Medical equipment management plays a crucial role in enhancing the quality and efficiency of healthcare services. However, traditional management approaches are increasingly inadequate to meet the growing demands of modern healthcare. As intelligent operation and maintenance (O&M) models based on big data, the Internet of Things (IoT), and artificial intelligence (AI) technologies develop, it is imperative to explore their application in medical equipment management. This paper reviews the technical overview of intelligent O&M and discusses the algorithms and challenges of intelligent O&M models based on different technologies. It also proposes issues that need improvement in intelligent O&M models, aiming to provide valuable references for the future development of medical equipment management.
Artificial Intelligence ; Algorithms ; Internet of Things ; Equipment and Supplies ; Big Data

Traumatic brain injury (TBI) is intricately linked to the most severe clinical manifestations of brain damage. It encompasses dynamic pathological mechanisms, including hemodynamic disorders, excitotoxic injury, oxidative stress, mitochondrial dysfunction, inflammation, and neuronal death. This review provides a comprehensive analysis and summary of biomaterial-based tissue engineering scaffolds and nano-drug delivery systems. As an example of functionalized biomaterials, nano-drug delivery systems alter the pharmacokinetic properties of drugs. They provide multiple targeting strategies relying on factors such as morphology and scale, magnetic fields, pH, photosensitivity, and enzymes to facilitate the transport of therapeutics across the blood-brain barrier and to promote selective accumulation at the injury site. Furthermore, therapeutic agents can be incorporated into bioscaffolds to interact with the biochemical and biophysical environment of the brain. Bioscaffolds can mimic the extracellular matrix environment, regulate cellular interactions, and increase the effectiveness of local treatments following surgical interventions. Additionally, stem cell-based and exosome-dominated extracellular vesicle carriers exhibit high bioreactivity and low immunogenicity and can be used to design therapeutic agents with high bioactivity. This review also examines the utilization of endogenous bioactive materials in the treatment of TBI.

Objective To investigate the effects and mechanisms of Zhenxin Anshen Prescription(composed of Os Draconis,Ostreae Concha,Lophatheri Herba,Drynariae Rhizoma,Poria)on mice with atopic dermatitis(AD)based on the calcium channel regulator 1(ORAI1)/nuclear factor of T-cells(NFAT)signalling axis.Methods Thirty-six BALB/c mice were randomly divided into a blank control group,a model group,a Cetirizine group(1.3 mg·kg-1)and a Zhenxin Anshen Prescription group(36.36 g·kg-1),with nine mice in each group.AD mouse model was established using 1-chloro-2,4-dinitrobenzene(DNCB)induction.The drug was administered by gavage once a day for 2 weeks.At the end of drug administration,the area of skin lesions was measured and the severity of skin lesions was scored;spleen mass was measured and spleen index was calculated;pathological changes of skin lesion tissues were observed by HE staining;interleukin 4(IL-4),IL-13 and thymic stromal lymphopoietin(TSLP)in serum were detected by ELISA;and the protein expression levels of ORAI1,calmodulin phosphatase A(CaN)and nuclear factor of T cells 2(NFAT2)were detected by Western Blot.Results Compared with the blank control group,the skin lesion score of mice in the model group was significantly increased(P＜0.01),the skin lesion area was significantly enlarged(P＜0.01);the thickness of the epidermis and dermis were significantly increased(P＜0.01),hyperkeratosis of the epidermis,hypertrophy of the stratum spinosum,and infiltration of inflammatory cells such as eosinophils and lymphocytes can be seen in the dermis;the splenic index and serum IL-4,IL-13,TSLP levels were significantly increased(P＜0.01);protein expression levels of CaN,NFAT2,ORAI1 were significantly increased in the skin lesion tissues(P＜0.01).Compared with the model group,the dermatitis score of mice in the Zhenxin Anshen Prescription group was significantly decreased(P＜0.01),the lesion area was significantly reduced(P＜0.01),the epidermal and dermal thicknesses(P＜0.01),the hyperkeratosis of epidermis was alleviated,the spinous layer was slightly hypertrophic,and there was a small amount of inflammatory cell infiltration in the dermis;the splenic index and the levels of serum IL-4,IL-13,and TSLP were significantly decreased(P＜0.01);the protein expressions levels of CaN,NFAT2,and ORAI1 in the skin lesion tissues were significantly decreased(P＜0.01).Conclusion Zhenxin Anshen Prescription can ameliorate dermatopathological injury in DNCB-induced AD mice,and the mechanism may be related to its ability to inhibit the protein expressions of ORAI1,CaN and NFAT2,reduce the levels of serum type 2 inflammatory factors TSLP,IL-4 and IL-13,and ameliorate cutaneous inflammation and itching through immunomodulation.

Purpose/Significance A prediction model is constructed based on real-world data to achieve prediction and early screening of type 2 diabetic microvascular complications.Method/Process Based on the real world data of Nanjing Drum Tower Hospital in the past 10 years,a particle swarm optimization based deep belief network(PSO-DBN)prediction model for microvascular complica-tions in type 2 diabetes mellitus is constructed by taking test results and medical record documents into consideration.Result/Conclusion The PSO-DBN model can predict diabetic microvascular complications,and the performance is better than that of random forest and sup-port vector machine(SVM)benchmark models,it provides references for the research of disease prediction model of real-world data.

By studying the current situation of multi-agent collaborative innovation and clinical achievements transformation at home and abroad, it is clear that multi-agent collaborative innovation is the only way for clinical research achievements transformation under the current background. This paper proposes a set of transformation path of clinical research achievements based on the multi-agent collaborative innovation platform of "production, teaching, research and medicine", which is supported by policy guidance and innovation management, and explore the role of equipment management department in achievement transformation.

Objective:To explore the clinical application value of sound touch elastography (STE) in the evaluation of the curative effect of acupuncture and moxibustion in the treatment of stroke patients with upper limb spasm.Methods:Fifty-five patients with upper limb spasm after stroke were selected as stroke group, and thirty healthy volunteers matched with age, gender and body mass index (BMI) were selected as control group between September 2020 and March 2021. The shear wave velocity (SWV) of biceps brachii and triceps brachii were measured in both groups. In stroke group, the SWVs of biceps brachii and triceps brachii on spastic side and non-spastic side were measured before and after acupuncture treatment, and the correlations between SWV and spastic grade (X), muscle response angle (R1), passive range of motion (R2), spastic angle (R2-R1) of modified Tardieu scale (MTS) were analyzed.Results:At 0 degree, the SWV of spastic biceps brachii (3.85±0.62)m/s was significantly higher than those of the non-spastic side [(3.34±0.35)m/s] and control group [(3.15±2.66)m/s] (all P<0.001), and decreased [ (3.45±0.47)m/s] after acupuncture treatment ( P<0.001). At 90 degree, the SWV of non-spastic biceps brachii was larger than those of spastic side and control group [1.98(1.92, 2.14)m/s vs 1.98(1.92, 2.11) m/s, 1.95(1.86, 2.05)m/s, all P<0.05], and there was no significant difference between the SWV of spastic side and control group ( P>0.05). There were no significant differences in SWV of triceps brachii between the spastic side and control group at both 0 degree or 90 degree ( P>0.05). At 0 degree, SWV positively correlated with MTS (x) ( rs=0.639, P<0.001) and negatively with R1 ( rs=-0.527, P<0.001) and R2 ( rs=-0.825, P<0.001) on the spastic biceps brachii. Conclusions:STE can provide quantitative index for the objective evaluation of the curative effect of acupuncture in upper limb spasm after stroke, and it is proposed to be an effective means of clinical diagnosis and efficacy evaluation in patients with upper limb spasm after stroke.

Inflammation response is an important pathological process of neuronal cell death after stroke.Interleukin (IL)-33/ST2 system is involved in the inflammatory response process of ischemic stroke and has been proved to be a protective factor.This article reviews the role and mechanism of IL-33/ST2 system in the regulation of immune inflammation after ischemic stroke.

This paper introduces the technical features of hydrosurgery system and evaluates it from three aspects:safety and effectiveness, economy and technology maturity. The evaluation results show that the safety and effectiveness are high, and the safety mainly involves the misuse of the system, which cause the adverse events. A large number of literatures have proved that the system is more suitable for the debridement of fine parts. It is estimated that hydrosurgery system has better economic performance, but the cost and patients' cost is also increased correspondingly. In the aspect of technology maturity assessment, this technology is a patented technology, and the number of published papers both at home and abroad is on the rise, indicating that the initial application of the technology is better and the technology is in infancy stage. Therefore, hydrosurgery system has certain advantages in all aspects. Hospitals need to allocate the equipment according to their own needs and clinical application, while a wider range of clinical trials is needed to provide evidence-based evidence for clinical applications and promotion.
Debridement ; instrumentation ; Equipment and Supplies ; Humans ; Water Purification