Finelli Luca A, Narasimhan Vas
Novartis International AG, Basel, Switzerland.
Clin Pharmacol Ther. 2020 Oct;108(4):756-761. doi: 10.1002/cpt.1850. Epub 2020 May 30.
We are experiencing seminal times in computing that seem to define a fourth industrial revolution. This may fundamentally change the way we live, work, and relate to one another. Embracing data and digital information is a top priority for most industries these days, and Life Sciences is no exception. The pharmaceutical industry in particular is fundamentally a data-driven business. Inspired by a desire to "Go Big on Data," we developed a strategic roadmap defining a digital transformation to reimagine the way we work in Novartis Global Drug Development, leveraging data science to generate and inject actionable insights into our best practices. We launched a program called Nerve Live, and built a state-of-the-art data and analytics platform to harness past and present operational data, providing access to decades of drug development "experience" buried across multiple sources. The platform enabled the systematic application of machine learning and predictive analytics to generate "intelligence": new insights across multiple functional areas. To action the insights and create "value," we crafted skillfully designed end-user applications for domain experts to plan, track, predict, compare and monitor domain activities, optimize costs, and maximize quality. Today, the Nerve Live program enables insights-driven decision making at scale, unlocking productivity, and providing transparency across the Novartis Global Drug Development organization and beyond. We identified three main drivers making the Nerve Live program successful and enabling the associated digital transformation to flourish. We discuss the challenges, highlight the benefits, and see the importance of leading the way to become future proof.
我们正处于计算领域的重大变革时期,这似乎定义了第四次工业革命。这可能会从根本上改变我们的生活、工作方式以及彼此之间的关系。如今,拥抱数据和数字信息是大多数行业的首要任务,生命科学也不例外。尤其是制药行业,从根本上来说是一个数据驱动的行业。出于“大力发展数据”的愿望,我们制定了一项战略路线图,定义了数字化转型,以重新构想我们在诺华全球药物研发中的工作方式,利用数据科学为我们的最佳实践生成并注入可操作的见解。我们启动了一个名为“神经直播”(Nerve Live)的项目,并构建了一个最先进的数据和分析平台,以利用过去和当前的运营数据,获取隐藏在多个来源中的数十年药物研发“经验”。该平台能够系统地应用机器学习和预测分析来生成“智能”:跨多个功能领域的新见解。为了将这些见解付诸行动并创造“价值”,我们为领域专家精心设计了终端用户应用程序,用于规划、跟踪、预测、比较和监控领域活动、优化成本并最大化质量。如今,“神经直播”项目能够大规模地实现以见解为驱动的决策,提高生产力,并在诺华全球药物研发组织及其他机构实现透明度。我们确定了使“神经直播”项目取得成功并使相关数字化转型蓬勃发展的三个主要驱动因素。我们讨论了挑战,强调了益处,并认识到引领未来发展、确保适应未来变化的重要性。