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Etcheverry M, Moulin-Frier C, Oudeyer PY, Levin M. AI-driven automated discovery tools reveal diverse behavioral competencies of biological networks. eLife 2025; 13:RP92683. [PMID: 39804159 PMCID: PMC11729405 DOI: 10.7554/elife.92683] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2025] Open
Abstract
Many applications in biomedicine and synthetic bioengineering rely on understanding, mapping, predicting, and controlling the complex behavior of chemical and genetic networks. The emerging field of diverse intelligence investigates the problem-solving capacities of unconventional agents. However, few quantitative tools exist for exploring the competencies of non-conventional systems. Here, we view gene regulatory networks (GRNs) as agents navigating a problem space and develop automated tools to map the robust goal states GRNs can reach despite perturbations. Our contributions include: (1) Adapting curiosity-driven exploration algorithms from AI to discover the range of reachable goal states of GRNs, and (2) Proposing empirical tests inspired by behaviorist approaches to assess their navigation competencies. Our data shows that models inferred from biological data can reach a wide spectrum of steady states, exhibiting various competencies in physiological network dynamics without requiring structural changes in network properties or connectivity. We also explore the applicability of these 'behavioral catalogs' for comparing evolved competencies across biological networks, for designing drug interventions in biomedical contexts and synthetic gene networks for bioengineering. These tools and the emphasis on behavior-shaping open new paths for efficiently exploring the complex behavior of biological networks. For the interactive version of this paper, please visit https://developmentalsystems.org/curious-exploration-of-grn-competencies.
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Affiliation(s)
| | | | | | - Michael Levin
- Allen Discovery Center, Tufts UniversityMedfordUnited States
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Nelson MT, Coia HG, Holt C, Greenwood ES, Narayanan L, Robinson PJ, Merrill EA, Litteral V, Goodson MS, Saldanha RJ, Grogg MW, Mauzy CA. Evaluation of Human Performance Aiding Live Synthetically Engineered Bacteria in a Gut-on-a-Chip. ACS Biomater Sci Eng 2023; 9:5136-5150. [PMID: 36198112 DOI: 10.1021/acsbiomaterials.2c00774] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Synbiotics are a new class of live therapeutics employing engineered genetic circuits. The rapid adoption of genetic editing tools has catalyzed the expansion of possible synbiotics, exceeding traditional testing paradigms in terms of both throughput and model complexity. Herein, we present a simplistic gut-chip model using common Caco2 and HT-29 cell lines to establish a dynamic human screening platform for a cortisol sensing tryptamine producing synbiotic for cognitive performance sustainment. The synbiotic, SYN, was engineered from the common probiotic E. coli Nissle 1917 strain. It had the ability to sense cortisol at physiological concentrations, resulting in the activation of a genetic circuit that produces tryptophan decarboxylase and converts bioavailable tryptophan to tryptamine. SYN was successfully cultivated within the gut-chip showing log-phase growth comparable to the wild-type strain. Tryptophan metabolism occurred quickly in the gut compartment when exposed to 5 μM cortisol, resulting in the complete conversion of bioavailable tryptophan into tryptamine. The flux of tryptophan and tryptamine from the gut to the vascular compartment of the chip was delayed by 12 h, as indicated by the detectable tryptamine in the vascular compartment. The gut-chip provided a stable environment to characterize the sensitivity of the cortisol sensor and dynamic range by altering cortisol and tryptophan dosimetry. Collectively, the human gut-chip provided human relevant apparent permeability to assess tryptophan and tryptamine metabolism, production, and transport, enabled host analyses of cellular viability and pro-inflammatory cytokine secretion, and succeeded in providing an efficacy test of a novel synbiotic. Organ-on-a-chip technology holds promise in aiding traditional therapeutic pipelines to more rapidly down select high potential compounds that reduce the failure rate and accelerate the opportunity for clinical intervention.
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Affiliation(s)
- M Tyler Nelson
- United States Air Force Research Laboratory, 711th Human Performance Wing, 2510 N 5th Street, Bldg. 840, Wright-Patterson AFB, Ohio 45433, United States
| | - Heidi G Coia
- United States Air Force Research Laboratory, 711th Human Performance Wing, 2510 N 5th Street, Bldg. 840, Wright-Patterson AFB, Ohio 45433, United States
- National Research Council, The National Academies of Sciences, Engineering, and Medicine, 500 Fifth Street N.W., Washington, D.C. 20001, United States
| | - Corey Holt
- United States Air Force Research Laboratory, 711th Human Performance Wing, 2510 N 5th Street, Bldg. 840, Wright-Patterson AFB, Ohio 45433, United States
| | - Eric S Greenwood
- United States Air Force Research Laboratory, 711th Human Performance Wing, 2510 N 5th Street, Bldg. 840, Wright-Patterson AFB, Ohio 45433, United States
- Oak Ridge Institute for Science and Education, 1299 Bethel Valley Road, Oak Ridge, Tennessee 37830, United States
| | - Latha Narayanan
- United States Air Force Research Laboratory, 711th Human Performance Wing, 2510 N 5th Street, Bldg. 840, Wright-Patterson AFB, Ohio 45433, United States
- The Henry M. Jackson Foundation, 6720A Rockledge Drive, Bethesda, Maryland 20817, United States
| | - Peter J Robinson
- United States Air Force Research Laboratory, 711th Human Performance Wing, 2510 N 5th Street, Bldg. 840, Wright-Patterson AFB, Ohio 45433, United States
- The Henry M. Jackson Foundation, 6720A Rockledge Drive, Bethesda, Maryland 20817, United States
| | - Elaine A Merrill
- United States Air Force Research Laboratory, 711th Human Performance Wing, 2510 N 5th Street, Bldg. 840, Wright-Patterson AFB, Ohio 45433, United States
| | - Vaughn Litteral
- United States Air Force Research Laboratory, 711th Human Performance Wing, 2510 N 5th Street, Bldg. 840, Wright-Patterson AFB, Ohio 45433, United States
- UES Inc., 4401 Dayton-Xenia Road, Dayton, Ohio 45432, United States
| | - Michael S Goodson
- United States Air Force Research Laboratory, 711th Human Performance Wing, 2510 N 5th Street, Bldg. 840, Wright-Patterson AFB, Ohio 45433, United States
| | - Roland J Saldanha
- United States Air Force Research Laboratory, 711th Human Performance Wing, 2510 N 5th Street, Bldg. 840, Wright-Patterson AFB, Ohio 45433, United States
| | - Matthew W Grogg
- United States Air Force Research Laboratory, 711th Human Performance Wing, 2510 N 5th Street, Bldg. 840, Wright-Patterson AFB, Ohio 45433, United States
| | - Camilla A Mauzy
- United States Air Force Research Laboratory, 711th Human Performance Wing, 2510 N 5th Street, Bldg. 840, Wright-Patterson AFB, Ohio 45433, United States
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Li Y, Bidmeshki MM, Kang T, Nowak CM, Makris Y, Bleris L. Genetic physical unclonable functions in human cells. SCIENCE ADVANCES 2022; 8:eabm4106. [PMID: 35507652 PMCID: PMC9067934 DOI: 10.1126/sciadv.abm4106] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Accepted: 03/16/2022] [Indexed: 06/14/2023]
Abstract
A physical unclonable function (PUF) is a physical entity that provides a measurable output that can be used as a unique and irreproducible identifier for the artifact wherein it is embedded. Popularized by the electronics industry, silicon PUFs leverage the inherent physical variations of semiconductor manufacturing to establish intrinsic security primitives for attesting integrated circuits. Owing to the stochastic nature of these variations, photolithographically manufactured silicon PUFs are impossible to reproduce (thus unclonable). Inspired by the success of silicon PUFs, we sought to create the first generation of genetic PUFs in human cells. We demonstrate that these PUFs are robust (i.e., they repeatedly produce the same output), unique (i.e., they do not coincide with any other identically produced PUF), and unclonable (i.e., they are virtually impossible to replicate). Furthermore, we demonstrate that CRISPR-engineered PUFs (CRISPR-PUFs) can serve as a foundational principle for establishing provenance attestation protocols.
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Affiliation(s)
- Yi Li
- Bioengineering Department, University of Texas at Dallas, Richardson, TX, USA
- Center for Systems Biology, University of Texas at Dallas, Richardson, TX, USA
| | - Mohammad Mahdi Bidmeshki
- Department of Electrical and Computer Engineering, University of Texas at Dallas, Richardson, TX, USA
| | - Taek Kang
- Bioengineering Department, University of Texas at Dallas, Richardson, TX, USA
- Center for Systems Biology, University of Texas at Dallas, Richardson, TX, USA
| | - Chance M. Nowak
- Bioengineering Department, University of Texas at Dallas, Richardson, TX, USA
- Center for Systems Biology, University of Texas at Dallas, Richardson, TX, USA
- Department of Biological Sciences, University of Texas at Dallas, Richardson, TX, USA
| | - Yiorgos Makris
- Department of Electrical and Computer Engineering, University of Texas at Dallas, Richardson, TX, USA
| | - Leonidas Bleris
- Bioengineering Department, University of Texas at Dallas, Richardson, TX, USA
- Center for Systems Biology, University of Texas at Dallas, Richardson, TX, USA
- Department of Biological Sciences, University of Texas at Dallas, Richardson, TX, USA
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