Volume 102 ·  Issue 11 ·  2022

The prediction model constructed by machine learning can early predict acute kidney injury (AKI) in critically ill patients, which contributes to taking preventive measures to reduce incidence of AKI as soon as possible. Machine learning can also identify AKI subtypes in real time, so as to facilitate the implementation of precise treatments for their subtypes in the future, which may improve the prognosis of patients. In this article, the construction of forecasting model of AKI and identification of AKI subtypes in critically ill patients and it′s precise treatment with machine learning, limitations and development trend of machine learning in the field of AKI in critically ill patients is addressed for clinical reference.

Cardiogenic embolic stroke (CES), referred to as cardiogenic stroke for short, refers to a clinical syndrome in which embolus from the heart and aortic arch circulates through cerebral artery embolism, causing corresponding brain dysfunction. Compared with ischemic stroke caused by other etiologies, cardiogenic stroke has more complex etiology, relatively more severe disease and worse prognosis. This consensus mainly formulates a treatment plan based on its etiology and pathogenesis. In the acute phase, the changes of cardiac function and blood pressure of patients should be closely observed. Intravenous thrombolysis and/or endovascular therapy should be recommended within the treatment time window, and antiplatelet or anticoagulation, statin therapy should be given to save the ischemic penumbra to the greatest extent possible and reduce neurological disability. According to the different causes of CES, corresponding treatment measures, including drug, surgery and interventional therapy, were taken to prevent stroke recurrence, and neurological rehabilitation was actively carried out.

To explore the relationship between white matter lesions and clinical features and response of cerebral spinal fluid (CSF) tap test in patients with idiopathic normal pressure hydrocephalus(iNPH).

Possible iNPH patients were enrolled from outpatients and inpatients in Peking Union Medical College Hospital between 2014 and 2019. All patients underwent detailed neuropsychological and walking assessments, CSF tap test, as well as head magnetic resonance imaging. The Fazekas score of white matter lesions, the fractional anisotropy (FA)and mean diffusivity (MD) values of regions of interest by means ofdiffusion tensor imaging (DTI) were compared between CSF tap test positive and negative response groups. The correlation between DTI parameters and clinical characteristics was analyzed.

Forty-three patients (29 male and 14 female, age range: 52-79 years] wererecruited.Compared with the negative group, patients in the positive group tended to have higher Fazekas score of periventricular white matter(U=108.00, P=0.03), higher MD value of the region near anterior horn of left lateral ventricles[(1.14±0.27)×10^-9mm²/s vs (0.85±0.08) ×10^-9mm²/s, P=0.003], lower FA value of the region near anterior horn of the right lateral ventricles[(0.20±0.07)vs(0.27±0.09), P=0.058], and higher MD value near the posterior horn of right lateral ventricle [(1.17±0.34)×10^-9mm²/s vs (0.95±0.01)×10^-9mm²/s, P=0.003]. FA and MD were significantly correlated with motor function, cognitive and functional scores, and iNPH grading scale (iNPHGS) scores(all P<0.05).

The white matter lesions might be one of the pathogeneses of lNPH and apathological changewhich can be reversed by CSF drainage. More white matter lesions should not be the contraindication of CSF drainage surgery.

To evaluate the value of color Doppler ultrasound and digital subtraction angiography (DSA) in evaluating the level of carotid bifurcation and the morphology of extracranial internal carotid artery in patients with atherosclerotic carotid stenosis.

The carotid artery examination data of 186 patients with atherosclerotic carotid stenosis who underwent carotid DSA and color Doppler ultrasound in Shanghai Changzheng Hospital from July 2017 to June 2019 were retrospectively analyzed, including 154 males and 32 females, with ages ranging from 36 to 84 (66±8) years old. The correlation between the position of carotid bifurcation and the level of cervical spine, the distance from the position of carotid bifurcation to mandibular angle, the correlation of the level of bifurcation with the length of neck, and the incidence of carotid distortion were analyzed.

DSA showed that the most common position of carotid bifurcation was at C3 level on the left [37.3% (56/150)], and at C3-C4 level on the right [33.6% (42/125)], and the highest position was at C2 level on the left, and at C2-C3 levels on the right, while the lowest level on both sides was at C5 level. The incidence of high bifurcation of left carotid artery (C3 and above) was 46% (69/150), which was higher than that of right carotid artery [21.6% (27/125),P<0.001]. The incidence of high carotid bifurcation in men and women was 33.2% (76/229) and 43.5% (20/46), respectively, with no significant difference (P = 0.182). Carotid ultrasound showed that the distance between the left carotid bifurcation and the mandibular angle was (3.0±1.3) cm, which was shorter than that on the right [(3.4±1.2) cm] (P<0.001). The distance between carotid bifurcation and mandibular angle in men and women was (3.2±1.2) cm and (3.3±1.0) cm, respectively, with no significant difference (P = 0.093). There was no significant correlation between carotid bifurcation level and carotid length (right: r = 0.02, P = 0.091; left: r = 0.01, P = 0.927). The incidence of carotid artery distortion was 28.1% (9/32) in women and 15.6% (24/154) in men, with no significant difference (P = 0.091). The incidence of right carotid artery distortion in high bifurcation group was 59.3% (16/27), which was higher than that in non-high bifurcation group [3.1% (3/98)] (P<0.001). Likewise, the incidence of left carotid artery distortion in high bifurcation group was 30.4% (21/69), which was higher than that in non-high bifurcation group [2.5% (2/81)] (P<0.001).

The bifurcation position of left carotid artery in patients with atherosclerotic carotid stenosis is higher than that of the right. Patients with high bifurcation of carotid artery are more likely to be complicated with carotid distortion. Preoperative color doppler ultrasound combined with DSA can evaluate the distortion of extracranial carotid artery, thereby providing reference for the selection of surgical methods.

To detect the expression of Bmi-1 in oral leukoplakia (OL) cells and tissues, and analyze its role and clinical significance in the malignant transformation of OL.

Immunohistochemistry was used to evaluate Bmi-1 expression in OL samples from 109 patients (51 males, 58 females, age range: 18-74 years) who were treated in the Department of Stomatology, the Affiliated Wuxi People′s Hospital of Nanjing Medical University and the Center of Stomatology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, between 1996 and 2018. The correlation between Bmi-1 expression level and clinicopathological parameters and prognosis in patients with OL was analyzed. The mRNA and protein expression levels of Bmi-1 gene in normal oral mucosal epithelial cells, OL cells, oral squamous cell carcinoma (OSCC) cells, OL tissues and paired adjacent normal tissues were detected by real-time PCR and Western blotting. The effects of Bmi-1 on the proliferation, colony formation and apoptosis were investigated by silencing expression of Bmi-1 in OL cell lines Leuk-1.

The protein level of Bmi-1 in OL tissue with severe and mild dysplasia was statistically different (6 819±994 vs 4 713±372, P=0.017). The OSCC-free survival rate of OL patients with high Bmi-1 expression was 65.5% (36/55), which was lower than that of OL patients with low Bmi-1 expression (88.9%, 48/54, P=0.003). Multivariate Cox proportional analysis indicated that Bmi-1 expression was the independent predictor for malignant transformation of OL (HR=2.522, 95%CI: 1.128-5.640, P=0.024). The mRNA level of Bmi-1 in OL specimens was 0.455±0.120, which was higher than that in paired adjacent normal tissues (0.063±0.009, P=0.014). The Bmi-1 mRNA level in malignant transformed OL specimens was (1.405±0.397), which was higher than that in untransformed OL specimens (0.145±0.017, P<0.001). After transfection of Bmi-1-shNC and Bmi-1-shRNA2 adenovirus into OL cell line Leuk-1, there were significant differences in the number of clone formation (824±40 vs 414±38, P=0.002) and apoptosis rate (17.7%±2.3% vs 36.0%±2.0%, P=0.004).

The up-regulation of Bmi-1 expression promotes the malignant biological behavior of OL cells. Bmi-1 expression can be used as a predictor for malignant transformation of OL.

To evaluate the efficacy and safety of selective genicular artery embolization for the treatment of the knee pain secondary to osteoarthritis.

From October 2020 to July 2021, 17 patients (23 knees) aged (68±7) years with moderate to severe knee pain secondary to knee osteoarthritis were prospectively included in the General Hospital of Ningxia Medical University. There were 6 males and 11 females included in this research. Patients were assessed with knee pain, stiffness, and function with the Visual Analogue Scale (VAS) and the Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC) at baseline, using the Kellgren-Lawrence (K-L) grading to evaluate the severity of KOA, and using the Magnetic Resonance Knee Osteoarthritis Score (MOAKS) to evaluate the MR imaging characteristics of the affected knee. Selective genicular artery embolization (GAE) was performed in all patients. The patients were followed up for 6 months after the procedure. Patients were assessed with the VAS score and WOMAC scale at 1 d, 1 week and 1, 3 and 6 months after the procedure to evaluate the clinical outcomes, including the improvement of knee joint pain, stiffness and function, as well as the occurrence of adverse reactions.

Three to seven genicular artery branches were superselected and embolized in 23 knees, and 4 to 7 genicular artery branches were embolized in 7 patients with K-L grade 4. The clinical improvement was 95.6% (22/23) at 1 month, 86.9% (20/23) at 3 months, and 91.3% (21/23) at 6 months. Twenty-three knees completed the 6-month follow-up, and the VAS score, WOMAC pain score, and total WOMAC score at 1, 3, and 6 months after surgery were (2.5±1.3), (3.4±2.4), and (19.7±9.8) points, (3.0±1.8), (4.5±3.4), and (22.3±11.3) points, (2.8±1.5), (4.1±3.0), and (20.5±11.0) points, which were lower than the (6.6±0.9), (11.4±2.6) and (47.0±12.0) points at baseline (all P<0.001). During the follow-up period, 7 patients had adverse reactions: 3 cases had skin ecchymosis in the femoral artery puncture area, 4 cases had knee joint stiffness and pain within 1 day after operation, which were relieved spontaneously in 1 week, 6 patients had joint clicking during extension and flexion activities after operation, of which 3 cases subsided spontaneously within 3 months after operation. None of the patients had major procedure-related adverse events.

GAE has a high clinical improvement rate and a low incidence of adverse reactions in the treatment of the pain secondary to knee osteoarthritis, which provides a new treatment option for patients who fail to respond to conservative treatment.

To analyze and compare the clinical efficacy of unilateral biportal endoscopic(UBE) decompression and extended interlaminar fenestration for lumbar lateral recess stenosis.

A retrospective analysis of 103 patients treated with UBE decompression or extended interlaminar fenestration for lumbar lateral recess stenosis from July 2017 to June 2020 in the Second Hospital of Anhui Medical University was performed. Eighty patients aged 40 to 86 (63.2±9.8) years were included in this study, including 42 males and 38 females. Forty patients received UBE decompression (UBE group) and 40 patients received extended interlaminar fenestration (fenestration group). Operative time, length of incision, hospital stay and complications were recorded. The visual analogue scale (VAS) scores of low back pain and leg pain and Oswestry dysfunction index (ODI) scores were recorded preoperatively and at 1, 3 and 6 months after the operation and at the final follow-up, and the modified Macnab scale was used to evaluate the clinical efficacy at the final follow-up.

Patients in both groups successfully received lumbar lateral recess decompression and were followed up for (12.9±5.4) months in the UBE group and (14.9±3.5) months in the fenestration group, respectively. The operation time in the UBE group was (63.9±11.6) min, it was higher than that in the fenestration group ((54.1±9.2) min, P<0.001). The average incision length in the UBE group was (18.2±1.7) mm, it was lower than that in the fenestration group ((73.5±11.6) mm, P<0.001). Postoperative hospital stay in the UBE group was (4.1±2.2) d, it was lower than that in the fenestration group ((7.6±3.1) d, P<0.001). VAS scores of low back pain were improved after operation in both groups. Low back pain VAS scores of UBE group were lower than those in fenestration group at 1 and 3 months post operation (both P<0.05). The VAS scores of lower limb pain were improved after operation in both groups and there was no statistically significant difference between the two groups at postoperative 1, 3, 6 months after the operation and at the last follow-up (all P>0.05). ODI scores were improved after operation in both groups. ODI scores of UBE group were lower than those in fenestration group at postoperative 1 month and 3 months(both P<0.05). Intraoperative dural tear occurred in 2 cases(5.0%) in the UBE group and 1 case(2.5%) in the fenestration group, with no statistically significant difference between the two groups (P=0.556). According to the modified Macnab scale at the last follow-up, 35 cases were excellent, 3 cases were good, and 2 cases were fair in the UBE group, and 37 cases were excellent, 2 cases were good, and 1 case was fair in the open group. The difference was not statistically significant between the two groups (P=0.745).

Compared with the extended interlaminar fenestration, UBE technique can not only reduce the early postoperative low back pain, shorten hospital stay, but also achieve the same long-term clinical efficacy with less trauma.

To study the failure alarm information displayed on the automatic coagulation analyzer (coagulation method) of thrombin time (TT), and formulate the coping strategies combined with clinical information.

A total of 233 failed TT blood samples [132 males, 101 females, with a median age of 73 (66, 79) years] were selected from 21 359 inpatients in Peking University First Hospital from January to June 2021. The statistical analysis was made and the failure causes and solutions were summarized according to the coagulation curve and the error codes displayed on the coagulation instrument, in combination with the clinical information, sample characteristics, medication status and other reasons. Meanwhile, a total of 96 TT detection failed lipid blood samples [56 males, 40 females, with a median age of 72 (65, 79) years] were analyzed from the inpatients in Peking University First Hospital from July to November 2021. TT results were obtained by artificial coagulation curve interpretation method, magnetic bead method and high-speed centrifugal re-detection method, respectively. The TT results of the three methods were compared.

The proportion of 233 failed TT tests from the total number of samples was 1.1% (233/21 359). There were 41.2% (96/233) samples with lipids, 23.2% (54/233) samples with heparin interference, 22.3% (52/233) samples with oral anticoagulant, and 13.3% (31/233) samples with micro-coagulation or insufficient plasma volume among these test failure samples. The classifications for these alarm information of coagulation curves showed on the instrument were as follows: 32.6% (76/233) of samples with higher changes in absorbance at baseline (SD>2 mAbs), 30.5% (71/233) of samples without peak values of second derivative, 25.8% (60/233) of samples with absorbance difference<35 mAbs between baseline and plateau period, 8.6% (20/233) samples with too low starting point or no starting point, and 2.6% (6/233) samples without coagulation curves. Among these 233 samples, there were 55.8% (130/233) samples that could be manually judged according to the reaction principle and standard coagulation curve pattern. Among the 96 samples that failed in coagulation method due to lipemia, there were 78 samples with sufficient blood volume tested by magnetic bead method. The TT results of the high-speed centrifugal redetection method, artificial coagulation curve interpretation method and magnetic bead method were 14.10 (14.80, 13.38) s, 14.30 (14.99, 13.60) s, and 15.65 (17.25, 14.65) s, respectively, but the difference was not statistically significant (P=0.055). For 78 lipid samples, there was a correlation between the results of the artificial coagulation curve interpretation method and the results of magnetic bead method (r=0.99,P=0.001).

For those samples failed in TT detection by coagulation method on automatic coagulation instrument, the cause of failure can be analyzed through coagulation curve and alarm information. For the lipid samples, TT results can be obtained by manual interpretation method, high-speed centrifugation method and magnetic bead method.

To systematically evaluate the effects of statins on the mortality and neurologic function prognosis in patients with traumatic brain injury (TBI).

The PubMed, Embase, the Cochrane Library, the Cochrane Clinical Controlled Trial Center Registry Database, Chinese Journal Full-text Database (CNKI), and WanFang database up to 2021.1 were searched to obtain clinical randomized controlled trials (RCTs) and retrospective cohort studies of statins in the treatment of TBI. Inclusion and exclusion criteria were used to screen literature and extract data. Ottawa scale and the RCT bias risk assessment tool was used for quality evaluation. Comprehensive Meta Analysis V3 statistical software for meta-analysis was applied.

Thirteen studies were included, with a total of 116, 500 patients, including 46, 933 patients using statins in the intervention group and 69, 567 patients in the control group. Meta-analysis results showed that compared with the control group, statins can reduce the mortality of TBI patients (OR=0.82, 95%CI: 0.74-0.92, P<0.01), significantly improve the neurologic outcomes of TBI patients (OR=0.19, 95%CI: 0.13-0.26, P<0.01), and reduce the levels of TNF-α and IL-1β after TBI (TNF-α: OR=0.16, 95%CI: 0.07-0.34, P<0.01; IL-1β: OR=0.08, 95%CI: 0.04-0.18, P<0.01), with statistically significant differences.

Statins can reduce the mortality of patients with TBI and improve the neurologic outcomes. Their reduction of inflammation in the body may be the basis of potential treatment, but more high-quality RCTs are still warranted.

To retrospectively analyze the clinical data of patients with pineal region meningioma. All the patients underwent combined endoscopic and microsurgical procedure by modified Poppen approach (double-scopic technique) between January 2018 and March 2021 in the Department of Neurosurgery of the First Affiliated Hospital of Soochow University. A total tumor resection was achieved in all the patients without deaths. All the pineal region meningiomas were pathologically confirmed. During the follow-up period, none of the 10 patients experienced tumor progression, and 4 of patients were treated by radiotherapy after surgery. The external ventricular drainage was performed in 8 cases intraoperatively, and no case underwent the ventriculoperitoneal shunt during the follow-up period. The clinical symptoms of 9 cases were improved,1 case had no improvement, and no patients presented deteriorated symptoms. Combined endoscopic and microsurgical surgery resection of pineal region meningiomas by modified Poppen approach helped the surgeons directly observe the cerebral deep vein systems in pineal region with endoscope and significantly enhance the total resection rate of pineal region meningiomas, thereby decreasing the damage of cerebral deep vein systems in pineal region and reducing the incidence of surgical complications.

Epidural anesthesia is one of the most commonly used methods of intraspinal labor analgesia. It is often based on palpable bone marks and spinal anatomy on the body surface. However, in some patients with obesity or severe scoliosis, the difficult to palpable bone marks and abnormal anatomy make traditional localization methods ineffective. At this time, it may be difficult and unsafe to blindly place epidural catheters. This paper reports a case of parturient who underwent epidural labor analgesia guided by ultrasound after scoliosis orthopedic surgery. The use of ultrasound-assisted positioning and puncture of intervertebral space reduced the number of epidural space insertion attempts, improved the quality of labor analgesia and improved the satisfaction of parturient, which can provide good guidance value for parturient who performed intraspinal labor analgesia after scoliosis surgery.

The etiology of ischemic stroke (IS) IS complex, and the prognosis caused by different etiologies IS very different. Therefore, the etiological classification of IS patients will help to take corresponding treatment and prevention measures according to their different subtypes. It usually takes more time and effort to manually type IS, so this study attempted to use an electronic health record (EHR) database to evaluate the accuracy of automatic algorithms for cardioembolic stroke (CES, referred to as cardiogenic stroke) classification.

Previous studies have found that embolic stroke of undetermined source (ESUS) accounts for 9% to 25% of all ischemic strokes (IS). Therefore, how to determine stroke subtypes and reduce the proportion of ESUS through peripheral blood and imaging biomarkers IS one of the problems to be solved urgently. The susceptibility vessel sign (SVS) refers to the effect of the gradient echo T₂Black halo shown on weighted imaging, which may be associated with cardioembolic (CE). matrix metalloproteinase-9 (MMP-9), as a biomarker for the risk of blood-brain barrier disruption and hemorrhagic transformation in the acute phase of IS, IS also associated with the progression of atherosclerosis and vulnerable plaque formation. The study aimed to assess whether SVS and patient admission MMP-9 levels could help predict stroke subtypes.