Synthetic MRI improves radiomics-based glioblastoma survival prediction

Glioblastoma is an aggressive and fast-growing brain tumor with poor prognosis. Predicting the expected survival of patients with glioblastoma is a key task for efficient treatment and surgery planning. Survival predictions could be enhanced by means of a radiomic system. However, these systems demand high numbers of multicontrast images, the acquisitions of which are time consuming, giving rise to patient discomfort and low healthcare system efficiency. Synthetic MRI could favor deployment of radiomic systems in the clinic by allowing practitioners not only to reduce acquisition time, but also to retrospectively complete databases or to replace artifacted images. In this work we analyze the replacement of an actually acquired MR weighted image by a synthesized version to predict survival of glioblastoma patients with a radiomic system. Each synthesized version was realistically generated from two acquired images with a deep learning synthetic MRI approach based on a convolutional neural network. Specifically, two weighted images were considered for the replacement one at a time, a T2w and a FLAIR, which were synthesized from the pairs T1w and FLAIR, and T1w and T2w, respectively. Furthermore, a radiomic system for survival prediction, which can classify patients into two groups (survival >480 days and $\le$ 480 days), was built. Results show that the radiomic system fed with the synthesized image achieves similar performance compared with using the acquired one, and better performance than a model that does not include this image. Hence, our results confirm that synthetic MRI does add to glioblastoma survival prediction within a radiomics-based approach.     

预测蛋白质相互作用位点的计算方法研究(一)

许多重要的细胞过程如信号转导、转运、细胞运动以及多数调节机制均由蛋白-蛋白之间的相可作用介导，蛋白质之间的相互作用在物理上是通过在两个相互作用蛋白之间形成接触面的短残基序列来实现。识别蛋白-蛋白相互作用位点，以及检测相互作用氨基酸残基之间的特异性与强度特异性，是一个具有重要应用前景的课题，它的应用范围从理性的药物设计到代谢和信号转导网络的分析。虽然有不少准确度不断提高的实验技术和计算方法来检测蛋白质之间的相互作用，但很少有方法能够精确地指出参与蛋白质相互作用的特定残基及其位置，而这些信息是将相互作用数据直接应用于药物开发所必需的。随着生物信息学和计算生物学的发展，通过研究已知蛋白-蛋白相互作用位点的这些不同特征．出现了一些利用序列与结构信息顶测蛋白-蛋白相互作用位点的计算方法。本文简要介绍了近年来在顶测蛋白-蛋白的相互作用位点方面取得一定进展的计算方法，包括基于基因组信息的计算方法、基于蛋白质初级序列的计算方法以及基于蛋白复合物结构信息的计算方法。虽然这些方法在过去儿年里取得了显著的进展，但是大多数在这方面的研究仍处于起步阶段．而现在数据库的不足和实验技术的缺陷对计算预测方法的进一步发展和公平性评价也存在着较大的影响，要提高蛋白-蛋白相巨作用位点预测的鲁棒性与可靠性，仍要有很多的工作要做。（发表在这里的是第一部分）     

A pattern search method for putative anchor residues in T cell epitopes

The binding affinity between an antigenic peptide and its particular major histocompatibility complex (MHC) molecule seems to be largely determined by only a few residues. These residues have been called “anchors” because of their property of fitting into “pockets” inside the groove of the MHC molecule. To predict natural antigenic epitopes within a longer sequence, it therefore appears to be important to know the motif or pattern describing the anchors, i.e. the anchors amino acid residue preference and the distance between anchor residues. A large set of MHC class I-restricted peptides has been described. Peptide sequences vary in length and lack an obvious common sequence motif. For a list of peptides belonging to one type of MHC class I molecule, we describe a method to find the most prominent sequence motif with at least two anchor residues. Briefly, antigenic sequences are aligned, and two anchor positions are searched for, where all anchor residues share a high similarity. The alignments are scored according to the similarity of their anchor residues. We show that the motifs predicted for the MHC alleles A2.1, B27, K^b, K^d, D^b are in substantial agreement with experimental data. We derive binding motifs for the MHC class I alleles HLA-A1, All, B8, B14, H-2L^d and for the MHC class II alleles I-A^b and I-A^s. In some cases, higher scores were obtained by allowing a slight variation in the number of residues between anchors. Therefore, we support the view that the length of epitopes belonging to a particular class I MHC is not uniform. This method can be used to predict the natural short epitope inside longer antigenic peptides and to predict the epitopes anchor residues. Anchor motifs can be used to search for antigenic regions in sequences of infectious viruses, bacteria and parasites.     

B族链球菌C5a肽酶蛋白表位的克隆、表达和免疫学分析

目的应用生物信息学方法预测B族链球菌C5a肽酶蛋白表位，结合基因工程手段进行表位重组、表达和免疫原性分析。方法用预测程序ProPred和ANTIGENIC预测B族链球菌C5a肽酶蛋白的表位，应用PCR技术扩增出编码该表位基因片段，克隆PCR产物构建重组质粒，测序验证。在大肠杆菌BL21（DE3）中诱导表达融合蛋白。表达的蛋白经质谱分析和Western blot鉴定。纯化该融合蛋白并免疫C57／BL小鼠，萃取GBS表面蛋白，双向琼脂扩散试验检测抗体水平。结果在SCPB中预测到1个既具有MHC结合肽特性又具有B细胞表位特征的肽段。重组和表达了这一肽段，质谱得出与SCPB蛋白的相似性分数为79，Western-blot证实能与抗SCPB的抗体反应，纯化后融合蛋白纯度〉90％。动物实验证实融合蛋白能产生特异性的抗GBS抗体。结论重组表位具有一定免疫原性。为相关蛋白的毒力机制研究和亚单位疫苗等方面的研究打下了良好的基础。     

Morphological evaluation of human embryos and derivation of an embryo quality scoring system specific for day 3 embryos: a preliminary study

A scoring system specific for day 3 embryos has not been extensively explored. Most IVF laboratories continue to grade embryos solely on the basis of cell number and percentage fragmentation as was traditionally done for day 2 embryos. Additional morphological features, some unique to day 3 embryos, may be useful in selecting embryos most likely to blastulate and implant. The objective of this study was to derive an embryo scoring system for day 3 transfers which is predictive of positive pregnancy outcomes. A total of 316 transferred embryos from 93 patients was recorded on videotape and evaluated. The following parameters were used to grade the embryos: cell number, fragmentation pattern (FP), cytoplasmic pitting, compaction, equal sized blastomeres, blastomere expansion and absence of vacuoles. The clinical pregnancy rate was 41.9%, with an implantation rate of 18% per embryo transferred. The mean number of embryos transferred per patient was 3.4. Three formulae were derived to score embryo quality in each transfer based on the average score of individual embryos transferred. In the first scoring system, cell number alone was used to predict pregnancy outcome. The second scoring system was based on blastomere number and the observed FP. The third scoring system utilized both blastomere number and FP but also combined this with five morphological criteria to yield a final day 3 embryo quality (D3EQ) score. We found the D3EQ score to be prognostic of pregnancy outcome. This study suggests that although cell number and FP are certainly predictors of positive pregnancy outcomes, additional parameters specific to day 3 embryos should be used to stratify a cohort of embryos further.     

Value of serum and follicular fluid cytokine profile in the prediction of moderate to severe ovarian hyperstimulation syndrome

The aim of this study was to examine the role of serum and follicular fluid pro-inflammatory cytokines and vascular endothelial growth factor (VEGF) in the prediction of ovarian hyperstimulation syndrome (OHSS). A total of 156 consecutive women undergoing in-vitro fertilization were recruited. The study group comprised 12 women who subsequently developed moderate (n = 7) or severe (n = 5) OHSS. The two control groups were comprised of a randomized selection of 12 high-risk and 12 low-risk women in whom OHSS did not develop. Serum was collected on days of human chorionic gonadotrophin, oocyte retrieval, and embryo transfer. Serum and follicular fluid concentrations of interleukin (IL)-6, IL-8, tumour necrosis factor-alpha (TNF-alpha), and VEGF were measured. Follicular fluid IL-6 concentrations at the time of oocyte retrieval and serum IL-8 concentrations at the time of embryo transfer were significantly higher in the OHSS compared to the two control groups (P = 0.026 and P = 0.017 respectively). Serum concentrations of TNF-alpha and VEGF showed no statistically significant difference between the OHSS group and the controls at any studied time point. This study suggests that follicular fluid IL-6 concentrations at the time of oocyte retrieval and serum IL-8 concentrations on the day of embryo transfer may serve as early predictors for this syndrome.     

立体定向治疗中靶心定位的算法

本文介绍了在立体定向放射神经外科中，根据病人配戴头环和ＣＴ定标架作ＣＴ扫描所得的ＣＴ断层图像或配戴ＡＶＭ定位箱做血管造影得到的两张Ｘ光片确定病人颅内病灶的三维坐标的方法。     

Pathway to biomarker discovery in psoriatic arthritis

ABSTRACT

Introduction

Biomarkers may help influence long-term outcomes of psoriatic disease by improving the objective assessment of the presence and severity of psoriatic arthritis (PsA) and by guiding treatment selection. However, there are no validated biomarkers for PsA.     

Prediction of resting cardiovascular functioning in youth with family histories of essential hypertension: A 5-year follow-up

Two hundred forty-six children (96 Whites, of whom 51 were mates; 150 African- Americans, of whom 69 were males) with a familial history of essential hypertension (EH) were re-evaluated 5 years after an initial evaluation. During the initial visit, anthropometric, demographic, and resting cardiovascular (CV) parameters (designated initial baseline levels) were assessed. These CV parameters (systolic and diastolic blood pressure [BP], heart rate, cardiac output index [CI], and total peripheral resistance index [TPRI]) were also measured during postural challenge, a video game challenge, and a cold pressor task. At follow-up, resting CV parameters were again evaluated, and designated as follow-up resting levels. Moderate temporal stability (r range = .43-.56) was observed for all resting CV parameters. Mean stress responses for each CV parameter for all 3 stressors during the initial visit were positively related to the respective CV follow-up resting level. BP stress responses to postural change and video game challenge were found to be significant independent predictors of future resting BP after controlling for standard EH risk factors. Follow-up resting CI was not predicted by any stress responses, whereas follow-up resting TPRI was predicted by TPRI responses to the video game after controlling for standard EH risk Factors. These results contrast with those from an earlier 1-year follow-up. where stress responses for neither CI nor TPRI predicted follow-up resting levels. It appears that, as children get older. TPRI stress responses play a stronger role in vasoconstrictive function. This research was supported by National Institutes of Health Grant HL41781.     

Scaling of smooth anticipatory eye velocity in response to sequences of discrete target movements in humans

We investigated the ability to generate anticipatory smooth pursuit to sequences of constant velocity (ramp) stimuli of increasing complexity. Previously, it was shown that repeated presentation of sequences composed of four ramps with two speeds in two directions, evoked anticipatory smooth pursuit after only one or two presentations. Here, sequences of four or six ramps, each having a choice of four speeds and either one or two directions (uni- or bi-directional) were examined. The components of each sequence were presented as discrete ramps (duration: 400 ms; randomised velocity: 10–40°/s), each starting from the centre with 1,200 ms periods of central fixation between ramps, allowing anticipatory activity to be segregated from prior eye movement. Auditory warning cues occurred 600 ms prior to each target presentation. Anticipatory smooth eye velocity was assessed by calculating eye velocity 50 ms after target onset (V ₅₀), prior to the availability of visual feedback. Despite being required to re-fixate centre during inter-ramp gaps, subjects could still generate anticipatory smooth pursuit with V ₅₀ comparable to single speed control sequences, but with less accuracy. In the steady state V ₅₀ was appropriately scaled in proportion to upcoming target velocity for each ramp component and thus truly predictive. Only one to two repetitions were required to attain a steady-state for unidirectional sequences (four or six ramps), but three or four repeats were required for bi-directional sequences. Results suggest working memory can be used to acquire multiple levels of velocity information for prediction, but its use in rapid prediction is compromised when direction as well as speed must be retained.