Novel double-layer bidirectional LSTM network with improved attention mechanism for predicting energy consumption.

For power generation management and power system dispatching, it is of big significance to predict the consumption of electric energy accurately. For the sake of improving the prediction accuracy of power consumption, taking the complex features of time series data into consideration, a novel neural network sandwich structure with an improved attention mechanism is inserted into the double-layer bidirectional long short-term memory network shortened as A-DBLSTM is put forward in this article. In A-DBLSTM, compared with traditional attention mechanism, the presented attention mechanism focuses on different features in each time unit and the A-DBLLSTM network extracts time information in sequence.

Overexpression of MMP14 predicts the poor prognosis in gastric cancer: Meta-analysis and database validation.

Background: Plenty of studies have showed matrix metalloproteinase 14 (MMP14) expression might be associated with the prognosis of gastric cancer (GC). However, no definite conclusion has been obtained for the contradictory results.

Methods: We searched PubMed, Web of science, Embase, and Cochrane library for eligible studies.

A novel homozygous exon2 deletion of TRIM32 gene in a Chinese patient with sarcotubular myopathy: A case report and literature review.

Sarcotubular myopathy (STM) is a rare autosomal recessive myopathy caused by TRIM32 gene mutations. It is predominantly characterized by the weakness of the proximal limb and mild to moderate elevation of creatine kinase (CK) levels. In this study, we describe a 50-year-old Chinese man who exhibited a proximal-to-distal weakness in the muscles of the lower limbs and who had difficulty standing up from a squat position.

Influence of acupuncture on the expression of VIP, SP, NKA and NKB, cAMP/cGMP and HE content and treatment of bronchial asthma in rats.

This research was set up to explore the neural mechanisms of acupuncture in the treatment of bronchial asthma in rats by detecting the content of substance P(SP), vasoactive intestinal peptide (VIP), neurokinin A(NKA), neurokinin B (NKB), cyclic adenosine monophosphate/cyclic guanosine monophosphate ratio (cAMP/cGMP) and hematoxylin-eosin (HE) staining for the pathological changes of lung tissue, in order to Institute Certain Experimental and Theoretical Foundation for Traditional Chinese Medicine (TCM) Prevention and Treatment of Bronchial Asthma. For this purpose, fifty healthy adult Wistar male rats, weighing 200-250 g, were randomly divided into 5 groups: normal control group A, asthma control group B, asthma acupuncture group C, adrenalectomy (ADX)-asthma  group D, adrenalectomy (ADX)-asthma acupuncture group E. Group A was raised with other groups at the same period; Group B was induced asthma by ovalbumin; Group C was induced asthma as Group B and then acupunctured five acupoints (bilateral Feishu, bilateral Fengmen, and Dazhui); Group D was induced asthma after adrenalectomy; group E was treated with acupuncture on the basis of group D.

Acute bilateral cerebral infarction in the presence of neuromyelitis optica spectrum disorder: A case report.

Rationale: Neuromyelitis optica spectrum disorders (NMOSDs) are inflammatory demyelinating disorders of the central nervous system; they are characterized by severe optic neuritis and transverse myelitis. Intravenous methylprednisolone pulse (IVMP) therapy is an effective treatment that is administered to patients in the acute phase of NMOSD; this therapy has achieved remarkable results in clinical practice. However, there are no reports on NMOSD patients who have experienced an acute bilateral cerebral infarction while undergoing IVMP treatment.

A family with nemaline myopathy type 6 caused by hseterozygous mutation (c.1222C>T) in the KBTBD13 gene in China: A case report.

Nemaline myopathy (NEM) is a congenital myopathy that typically presents with proximal muscle weakness and hypotonia. To date, 13 genes have been associated with NEM. The Kelch repeat and BTB domain-containing protein 13 (KBTBD13) gene (KBTBD13)-related NEM is a rarely reported condition, and not a single case has been reported in Asia.

A case report: autosomal recessive Myotonia congenita caused by a novel splice mutation (c.1401 + 1G > A) in CLCN1 gene of a Chinese Han patient.

Background: Autosomal recessive Myotonia congenita (Becker's disease) is caused by mutations in the CLCN1 gene. The condition is characterized by muscle stiffness during sustained muscle contraction and variable degree of muscle weakness that tends to improve with repeated contractions.

Case Presentation: A 21-year-old man presented with transient muscle stiffness since the last 10 years.