Due to the minimum free energy model, it is very important to predict the RNA secondary structure accurately and efficiently from the suboptimal foldings. Using clustering techniques in analyzing the suboptimal structures could effectively improve the prediction accuracy. An improved k-medoids cluster method is proposed to make this a better accuracy with the RBP score and the incremental candidate set of medoids matrix in this paper. The algorithm optimizes initial medoids through an expanding medoids candidate sets gradually. The predicted results indicated this algorithm could get a higher value of CH and significantly shorten the time for calculating clustering RNA folding structures.
Algorithms ; Cluster Analysis ; Nucleic Acid Conformation ; RNA ; chemistry

Cancer gene expression data have the characteristics of high dimensionalities and small samples so it is necessary to perform dimensionality reduction of the data. Traditional linear dimensionality reduction approaches can not find the nonlinear relationship between the data points. In addition, they have bad dimensionality reduction results. Therefore a multiple weights locally linear embedding (LLE) algorithm with improved distance is introduced to perform dimensionality reduction in this study. We adopted an improved distance to calculate the neighbor of each data point in this algorithm, and then we introduced multiple sets of linearly independent local weight vectors for each neighbor, and obtained the embedding results in the low-dimensional space of the high-dimensional data by minimizing the reconstruction error. Experimental result showed that the multiple weights LLE algorithm with improved distance had good dimensionality reduction functions of the cancer gene expression data.
Algorithms ; Gene Expression Regulation, Neoplastic ; Genes, Neoplasm ; Humans ; Neoplasms ; genetics

MicroRNA (miRNA) is a family of endogenous single-stranded RNA about 22 nucleotides in length. Through targeting 3' UTR of message RNA (mRNA), they play important roles in post-transcriptional regulatory functions. For further research of miRNA function, the identification of more miRNA positive targets is needed urgently. Aiming at the high-dimensional small sample data sets in miRNA target prediction, an algorithm of eliminating redundant features is proposed based on v-SVM in this paper, and classification and features selection are also fused. The algorithm of eliminating redundant features optimizes the combination of features, and then constructs the best features combination which can represent miRNA and targets interaction model. The prior parameter v (0 < u < or = 1) controls the compression proportion of data set and selects more distinguishing support vectors. Finally, the classifier model of miRNA target prediction is built. The unbiased assessment of the classifier is achieved with a completely independent test dataset. Experiment results indicated that in both classification recognition and generalization performance of miRNA targets predicition, this model was superior to the present machine learning algorithms such as miTarget, NBmiRTar and TargetMiner, etc.
MicroRNAs ; Models, Theoretical ; Support Vector Machine

Objective To evaluate the recent clinical outcomes of fixing posterior acetabular wall fractures combining the AO mini plate with reconstruction plate.Methods From Jan 2009 to Jul 2013,28 patients with posterior acetabular wall fracture were fixed by the AO mini-steel plate combined with reconstruction plate,including 17males and 11 females with the mean age of 45.8 years (range,18-65).After admission,reduce the dislocation of hip joint immediately,and take femoral condyle or tibial tubercle traction.Preoperative and postoperative anteroposterior and Judet oblique radiographs,acetabular CT scan and three-dimensional reconstruction imaging were routine taken.Using Kocher-Langenbeck approach,intraoperative,try to protect the soft tissue attached on the small fragments,and reduct the fracture.Cutting the mini plate into proper length with reconstruction plate fix to its surface crossover.The functional outcomes were evaluated by the modified Merle d'Aubigné and Postel clinical grading system.The radiographs were graded according to the Matta/Judet criteria.Results Twenty-three patients are followed up 13 months(82.2％),and 5 cases lost in 12 weeks (17.8％).By the Matta/Judet criteria,22 cases achieved excellent reduction,4 good reduction and two fair reduction,with a good and excellent rate of 92.8％.By the modified Merle d'Aubigné and Postel criteria,functional recovery of the affected hip six month post-operation was rated as excellent in 15 cases,good in 5 cases,fair in 2 cases and poor in one case.with a good and excellent rate of 87.9％.One case occurred femoral head necrosis.In 2 patients 2 years after surgery developed traumatic arthritis.Two patients had heterotopic ossification after six month operation.One patient with injury to the sciatic nerve recovered 3 months post-operation.Conclusion Using the AO mini plate combined with reconstruction plate can fix the acetabular posterior wall fractures stably.The technique meet the requirements of patients with early functional exercise,which provides an effective method of internal fixation.

Objective To compared different fixation methods for acetabular fractures involving the quadrilateral plate using a finite element model of the acetabulum.Methods A model of acetabular fractures with quadrilateral plate involved was developed in the finite element software and processed in Hypermesh V10.0 to generate internal fixation with dual-column titanium plate (Group A),anterior special titanium moulding plate plus quadrilateral screws (Group B),and anterior special titanium moulding plate plus quadrilateral screws combined with posterior column screws (Group C).Pelvic stress in sitting and standing positions were simulated in sequence with constraint of tuber nodes and inferior femur.Maximum stress and displacement of the acetabulum and displacement of nodes on fracture lines were measured after a force of 600 N was applied to S1 verterbrae in line with the direction of gravity in sitting and standing positions.Results In sitting position,the maximum stress and displacement of the acetabulum exhibited a sequence of Group C (9.47,1.08) ＜ Group B (19.84,1.11) ＜ Group A (29.73,1.14).Moreover,the same result was found in standing position with Group C (9.62,1.09) ＜ Group B (12.18,1.10) ＜ Group A (13.28,1.13).Mean displacement of nodes on fracture lines ranked in order of Group C ＜ Group B ＜ Group A (P ＞ 0.05).Conclusions The finite element model can reflect the distribution of pelvic stress effectively.Anterior special titanium moulding plate plus quadrilateral screws combined with posterior column screws provide favorable biomechanical stability in treatment of acetabular fractures involving the quadrilateral area.

Objective: To explore the clinical characteristics, imaging feature, surgical outcomes, and prognosis of recurrent aneurysmal bone cysts (RABC) of the extremities. Methods: Between January 2008 and January 2016, 29 patients histopathologically diagnosed with RABC were treated at our hospital. These patients included 15 males and 14 females. The mean age at the time of diagnosis was 17.4 years(range 4-42 years). The most common site of the RABC was the proximal tibia (12 cases), followed by the distal femur (11 cases), and 3 cases each with involvement of the proximal humerus and the proximal femur. Recurrence was most commonly ob-served within 24 months following the initial treatment. Intralesional re-curettage was performed in 24 patients and en bloc resection of the tumor and reconstruction in 5 patients. The medial tibial stress syndrome (MTSS) score was used to evaluate postoperative func-tion of the affected limb, and the comprehensive clinical efficacy was evaluated on the basis of the Mankin criteria. Results: The mean follow-up duration was 64 months (range 24-90 months). Re-recurrence occurred in 1 patient with a total re-recurrence rate of 3.4%. The postoperative MTSS score was 26-30 points (mean 29.1 points) in the intralesional re-curettage group and 21-27 points (mean 23.0 points) in the tumor resection group. Based on the Mankin criteria, excellent and good clinical outcomes were observed in 95.8% of patients in the intralesional and 60% of the patients in the tumor resection and reconstruction groups. Conclusions: Regular follow-up is essential for the early diagnosis of RABC. The re-recurrence rate following intralesional re-curettage was within an acceptable range, and postoperative limb function was satisfactory; therefore, intralesional re-curettage is the treatment of choice for RABC in-volving the extremities. Tumor resection can be performed in patients with severe articular surface destruction and repeated recur-rence, although long-term complications may occur.

Objective To investigate the clinical treatment strategy of large and giant pituitary adenomas invading the cavernous sinus.Methods One hundred and nine patients with large and giant pituitary adenomas invading the cavernous sinus,admitted to our hospital from January 2010 to December 2018,were chosen in our study.Four patients with prolactin-type pituitary adenomas received oral treatment with bromocriptine;the remaining 105 patients received surgical treatment,and choices of surgical approach were based on classification of pituitary adenomas.The clinical data and efficacies of these patients accepted different treatment approach were retrospectively analyzed.Results Of the 105 patients with pituitary adenomas,63 (60％) were of type Ⅰ,15 (14.3％) were of type Ⅱ,18 (17.1％)were of type Ⅲ,and 9 (8.6％) were of type Ⅳ.Single extended transsphenoidal approach was used in 75 patients,transcranial approach was used in 26 patients,and combined extended transsphenoidal and transcranial approach was used in 4 patients.Gross total tumor resection was achieved in 86 patients,subtotal resection in 17 patients,and partial resection in two patients.Ten patients had new cranial nerve palsy after surgery,including 7 with oculomotor nerve palsy and three with abductor nerve palsy;two patients with preoperative neurological paralysis were aggravated,and both of them were oculomotor nerves;transient insipidus was noted in 19 patients and electrolyte disorder was noted in 23 patients;no permanent insipidus,cerebrospinal fluid leakage or intracranial infection,and no new or aggravated visual field vision disorder were noted.Conclusion Reasonable clinical treatment strategies and appropriate microsurgical approaches can achieve good therapeutic effect in patients with large and giant pituitary adenomas invading the cavernous sinus.

Cellular dysfunction caused by vesicle transport is associated with a variety of diseases.The trans-Golgi network(TGN)to endosome transport is an important pathway of vesicle transport,and its defects leading to protein balance disorders has been linked to many diseases such as cancer,neurodegenerative diseases and diabetes mellitus.Gol-gi-associated gamma-adaptin ear-containing ADP-ribosylation factor-binding protein 2(GGA2)is a crucial protein in-volved in TGN-endosomal transport.It plays a significant role in the regulation of several diseases,including cancer,Al-zheimer disease,type 2 diabetes mellitus and cerebral ischemia,by mediating protein transport with important biological significance.This article provides an overview of the molecular structure of GGA2,its role in regulating clathrin-mediated protein transport between TGN and endosomes,and its potential implications for a variety of diseases.

ABSTRACT: Meningiomas are the most common primary intracranial neoplasm with diverse pathological types and complicated clinical manifestations. The fifth edition of the WHO Classification of Tumors of the Central Nervous System (WHO CNS5), published in 2021, introduces major changes that advance the role of molecular diagnostics in meningiomas. To follow the revision of WHO CNS5, this expert consensus statement was formed jointly by the Group of Neuro-Oncology, Society of Neurosurgery, Chinese Medical Association together with neuropathologists and evidence-based experts. The consensus provides reference points to integrate key biomarkers into stratification and clinical decision making for meningioma patients. REGISTRATION Practice guideline REgistration for transPAREncy (PREPARE), IPGRP-2022CN234.
Humans ; Meningioma/pathology* ; Consensus ; Neurosurgical Procedures ; Meningeal Neoplasms/pathology*