Real-time online monitoring of insect cell proliferation and baculovirus infection using digital differential holographic microscopy and machine learning

Real-time, detailed online information on cell cultures is essential for understanding modern biopharmaceutical production processes. The determination of key parameters, such as cell density and viability, is usually based on the offline sampling of bioreactors. Gathering offline samples is invasive, has a low time resolution, and risks altering or contaminating the production process. In contrast, measuring process parameters online provides more safety for the process, has a high time resolution, and thus can aid in timely process control actions. We used online double differential digital holographic microscopy (D3HM) and machine learning to perform non-invasive online cell concentration and viability monitoring of insect cell cultures in bioreactors. The performance of D3HM and the machine learning model was tested for a selected variety of baculovirus constructs, products, and multiplicities of infection (MOI). The results show that with online holographic microscopy insect cell proliferation and baculovirus infection can be monitored effectively in real time with high resolution for a broad range of process parameters and baculovirus constructs. The high-resolution data generated by D3HM showed the exact moment of peak cell densities and temporary events caused by feeding. Furthermore, D3HM allowed us to obtain information on the state of the cell culture at the individual cell level. Combining this detailed, real-time information about cell cultures with methodical machine learning models can increase process understanding, aid in decision-making, and allow for timely process control actions during bioreactor production of recombinant proteins.     

Cancer therapy

In recent years a growing recognition that molecularly-targeted therapies face formidable obstacles has revived interest in more generic tumor cell phenotypes that could be exploited for therapy. Two recent reports demonstrate that cancer cell survival is critically dependent on the activity of MTH1, a nucleotide pyrophosphatase that converts the oxidized nucleotides 8-oxo-dGTP and 2-OH-dATP to the corresponding monophosphates, thus preventing their incorporation into genomic DNA. Tumor cells frequently overexpress MTH1, probably because malignant transformation creates oxidative stress that renders the nucleotide pool highly vulnerable to oxidation. As a result, MTH1 inhibition in cancer cells results in accumulation and incorporation of 8-oxo-dGTP and 2-OH-dATP into DNA, leading to DNA damage and cell death. This toxic effect is highly cancer cell-specific, as MTH1 is generally dispensable for the survival of normal, untransformed cells. Importantly, MTH1 proves to be a “druggable” enzyme that can be inhibited both by an existing protein kinase inhibitor drug, crizotinib, and by novel compounds identified through screening. Inhibition of MTH1 leading to toxic accumulation of oxidized nucleotides specifically in tumor cells therefore represents an example of a “non-personalised” approach to cancer therapy.     

尊重斯德哥尔摩的历史中心—骑士岛的激活改造

瑞典国家财产委员会拥有骑士岛的所有权与管理权，并计划对该岛上所有的公共空间进行更新和开发，以提高其可达性与吸引力。该项目的核心是找到一种更新和修复岛屿的方法，从而在尊重历史价值的同时满足现代功能需求。对骑士岛南部的改造是岛上公共空间更新的第一部分。设计的关键条件是沿滨水区域创造可以供人步行与停坐的大面积空间，并在保持开放海港氛围的同时，对旧的道路铺装进行管理。设计者设计了一套灵活使用公共空间的综合解决方案，将开放空间与之前的码头一样，沿着水滨的形态进行布局。