Organoid intelligence for developmental neurotoxicity testing

被引：5

作者：

El Din, Dowlette-Mary Alam ^{[1
]}

Shin, Jeongwon ^{[2
]}

Lysinger, Alexandra ^{[1
]}

Roos, Matthew J. ^{[3
]}

Johnson, Erik C. ^{[3
]}

Shafer, Timothy J. ^{[4
]}

Hartung, Thomas ^{[1
,5
,6
]}

Smirnova, Lena ^{[1
]}

机构：

[1] Johns Hopkins Univ, Ctr Alternat Anim Testing, Bloomberg Sch Publ Hlth, Dept Environm Hlth & Engn, Baltimore, MD 21218 USA

[2] Johns Hopkins Univ, Dept Biomed Engn, Baltimore, MD USA

[3] Johns Hopkins Univ, Appl Phys Lab, Res & Exploratory Dev Dept, Laurel, MD USA

[4] US Environm Protect Agcy, Ctr Computat Toxicol & Exposure Off Res & Dev, Res Triangle Pk, NC USA

[5] Univ Konstanz, Ctr Alternat Anim Testing Europe, Constance, Germany

[6] Doerenkamp Zbinden Chair Evidence Based Toxicol, Baltimore, MD USA

来源：

FRONTIERS IN CELLULAR NEUROSCIENCE | 2024年 / 18卷

基金：

美国国家卫生研究院;

关键词：

organoid; organoid intelligence; developmental neurotoxicity; artificial intelligence; machine learning; synaptic plasiticity; PLURIPOTENT STEM-CELLS; NEURONS; PREVALENCE; SPHEROIDS; CHEMICALS; NETWORKS; DYNAMICS;

D O I：

10.3389/fncel.2024.1480845

中图分类号：

Q189 [神经科学];

学科分类号：

071006 ;

摘要：

The increasing prevalence of neurodevelopmental disorders has highlighted the need for improved testing methods to determine developmental neurotoxicity (DNT) hazard for thousands of chemicals. This paper proposes the integration of organoid intelligence (OI); leveraging brain organoids to study neuroplasticity in vitro, into the DNT testing paradigm. OI brings a new approach to measure the impacts of xenobiotics on plasticity mechanisms - a critical biological process that is not adequately covered in current DNT in vitro assays. Finally, the integration of artificial intelligence (AI) techniques will further facilitate the analysis of complex brain organoid data to study these plasticity mechanisms.

引用

页数：9

共 50 条

[31] Evaluation of Per- and Polyfluoroalkyl Substances (PFAS) In Vitro Toxicity Testing for Developmental Neurotoxicity [J].

Carstens, Kelly E. ;

Freudenrich, Theresa ;

Wallace, Kathleen ;

Choo, Seline ;

Carpenter, Amy ;

Smeltz, Marci ;

Clifton, Matthew S. ;

Henderson, W. Matthew ;

Richard, Ann M. ;

Patlewicz, Grace ;

Wetmore, Barbara A. ;

Friedman, Katie Paul ;

Shafer, Timothy .

CHEMICAL RESEARCH IN TOXICOLOGY, 2023, 36 (03) :402-419

[32] Recent advances and current challenges of new approach methodologies in developmental and adult neurotoxicity testing [J].

Melania Maria Serafini ;

Sara Sepehri ;

Miriam Midali ;

Marth Stinckens ;

Marta Biesiekierska ;

Anna Wolniakowska ;

Alexandra Gatzios ;

Elise Rundén-Pran ;

Edyta Reszka ;

Marina Marinovich ;

Tamara Vanhaecke ;

Joanna Roszak ;

Barbara Viviani ;

Tanima SenGupta .

Archives of Toxicology, 2024, 98 :1271-1295

[33] Bromate: Concern for developmental neurotoxicity? [J].

Crofton, KM .

TOXICOLOGY, 2006, 221 (2-3) :212-216

[34] Potential developmental neurotoxicity of deltamethrin [J].

Culleres, Damia Barcelo ;

Boesten, Jos ;

Bolognesi, Claudia ;

Boobis, Alan ;

Buechert, Arne ;

Capri, Ettore ;

Coggon, David ;

Hardy, Anthony ;

Hart, Andy ;

Koepp, Herbert ;

Liess, Matthias ;

Luttik, Robert ;

Meyer, Otto ;

Michaelidou-Canna, Stella ;

Montforts, Mark ;

Moretto, Angelo ;

Mueller, Markus ;

Ossendorp, Bernadette ;

Steurbaut, Walter ;

Tasheva, Maria ;

Vleminckx, Christiane .

EFSA JOURNAL, 2009, 7 (01)

[35] Omnisphero: a high-content image analysis (HCA) approach for phenotypic developmental neurotoxicity (DNT) screenings of organoid neurosphere cultures in vitro [J].

Schmuck, Martin R. ;

Temme, Thomas ;

Dach, Katharina ;

de Boer, Denise ;

Barenys, Marta ;

Bendt, Farina ;

Mosig, Axel ;

Fritsche, Ellen .

ARCHIVES OF TOXICOLOGY, 2017, 91 (04) :2017-2028

[36] Use of neural 3D organoid with MEA in neurotoxicity testing: comparison to traditional in vitro cell culture and in vivo methods [J].

Park, Jee Hyun ;

Kim, Jin ;

Walter, James ;

Kim, C-Yoon .

MOLECULAR & CELLULAR TOXICOLOGY, 2022, 18 (01) :17-21

[37] Use of neural 3D organoid with MEA in neurotoxicity testing: comparison to traditional in vitro cell culture and in vivo methods [J].

Jee Hyun Park ;

Jin Kim ;

James Walter ;

C-Yoon Kim .

Molecular & Cellular Toxicology, 2022, 18 :17-21

[38] Integrated Approach for Testing and Assessment for Developmental Neurotoxicity (DNT) to Prioritize Aromatic Organophosphorus Flame Retardants [J].

Kreutz, Anna ;

Oyetade, Oluwakemi B. ;

Chang, Xiaoqing ;

Hsieh, Jui-Hua ;

Behl, Mamta ;

Allen, David G. ;

Kleinstreuer, Nicole C. ;

Hogberg, Helena T. .

TOXICS, 2024, 12 (06)

[39] Combining Automated Organoid Workflows With Artificial Intelligence-Based Analyses: Opportunities to Build a New Generation of Interdisciplinary High-Throughput Screens for Parkinson's Disease and Beyond [J].

Renner, Henrik ;

Schoeler, Hans R. ;

Bruder, Jan M. .

MOVEMENT DISORDERS, 2021, 36 (12) :2745-2762

[40] Screening for Developmental Neurotoxicity at the National Toxicology Program: The Future Is Here [J].

Behl, Mamta ;

Ryan, Kristen ;

Hsieh, Jui-Hua ;

Parham, Frederick ;

Shapiro, Andrew J. ;

Collins, Bradley J. ;

Sipes, Nisha S. ;

Birnbaum, Linda S. ;

Bucher, John R. ;

Foster, Paul M. D. ;

Walker, Nigel J. ;

Paules, Richard S. ;

Tice, Raymond R. .

TOXICOLOGICAL SCIENCES, 2019, 167 (01) :6-14

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