic imaging* ; Minimally Invasive Surgical Procedures ; Neurosurgical Procedures/methods*

With the continuous progress of medical technology, the application of stereotactic surgical robots in the field of neurosurgical operations has become increasingly extensive and important. This paper focuses on the registration principle of ultra-wideband positioning technology in stereotactic surgical robots during neurosurgical operations. It elaborates in detail on the processes of positioning and navigation, and illustrates different registration algorithms with examples. In addition, this paper looks ahead to the future development directions of ultra-wideband positioning technology in surgical robots, aiming to provide references for further development of surgical robots.
Neurosurgical Procedures/instrumentation* ; Robotic Surgical Procedures/methods* ; Algorithms ; Robotics/methods*