Best Perplexity prompts for Life Scientists, All Other

Design a scalable pipeline to integrate genomic data from multiple sources, including publicly available databases and in-house sequencing experiments, using a combination of AWS Glue, Apache Spark, and Docker containers. The pipeline should handle data cleaning, feature extraction, and dimensionality reduction, and produce a unified dataset for downstream analysis. Assume a starting dataset of 100,000 samples, each with 1 million genomic features. Provide a detailed architecture diagram and a list of required dependencies and libraries.

Develop a computational model of a cellular signaling network using a combination of ordinary differential equations (ODEs) and stochastic simulation algorithms. The model should include at least 10 key protein species and their interactions, and be parameterized using publicly available kinetic data. Use the model to simulate the response of the network to different perturbations, such as gene knockouts or drug treatments, and analyze the resulting dynamics using techniques such as bifurcation analysis and sensitivity analysis. Provide a detailed model specification and a sample simulation protocol.

Reconstruct a phylogenetic tree for a set of 100 closely related microbial genomes using a combination of multiple sequence alignment and maximum likelihood inference. Use a tool such as MAFFT or ClustalW to perform the multiple sequence alignment, and a tool such as RAxML or PhyML to perform the maximum likelihood inference. Evaluate the resulting tree using metrics such as bootstrap support and tree topology, and compare it to a reference tree generated using a different method, such as Bayesian inference. Provide a detailed protocol and a sample tree file in Newick format.

Conduct a comprehensive literature review on the current state of research in the field of synthetic biology, with a focus on the development of novel genetic circuits and their applications in biotechnology. Identify at least 20 key papers and review articles from the past 5 years, and analyze their contributions to the field using metrics such as citation count and impact factor. Organize the review around a set of key themes and challenges, such as the design of robust and scalable genetic circuits, and the potential applications of synthetic biology in fields such as biofuels and agriculture. Provide a detailed outline and a sample introduction section.