24 research outputs found

    An embryonic stem cell–like gene expression signature in poorly differentiated aggressive human tumors

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    Cancer cells possess traits reminiscent of those ascribed to normal stem cells. It is unclear, however, whether these phenotypic similarities reflect the activity of common molecular pathways. Here, we analyze the enrichment patterns of gene sets associated with embryonic stem (ES) cell identity in the expression profiles of various human tumor types. We find that histologically poorly differentiated tumors show preferential overexpression of genes normally enriched in ES cells, combined with preferential repression of Polycomb-regulated genes. Moreover, activation targets of Nanog, Oct4, Sox2 and c-Myc are more frequently overexpressed in poorly differentiated tumors than in well-differentiated tumors. In breast cancers, this ES-like signature is associated with high-grade estrogen receptor (ER)-negative tumors, often of the basal-like subtype, and with poor clinical outcome. The ES signature is also present in poorly differentiated glioblastomas and bladder carcinomas. We identify a subset of ES cell-associated transcription regulators that are highly expressed in poorly differentiated tumors. Our results reveal a previously unknown link between genes associated with ES cell identity and the histopathological traits of tumors and support the possibility that these genes contribute to stem cell–like phenotypes shown by many tumors

    Field observations of mesozooplankton in the Kuroshio extension region in the spring of 2015

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    This dataset includes the species composition, abundance, and functional traits of zooplankton in the Kuroshio Extension area in the spring of 2015.</p

    Field observations of mesozooplankton in the Kuroshio extension regions in spring, 2015

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    This data showed the zooplankton community and functional traits in the Kuroshio extension regions.</p

    Field observations of mesozooplankton in the Kuroshio extension regions in spring, 2015

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    This data showed the distribution of zooplankton species composition and abundance in the Kuroshio extension regions.</p

    Zooplankton community structure and functional trait in the tropical and subtropical Northwest Pacific

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    This data showed the zooplankton community and functional traits in the tropical and subtropical Northwest Pacific.</p

    Forward-Looking Element Recognition Based on the LSTM-CRF Model with the Integrity Algorithm

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    A state-of-the-art entity recognition system relies on deep learning under data-driven conditions. In this paper, we combine deep learning with linguistic features and propose the long short-term memory-conditional random field model (LSTM-CRF model) with the integrity algorithm. This approach is primarily based on the use of part-of-speech (POS) syntactic rules to correct the boundaries of LSTM-CRF model annotations and improve its performance by raising the integrity of the elements. The method incorporates the advantages of the data-driven method and dependency syntax, and improves the precision rate of the elements without losing recall rate. Experiments show that the integrity algorithm is not only easy to combine with the other neural network model, but the overall effect is better than several advanced methods. In addition, we conducted cross-domain experiments based on a multi-industry corpus in the financial field. The results indicate that the method can be applied to other industries

    Active Carbon Flux of Mesozooplankton in South China Sea and Western Philippine Sea

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    The active carbon flux mediated by diel vertical migration (DVM) of zooplankton is an important component of the downward carbon flux in the ocean. However, active fluxes transported by zooplankton DVM are poorly known in the South China Sea (SCS) and the Western Philippine Sea (WPS). In this study, active carbon fluxes in the SCS and WPS were evaluated on the basis of the data of mesozooplankton community and DVM at two stations of these areas. The mesozooplankton community in the SCS was obviously different from that in the WPS, and higher species number and abundance in the SCS were observed, which may be related to the higher chlorophyll a (Chl a) concentration and the wide gradients of temperature and salinity in this sea. Moreover, shallow depth Chl a maximum and strong thermocline were detected in the SCS, causing lower migration amplitudes of mesozooplankton in the SCS than those in the WPS. However, the migrant biomass of mesozooplankton in the SCS was 98.40 mg C m–2, higher than that in the WPS at 25.12 mg C m–2. The mesozooplankton active carbon flux in the SCS (4.64 mg C m–2⋅d–1) was also higher than that in the WPS (1.80 mg C m–2⋅d–1). The mesozooplankton active fluxes were equivalent to 8.3 and 8.1% of the total flux (active flux plus passive flux) of the SCS and WPS, respectively, and they play an important role in the biological pump functioning in the two regions.</jats:p

    Diel Variation of Phytoplankton Communities in the Northern South China Sea under the Effect of Internal Solitary Waves and Its Response to Environmental Factors

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    Internal solitary waves (ISWs) are a common marine internal wave phenomenon in the northern South China Sea that cause significant changes in environmental factors and affect phytoplankton communities. This study investigates the short-term response of phytoplankton communities affected by ISWs based on day&ndash;night continuous sampling analysis of the sea area following the passage of an internal wave. The results revealed that, due to the IW-mediated transport of nutrients from deeper to shallower layers, the cell abundance of most small- and medium-volume phytoplankton significantly increased after the passage of ISWs. Using a method based on functional traits, we categorized phytoplankton into four functional groups. Moreover, this study revealed the differences in functional group changes in phytoplankton before and after ISWs. The abundance of mixotrophic phytoplankton in the community decreased, whereas autotrophic and heterotrophic phytoplankton increased

    Diel vertical migration of mesozooplankton in the northern Yellow Sea

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    Diel Vertical Distribution of Mesozooplankton Functional Groups in the North Pacific Subtropical Gyre: A Case Study

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    Understanding the diel vertical migration (DVM) patterns of zooplankton has important implications for biological pumping and pelagic food webs. The functional traits of zooplankton generally determine their distribution in the environment. However, knowledge about the DVM patterns of zooplankton with different functional traits is limited. Here, we used a trait-based approach to study the vertical distributions of zooplankton in the North Pacific Subtropical Gyre (NPSG). Four functional traits, namely, body length, feeding type, trophic group, and reproductive mode, were selected in this study. A high biodiversity of zooplankton (165 taxa) was recorded in the NPSG. Zooplankton was mainly concentrated above 100 m and exhibited normal DVM. Zooplankton with small and medium body sizes (&amp;lt;2 mm, 69% ± 16%), current feeding (43% ± 14%), and omnivore–herbivores (54% ± 14%) were dominant in the NPSG. The proportion of sac spawners in total abundance (52% ± 14%) was higher than that of broadcast spawners (48% ± 14%), which differed from that in the coastal regions. Sixteen functional groups of zooplankton were identified. Different functional groups exhibited distinct DVM patterns due to the influence of different factors. The DVM patterns of current-feeding omnivore–herbivores were significantly correlated with chlorophyll a, whereas giant ambush-feeding carnivores exhibited normal DVM patterns and were substantially correlated with the vertical distribution of their food organisms. However, the small omnivore–carnivores showed reverse DVM patterns. Overall, this study provided a new perspective for studies on zooplankton DVM from the aspect of functional traits.</jats:p
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