Rare events are widely prevalent in various disciplines,including rare adverse reactions to vaccines and drugs,clinical rare diseases,and low-probability clinical outcomes.The reason for research interest on such events is that their occurrence often brings incalculable and serious consequences.In the context of big data,numerous methods have emerged for rare event data analysis,including sampling based,category weighting,ensemble learning,and deep learning.This article systematically summarizes the research progress of current rare event data analysis methods,and introduces their basic principles and applicable scenarios.By analyzing the advantages and disadvantages of existing methods,the challenges of rare event research are sorted out and summarized,and potential research directions in related fields are explored to provide references for researchers.

Rare events are widely prevalent in various disciplines,including rare adverse reactions to vaccines and drugs,clinical rare diseases,and low-probability clinical outcomes.The reason for research interest on such events is that their occurrence often brings incalculable and serious consequences.In the context of big data,numerous methods have emerged for rare event data analysis,including sampling based,category weighting,ensemble learning,and deep learning.This article systematically summarizes the research progress of current rare event data analysis methods,and introduces their basic principles and applicable scenarios.By analyzing the advantages and disadvantages of existing methods,the challenges of rare event research are sorted out and summarized,and potential research directions in related fields are explored to provide references for researchers.

Objective:To evaluate early residual myocardial ischemia after successful percutaneous coronary intervention (PCI) in patients with coronary artery disease by using myocardial perfusion imaging (MPI) and investigate independent influencing factors of early residual myocardial ischemia.Methods:From January 2020 to December 2022, 127 patients (107 males, 20 females; age (60.3±9.6) years) with coronary artery disease who underwent PCI complete revascularization at the First People′s Hospital of Changzhou were consecutively enrolled prospectively. All patients underwent rest and stress MPI within 1-3 months after PCI. Reversible myocardial perfusion defect in the blood supply area of the culprit vessels in stress and rest MPI was defined as early residual myocardial ischemia after PCI. Accordingly, the culprit vessels undergoing PCI were divided into residual ischemic group and non-ischemic group. Differences of cardiovascular examination between two groups were compared ( χ2 test), such as proportion of culprit vessels with severe stenosis (≥90%), proportion of bifurcation lesions, and proportion of diffuse coronary disease. Logistic regression analyses were performed to identify influencing factors for early residual myocardial ischemia. Results:Among 148 culprit vessels undergoing PCI in 127 patients, early residual myocardial ischemia was present in 49 vessels (33.1%, 49/148). The proportion of culprit vessels with severe stenosis before PCI in residual ischemia group was higher than that in non-ischemia group (69.4%(34/49) and 49.5%(49/99); χ2=5.27, P=0.022). The proportion of bifurcation lesions in residual ischemic group was also higher than that in non-ischemic group (28.6%(14/49) and 10.1%(10/99); χ2=8.23, P=0.004), with a slightly higher proportion of diffuse coronary disease compared to non-ischemic group (14.3%(7/49) and 4.0%(4/99); χ2=3.62, P=0.057). Multivariate logistic regression analysis showed that bifurcation lesion (odds ratio ( OR)=4.087, 95% CI: 1.615-10.344, P=0.003) and diffuse coronary disease ( OR=4.208, 95% CI: 1.115-15.878, P=0.034) were independent influencing factors for early residual myocardial ischemia. Conclusions:Early residual myocardial ischemia is still present in about 1/3 of the culprit vessels after PCI complete revascularization. Bifurcation lesion and diffuse coronary disease are independent influencing factors for early residual myocardial ischemia in culprit vessels.

The many-banded krait, Bungarus multicinctus, has been recorded as the animal resource of JinQianBaiHuaShe in the Chinese Pharmacopoeia. Characterization of its venoms classified chief phyla of modern animal neurotoxins. However, the evolutionary origin and diversification of its neurotoxins as well as biosynthesis of its active compounds remain largely unknown due to the lack of its high-quality genome. Here, we present the 1.58 Gbp genome of B. multicinctus assembled into 18 chromosomes with contig/scaffold N50 of 7.53 Mbp/149.8 Mbp. Major bungarotoxin-coding genes were clustered within genome by family and found to be associated with ancient local duplications. The truncation of glycosylphosphatidylinositol anchor in the 3'-terminal of a LY6E paralog released modern three-finger toxins (3FTxs) from membrane tethering before the Colubroidea divergence. Subsequent expansion and mutations diversified and recruited these 3FTxs. After the cobra/krait divergence, the modern unit-B of β-bungarotoxin emerged with an extra cysteine residue. A subsequent point substitution in unit-A enabled the β-bungarotoxin covalent linkage. The B. multicinctus gene expression, chromatin topological organization, and histone modification characteristics were featured by transcriptome, proteome, chromatin conformation capture sequencing, and ChIP-seq. The results highlighted that venom production was under a sophisticated regulation. Our findings provide new insights into snake neurotoxin research, meanwhile will facilitate antivenom development, toxin-driven drug discovery and the quality control of JinQianBaiHuaShe.

To explore the value of CTA combined augmented reality(AR) navigation in tongue re-construction with free anterolateral thigh perforator (ALTP) flaps. Methods From December, 2016 to December, 2018, 9 cases of tongue cancer patients were treated with lingual reconstruction with the free ALTP flap. The domi-nant perforator was selected according to CTA before operation. The origin, course, locations at the level passing through the fascia lata of the perforators and digital flaps were located and marked under the guidance of AR naviga-tion technology. The flaps area were 6 cm×8 cm-8 cm×12 cm, and the donor sites were closed directly. The effect of the AR navigation was explored intraoperatively.The function of reconstructed tongue and donor site were followed-up 3 to 6 months postoperatively. Results All navigation-positioned perforators were confirmed by AR preoperatively. Intraoperative exploration showed that the perforators were accurately located. All flaps survived, and no vascular cri-sis occurred. The donor sites healed primarily with linear scars. The tongue was plump, and the function of voice and swallowing were favorable. Conclusion CTA combined AR navigation has the advantages of accurate location, easy to use and low cost in tongue reconstruction with free ALTP flaps.It is a worthy method to be popularized.

The widespread application of next generation sequencing (NGS) in clinical settings has enabled testing, diagnosis, treatment and prevention of genetic diseases. However, many issues have arisen in the meanwhile. One of the most pressing issues is the lack of standards for reporting genetic test results across different service providers. The First Forum on Standards and Specifications for Clinical Genetic Testing was held to address the issue in Shenzhen, China, on October 28, 2017. Participants, including geneticists, clinicians, and representatives of genetic testing service providers, discussed problems of clinical genetic testing services across in China and shared opinions on principles, challenges, and standards for reporting clinical genetic test results. Here we summarize expert opinions presented at the seminar and report the consensus, which will serve as a basis for the development of standards and guidelines for reporting of clinical genetic testing results, in order to promote the standardization and regulation of genetic testing services in China.

Objective Too investigate the application value of procalcitonin(PCT)and high sensitivity C-reactive protein(hs-CRP)in early diagnosis of neonatal septicemia and disease condition assessment.Methods 48 patients with neonatal septicemia treated in the hospital from November 2011 to May 2013 were collected.The data of PCT,hs-CRP and blood culture were recorded and performed the comparative analysis with the serum PCT,hs-CRP detection results in contemporaneous 48 neonates without septicemia.Results The serum PCT and hs-CRP was 93.75% and 10.42% in the neonates with septicemia,which were signifi-cantly higher than 79.17% and 50% in the neonates without septicemia(P <0.05),the positive rate had statistical difference be-tween the two groups.Conclusion PCT and hs-CRP have remarkable change in the early stage of neonatal sepsis,the combination detection of serum PCT and hs-CRP can be used as the indicators for early diagnosis of neonatal sepsis,moreover the sensitivity and specificity of PCT for diagnosing neonatal septicemia are higher the those of hs-CRP,their combined detection can provide fast and accurate diagnostic basis for clinic.

Because the X-ray scatters, the CT numbers in cone-beam CT cannot exactly correspond to the electron densities. This, therefore, results in registration error when the intensity-based registration algorithm is used to register planning fan-beam CT and cone-beam CT. In order to reduce the registration error, we have developed an accurate gradient-based registration algorithm. The gradient-based deformable registration problem is described as a minimization of energy functional. Through the calculus of variations and Gauss-Seidel finite difference method, we derived the iterative formula of the deformable registration. The algorithm was implemented by GPU through OpenCL framework, with which the registration time was greatly reduced. Our experimental results showed that the proposed gradient-based registration algorithm could register more accurately the clinical cone-beam CT and fan-beam CT images compared with the intensity-based algorithm. The GPU-accelerated algorithm meets the real-time requirement in the online adaptive radiotherapy.
Algorithms ; Artifacts ; Cone-Beam Computed Tomography ; methods ; Image Processing, Computer-Assisted ; methods ; Imaging, Three-Dimensional ; methods ; Radiotherapy, Image-Guided ; methods ; Tomography, X-Ray Computed ; methods

ObjectiveTo observe the effect of moxibustion with medicine cake on mRNA expression of matrix metalloproteinases-2,9 (MMP-2，MMP-9)in artherosclerosis (AS) plaques of rabbits, and to explore the effect of moxibustion with medicine cake to the stability of artherosclerosis plaques of rabbits.MethodsAS rabbit models were established by feeding high-fat diet. 75 New Zealand big-eared rabbits were divided into 5 groups, blank group (blank control group), model group (AS model group), direct moxibustion group (AS model + moxa cone direct moxibustion), moxibustion on medicine cake group (AS model + moxibustion on medicine cake), western medicine group (AS model + atorvastatin), 15 rabbits in each group. Then the mRNA expression of MMP-2, MMP-9 was detected in the atherosclerotic plaques of rabbits with in situ hybridization.ResultsThe expressions of MMP-2, MMP-9 in the atherosclerotic plaques of rabbits were all be controlled in direct moxibustion group, moxibustion on medicine cake group, western medicine group (P<0.01 or P<0.05). The expressions of MMP-2 and MMP-9 in the moxibustion on medicine cake group and western medicine group were obviously lower than those of the direct moxibustion group.ConclusionThe expression of MMP-2, MMP-9 in the atherosclerotic plaques of rabbits can all be controlled in direct moxibustion group, moxibustion on medicine cake group, and western medicine group; as well as the plaques can all be made stable. The efficacy in the moxibustion on medicine cake group and western medicine group is superior to that of the direct moxibustion group.