Bactrocera papayae Drew & Hancock, Bactrocera philippinensis Drew & Hancock, Bactrocera carambolae Drew & Hancock, and Bactrocera invadens Drew, Tsuruta & White are four horticultural pest tephritid fruit fly species that are highly similar, morphologically and genetically, to the destructive pest, the Oriental fruit fly, Bactrocera dorsalis (Hendel) (Diptera: Tephritidae). This similarity has rendered the discovery of reliable diagnostic characters problematic, which, in view of the economic importance of these taxa and the international trade implications, has resulted in ongoing difficulties for many areas of plant protection and food security. Consequently, a major international collaborative and integrated multidisciplinary research effort was initiated in 2009 to build upon existing literature with the specific aim of resolving biological species limits among B. papayae, B. philippinensis, B. carambolae, B. invadens and B. dorsalis to overcome constraints to pest management and international trade. Bactrocera philippinensis has recently been synonymized with B. papayae as a result of this initiative and this review corroborates that finding; however, the other names remain in use. While consistent characters have been found to reliably distinguish B. carambolae from B. dorsalis, B. invadens and B. papayae, no such characters have been found to differentiate the latter three putative species. We conclude that B. carambolae is a valid species and that the remaining taxa, B. dorsalis, B. invadens and B. papayae, represent the same species. Thus, we consider B. dorsalis (Hendel) as the senior synonym of B. papayae Drew and Hancock syn.n. and B. invadens Drew, Tsuruta & White syn.n. A redescription of B. dorsalis is provided. Given the agricultural importance of B. dorsalis, this taxonomic decision will have significant global plant biosecurity implications, affecting pest management, quarantine, international trade, postharvest treatment and basic research. Throughout the paper, we emphasize the value of independent and multidisciplinary tools in delimiting species, particularly in complicated cases involving morphologically cryptic taxa. Bactrocera (Bactrocera) dorsalis (Hendel)

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Deep Learning-based models have been widely investigated, and they have demonstrated significant performance on non-trivial tasks such as speech recognition, image processing, and natural language understanding. However, this is at the cost of substantial data requirements. Considering the widespread proliferation of edge devices (e.g., Internet of Things devices) over the last decade, Deep Learning in the edge paradigm, such as device-cloud integrated platforms, is required to leverage its superior performance. Moreover, it is suitable from the data requirements perspective in the edge paradigm because the proliferation of edge devices has resulted in an explosion in the volume of generated and collected data. However, there are difficulties due to other requirements such as high computation, high latency, and high bandwidth caused by Deep Learning applications in real-world scenarios. In this regard, this survey paper investigates Deep Learning at the edge, its architecture, enabling technologies, and model adaption techniques, where edge servers and edge devices participate in deep learning training and inference. For simplicity, we call this paradigm the All-in EDGE paradigm. Besides, this paper presents the key performance metrics for Deep Learning at the All-in EDGE paradigm to evaluate various deep learning techniques and choose a suitable design. Moreover, various open challenges arising from the deployment of Deep Learning at the All-in EDGE paradigm are identified and discussed.

Objective:Long-term hypertension doubles all-cause dementia risk in aging by structural and functional alterations of the cerebral microvasculature and its surrounding tissue. However, therapeutical blood pressure lowering by itself is limited in its effectiveness depending on the progression of structural vessel remodeling, microvascular dysfunction and parenchymal tissue damage.Design and method:Therefore, the aim of this study was to investigate pathophysiological processes in different stages of hypertension. We explored acute, early- and late-chronic hypertension effects in the frontal brain of hypertensive rats, applying behavioral tests, histology, immunofluorescence, FACS and vascular/neural tissue RNA sequencing.Results:In response to initial increasing blood pressure and in absence of vascular pathology, microglia cells were found in close proximity to blood vessels and with morphological features of activation. Early chronic hypertensive animals showed frontal brain specific behavioral deficits, blood-brain-barrier leakage, leukocyte immigration, loss of glial reactivity and altered pathways related to cellular energy supply, protein synthesis and catabolism. In late chronic hypertension behavioral deficits and glial reactivity loss persisted. We also observed active angiogenesis, vascular fibroblast-related collagen aggregation and pathways related to decreased responsiveness to nutrients and increased metabolic demand. Additionally, we identified late-chronic vascular accumulation of insulin-like growth factor 1 (IGF1) binding proteins in brains of rats and humans with hypertensive cerebral small vessel disease, possibly attenuating protective IGF1 signaling in the cerebral microvasculature.Conclusions:Our results point towards stage-dependent reactions of vascular, glial, immune and neuronal cells in response to hypertension. Future studies have to verify, whether these mechanisms are valid in humans as well and whether they might be targeted to attenuate small vessel disease progression.