Resembling the rapid learning capability of human, lowshot learning empowers vision systems to understand new concepts by training with few samples. Leading approaches derived from meta-learning on images with a single visual object. Obfuscated by a complex background and multiple objects in one image, they are hard to promote the research of low-shot object detection/segmentation. In this work, we present a flexible and general methodology to achieve these tasks. Our work extends Faster /Mask R-CNN by proposing meta-learning over RoI (Region-of-Interest) features instead of a full image feature. This simple spirit disentangles multi-object information merged with the background, without bells and whistles, enabling Faster /Mask R-CNN turn into a meta-learner to achieve the tasks. Specifically, we introduce a Predictor-head Remodeling Network (PRN) that shares its main backbone with Faster /Mask R-CNN. PRN receives images containing low-shot objects with their bounding boxes or masks to infer their class attentive vectors. The vectors take channel-wise soft-attention on RoI features, remodeling those R-CNN predictor heads to detect or segment the objects that are consistent with the classes these vectors represent. In our experiments, Meta R-CNN yields the stateof theart inlow-shot object detection and improves low-shot object segmentation by Mask R-CNN.Code: https://yanxp.github.io/metarcnn.html. * indicate equal contribution (Xiaopeng Yan and Ziliang Chen). † indicates corresponding author: Liang Lin.

This study aimed to explore the associations of occupational stressors (extrinsic effort, reward, and overcommitment), perceived organizational support (POS), and psychological capital (PsyCap) and its components (self-efficacy, hope, resilience, and optimism) with work engagement and the mediating roles of PsyCap and its components among Chinese female nurses within the framework of the job demands-resources (JD-R) model. A cross-sectional sample (1,330) completed the Utrecht Work Engagement Scale, Effort-Reward Imbalance Scale, Survey of POS, and PsyCap Questionnaire, and effective respondents were 1,016 (76.4%). Hierarchical regression analysis and Preacher and Hayes' asymptotic and resampling strategies were used. Extrinsic effort was negatively associated with vigor, dedication, and absorption, while POS, PsyCap, and hope were positively associated with them. Reward and overcommitment were positively associated with dedication and absorption. Optimism was positively associated with vigor and dedication. Optimism mediated the associations of extrinsic effort, reward, and POS with vigor and dedication. PsyCap and hope mediated the associations of POS with vigor, dedication, and absorption. There is a low level of work engagement among Chinese female nurses. Extrinsic effort could reduce work engagement, while reward, overcommitment, POS, PsyCap, hope, and optimism could enhance work engagement. Hospital managers should develop the PsyCap of female nurses through controlling occupational stressors and establishing supportive organizational climate to enhance their work engagement.

evere acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has caused a global pandemic of coronavirus disease 2019 (COVID-19), with over 84.66 million infections and 1.83 million deaths as reported on 3 January 2021 (refs. 1,2). SARS-CoV-2 is a positive-sense, single-stranded RNA virus. SARS-CoV-2 and several related beta-coronaviruses, including SARS-CoV and Middle East respiratory syndrome coronavirus (MERS-CoV), are highly pathogenic. Infections can lead to severe acute respiratory syndrome, loss of lung function and, in severe cases, death. Compared to SARS-CoV and MERS-CoV, SARS-CoV-2 has a higher capacity of human-to-human infections, which resulted in the rapidly growing pandemic 3. Finding an effective treatment for COVID-19, potentially also through drug repurposing, is an urgent but unmet medical need. Suramin (Fig. 1a) is a century-old drug that has been used to treat African sleeping sickness and river blindness 4,5. It has also been shown to be effective in inhibiting the replication of a wide range of viruses, including enteroviruses 6 , Zika virus 7 , Chikungunya 8 and Ebola viruses 9. The viral inhibition mechanisms of suramin are diverse, including inhibition of viral attachment, viral entry and release from host cells in part through interactions with viral capsid proteins 7,8,10,11. Recently, suramin has been shown to inhibit SARS-CoV-2 infection in cell culture by preventing cellular entry of the virus 12. Here we report that suramin is also a potent inhibitor of the SARS-CoV-2 RNA-dependent RNA polymerase (RdRp), an essential enzyme for the viral life cycle. The potency of suramin in biochemical RdRp inhibition assays is at least 20-fold more potent than remdesivir, the current Food and Drug Administration-approved nucleotide drug for the treatment of COVID-19. The activity of suramin in cell-based viral inhibition is similar to remdesivir because the highly negative charge of suramin prevents efficient cellular uptake. A cryogenic electron microscopy (cryo-EM) structure reveals that suramin binds to the RdRp active site, blocking the binding of both RNA template and primer strands. These results provide a structural template for the design of next generation suramin derivatives as SARS-CoV-2 RdRp inhibitors. Structural basis for inhibition of the SARS-CoV-2 RNA polymerase by suramin Wanchao Yin 1,

Epigenetic regulation plays critical roles in the regulation of cell proliferation, fate determination, and survival. It has been shown to control self-renewal and lineage differentiation of embryonic stem cells. However, epigenetic regulation of adult stem cell function remains poorly defined. Drosophila ovarian germline stem cells (GSCs) are a productive adult stem cell system for revealing regulatory mechanisms controlling self-renewal and differentiation. In this study, we show that Eggless (Egg), a H3K9 methyltransferase in Drosophila, is required in GSCs for controlling self-renewal and in escort cells for regulating germ cell differentiation. egg mutant ovaries primarily exhibit germ cell differentiation defects in young females and gradually lose GSCs with time, indicating that Egg regulates both germ cell maintenance and differentiation. Marked mutant egg GSCs lack expression of trimethylated H3K9 (H3k9me3) and are rapidly lost from the niche, but their mutant progeny can still differentiate into 16-cell cysts, indicating that Egg is required intrinsically to control GSC self-renewal but not differentiation. Interestingly, BMP-mediated transcriptional repression of differentiation factor bam in marked egg mutant GSCs remains normal, indicating that Egg is dispensable for BMP signaling in GSCs. Normally, Bam and Bgcn interact with each other to promote GSC differentiation. Interestingly, marked double mutant egg bgcn GSCs are still lost, but their progeny are able to differentiate into 16-cell cysts though bgcn mutant GSCs normally do not differentiate, indicating that Egg intrinsically controls GSC self-renewal through repressing a Bam/Bgcn-independent pathway. Surprisingly, RNAi-mediated egg knockdown in escort cells leads to their gradual loss and a germ cell differentiation defect. The germ cell differentiation defect is at least in part attributed to an increase in BMP signaling in the germ cell differentiation niche. Therefore, this study has revealed the essential roles of histone H3K9 trimethylation in controlling stem cell maintenance and differentiation through distinct mechanisms.