生物学千禧年难题
The Millennium Problems for Biology

原始链接: https://millenniumproblems.bio/

这项挑战要求开发出零样本(zero-shot)蛋白质结合剂,使其在细胞外给药后能够结合预先注册的细胞内靶标。参赛方案必须在没有任何湿实验优化、筛选或定向进化的前提下生成。在靶标公布后,方案必须在24小时内完成设计,并需在20个不同的靶标上实现80%的成功率。 递送机制必须具有临床治疗可行性,禁止使用电穿孔、转染或膜破坏等技术。由于小分子药物存在合成瓶颈,本次挑战仅限于蛋白质结合剂,且优先考虑模拟人源化单克隆抗体的设计。鉴于标准抗体通常难以有效穿透细胞,鼓励参赛者根据需要对蛋白质支架进行修饰,以确保其进入细胞内部。本挑战的最终目标是建立一个可靠、快速的计算框架,用于设计能够穿过细胞膜并中和高难度细胞内靶标的治疗性蛋白质。

Hacker News 最近的一场讨论聚焦于由 Edison Scientific 和 Futurehouse 发起的“生物学千禧年难题”项目。该项目参考了数学领域著名的千禧年大奖难题,列出了一些重大的生物学挑战,例如小鼠的冷冻保存和体细胞肢体再生。 社区对此反应不一。一些用户指出,该清单过于侧重工程导向的目标;有评论者认为,这些挑战需要通过物理实验来解决,而非基于大语言模型(LLM)的方案。此外,人们对该项目的合法性持怀疑态度,特别是质疑由谁负责验证以及是否设有相应的奖金。 其他贡献者则质疑清单的范畴,认为在塑料降解细菌等领域已有的成就使得某些条目看起来不像“千禧年”级别的难题。另一些人指出,清单中缺少了如形态发生的正式解法等基础性挑战。总体而言,社区认为该项目引人关注,但对其如何与既有的科学基准相提并论持审慎态度。
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原文

Demonstrate the ability to produce protein binders against intracellular targets.

Specifically, demonstrate the ability to design zero-shot protein binders that, without further evolution or optimization, will reliably engage preregistered intracellular protein targets in living cells when administered extracellularly to those cells at pharmacologically supported concentrations. The cell entry mechanism must be plausible in a therapeutic context, i.e., transfection, intrabody expression, electroporation, membrane disruption, or similar methods are not permitted. The challenge will be considered complete when the design can be demonstrated against 20 preregistered targets with an 80% success rate. Once the targets are preregistered, the designs of the resulting proteins must be produced within 24 hours, and no wet lab work is allowed prior to evaluation except for the purpose of producing the designed proteins for assay. (Hence, for example, screening and target-specific evolution are not permitted once the targets are provided.)

The original intention of this problem was specifically to design antibodies against intracellular targets. However, it is anticipated that modifications to the antibody scaffold will be required in order for the problem to be solvable. Since we cannot put an upper bound on the magnitude of the modifications required, we have broadened the problem to encompass any protein binders. However, solutions that involve binders resembling humanized monoclonal antibodies will be greatly preferred. The problem would likely be even more impactful if solved in general for small molecule binders, rather than protein binders or antibodies. However, with small molecule binders, synthesis is a major bottleneck that would limit validation, and thus we have chosen to restrict the scope to protein binders.

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