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Brüggenthies JB, Dittmer J, Martin E, Zingman I, Tabet I, Bronner H, Groetzner S, Sauer J, Dehghan Harati M, Scharnowski R, Bakker J, Riegger K, Heinzelmann C, Ast B, Ries R, Fillon SA, Bachmayr-Heyda A, Kitt K, Grundl MA, Heilker R, Humbeck L, Schuler M, Weigle B. Insights into the Identification of iPSC- and Monocyte-Derived Macrophage-Polarizing Compounds by AI-Fueled Cell Painting Analysis Tools. Int J Mol Sci 2024; 25:12330. [PMID: 39596395 PMCID: PMC11595184 DOI: 10.3390/ijms252212330] [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] [Received: 10/18/2024] [Revised: 11/08/2024] [Accepted: 11/13/2024] [Indexed: 11/28/2024] Open
Abstract
Macrophage polarization critically contributes to a multitude of human pathologies. Hence, modulating macrophage polarization is a promising approach with enormous therapeutic potential. Macrophages are characterized by a remarkable functional and phenotypic plasticity, with pro-inflammatory (M1) and anti-inflammatory (M2) states at the extremes of a multidimensional polarization spectrum. Cell morphology is a major indicator for macrophage activation, describing M1(-like) (rounded) and M2(-like) (elongated) states by different cell shapes. Here, we introduced cell painting of macrophages to better reflect their multifaceted plasticity and associated phenotypes beyond the rigid dichotomous M1/M2 classification. Using high-content imaging, we established deep learning- and feature-based cell painting image analysis tools to elucidate cellular fingerprints that inform about subtle phenotypes of human blood monocyte-derived and iPSC-derived macrophages that are characterized as screening surrogate. Moreover, we show that cell painting feature profiling is suitable for identifying inter-donor variance to describe the relevance of the morphology feature 'cell roundness' and dissect distinct macrophage polarization signatures after stimulation with known biological or small-molecule modulators of macrophage (re-)polarization. Our novel established AI-fueled cell painting analysis tools provide a resource for high-content-based drug screening and candidate profiling, which set the stage for identifying novel modulators for macrophage (re-)polarization in health and disease.
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Affiliation(s)
- Johanna B. Brüggenthies
- Department Cancer Immunology and Immune Modulation, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach a.d. Riss, Germany; (J.B.B.); (R.S.); (J.B.); (K.R.); (K.K.)
| | - Jakob Dittmer
- Department Cancer Immunology and Immune Modulation, Boehringer Ingelheim RCV GmbH & Co. KG, 1121 Vienna, Austria; (J.D.); (A.B.-H.)
| | - Eva Martin
- Global Drug Discovery Sciences, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach a.d. Riss, Germany; (E.M.); (H.B.); (M.D.H.); (R.R.); (R.H.); (M.S.)
| | - Igor Zingman
- Global Medicinal Chemistry, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach a.d. Riss, Germany; (I.Z.); (M.A.G.); (L.H.)
| | - Ibrahim Tabet
- ScreeningHub und ValueData GmbH, 70563 Stuttgart, Germany; (I.T.); (C.H.); (B.A.)
| | - Helga Bronner
- Global Drug Discovery Sciences, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach a.d. Riss, Germany; (E.M.); (H.B.); (M.D.H.); (R.R.); (R.H.); (M.S.)
| | - Sarah Groetzner
- Department Immunology and Respiratory, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach a.d. Riss, Germany; (S.G.); (J.S.)
| | - Julia Sauer
- Department Immunology and Respiratory, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach a.d. Riss, Germany; (S.G.); (J.S.)
| | - Mozhgan Dehghan Harati
- Global Drug Discovery Sciences, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach a.d. Riss, Germany; (E.M.); (H.B.); (M.D.H.); (R.R.); (R.H.); (M.S.)
| | - Rebekka Scharnowski
- Department Cancer Immunology and Immune Modulation, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach a.d. Riss, Germany; (J.B.B.); (R.S.); (J.B.); (K.R.); (K.K.)
| | - Julia Bakker
- Department Cancer Immunology and Immune Modulation, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach a.d. Riss, Germany; (J.B.B.); (R.S.); (J.B.); (K.R.); (K.K.)
| | - Katharina Riegger
- Department Cancer Immunology and Immune Modulation, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach a.d. Riss, Germany; (J.B.B.); (R.S.); (J.B.); (K.R.); (K.K.)
| | - Caroline Heinzelmann
- ScreeningHub und ValueData GmbH, 70563 Stuttgart, Germany; (I.T.); (C.H.); (B.A.)
| | - Birgit Ast
- ScreeningHub und ValueData GmbH, 70563 Stuttgart, Germany; (I.T.); (C.H.); (B.A.)
| | - Robert Ries
- Global Drug Discovery Sciences, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach a.d. Riss, Germany; (E.M.); (H.B.); (M.D.H.); (R.R.); (R.H.); (M.S.)
| | - Sophie A. Fillon
- Department Cancer Immunology and Immune Modulation, Boehringer Ingelheim Pharmaceuticals, Inc., Ridgefield, CT 06877, USA;
| | - Anna Bachmayr-Heyda
- Department Cancer Immunology and Immune Modulation, Boehringer Ingelheim RCV GmbH & Co. KG, 1121 Vienna, Austria; (J.D.); (A.B.-H.)
| | - Kerstin Kitt
- Department Cancer Immunology and Immune Modulation, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach a.d. Riss, Germany; (J.B.B.); (R.S.); (J.B.); (K.R.); (K.K.)
| | - Marc A. Grundl
- Global Medicinal Chemistry, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach a.d. Riss, Germany; (I.Z.); (M.A.G.); (L.H.)
| | - Ralf Heilker
- Global Drug Discovery Sciences, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach a.d. Riss, Germany; (E.M.); (H.B.); (M.D.H.); (R.R.); (R.H.); (M.S.)
| | - Lina Humbeck
- Global Medicinal Chemistry, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach a.d. Riss, Germany; (I.Z.); (M.A.G.); (L.H.)
| | - Michael Schuler
- Global Drug Discovery Sciences, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach a.d. Riss, Germany; (E.M.); (H.B.); (M.D.H.); (R.R.); (R.H.); (M.S.)
| | - Bernd Weigle
- Department Cancer Immunology and Immune Modulation, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach a.d. Riss, Germany; (J.B.B.); (R.S.); (J.B.); (K.R.); (K.K.)
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Harati MD, King J, Langer S, Binder F, Heilker R. Recapitulation of NOD/RIPK2 signaling in iPSC-derived macrophages. SLAS DISCOVERY : ADVANCING LIFE SCIENCES R & D 2024; 29:100185. [PMID: 39341280 DOI: 10.1016/j.slasd.2024.100185] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/17/2024] [Revised: 09/12/2024] [Accepted: 09/23/2024] [Indexed: 09/30/2024]
Abstract
Human induced pluripotent stem cell (iPSC)-derived macrophages (IDMs) present a valuable substitute for monocyte-derived macrophages (MDMs) in order to study inflammation pathways in vitro. Through optimization of an IDM differentiation protocol, a six-fold increase in the production yield of myeloid progenitors was achieved. The derived IDMs were further characterized with respect to nucleotide-binding oligomerization domain (NOD) and receptor-interacting serine/threonine-protein kinase 2 (RIPK2) signaling, a key regulatory pathway for autoimmune diseases. The IDM cells recapitulated MDM biology with respect to the proinflammatory chemokine and inflammatory cytokine fingerprint more closely than THP-1 cells. When assessing RIPK2 modulation effect on tumor necrosis factor α (TNF-α), a cardinal mediator of inflammation, a similar pharmacological effect of RIPK2 inhibitors was observed in IDMs and MDMs. Additionally, IDMs and MDMs displayed a similar transcription and pathway profile in response to NOD1/2 stimulation and pharmacological inhibition of RIPK2. In summary, the enhanced myeloid production yield in the improved IDM differentiation protocol offers new opportunities for utilizing physiologically relevant macrophage models in the context of inflammatory diseases.
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Affiliation(s)
- Mozhgan Dehghan Harati
- Department of Drug Discovery Sciences, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach an der Riss, Germany
| | - Jim King
- Department of Immunology and Respiratory Disease Research, Boehringer Ingelheim Pharmaceuticals, Inc., 900 Ridgebury Rd., Ridgefield, Connecticut 06877, United States
| | - Simon Langer
- Department of Drug Discovery Sciences, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach an der Riss, Germany
| | - Florian Binder
- Department of Medicinal Chemistry, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach an der Riss, Germany
| | - Ralf Heilker
- Department of Drug Discovery Sciences, Boehringer Ingelheim Pharma GmbH & Co. KG, 88397 Biberach an der Riss, Germany.
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Tiwari SK, Wong WJ, Moreira M, Pasqualini C, Ginhoux F. Induced pluripotent stem cell-derived macrophages as a platform for modelling human disease. Nat Rev Immunol 2024:10.1038/s41577-024-01081-x. [PMID: 39333753 DOI: 10.1038/s41577-024-01081-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/07/2024] [Indexed: 09/30/2024]
Abstract
Macrophages are innate immune cells that are present in essentially all tissues, where they have vital roles in tissue development, homeostasis and pathogenesis. The importance of macrophages in tissue function is reflected by their association with various human diseases, and studying macrophage functions in both homeostasis and pathological tissue settings is a promising avenue for new targeted therapies that will improve human health. The ability to generate macrophages from induced pluripotent stem (iPS) cells has revolutionized macrophage biology, with the generation of iPS cell-derived macrophages (iMacs) providing unlimited access to genotype-specific cells that can be used to model various human diseases involving macrophage dysregulation. Such disease modelling is achieved by generating iPS cells from patient-derived cells carrying disease-related mutations or by introducing mutations into iPS cells from healthy donors using CRISPR-Cas9 technology. These iMacs that carry disease-related mutations can be used to study the aetiology of the particular disease in vitro. To achieve more physiological relevance, iMacs can be co-cultured in 2D systems with iPS cell-derived cells or in 3D systems with iPS cell-derived organoids. Here, we discuss the studies that have attempted to model various human diseases using iMacs, highlighting how these have advanced our knowledge about the role of macrophages in health and disease.
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Affiliation(s)
- Satish Kumar Tiwari
- Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Wei Jie Wong
- Shanghai Institute of Immunology, Department of Immunology and Microbiology, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Marco Moreira
- INSERM U1015, Paris Saclay University, Gustave Roussy Cancer Campus, Villejuif, France
| | - Claudia Pasqualini
- INSERM U1015, Paris Saclay University, Gustave Roussy Cancer Campus, Villejuif, France
| | - Florent Ginhoux
- Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.
- Shanghai Institute of Immunology, Department of Immunology and Microbiology, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
- INSERM U1015, Paris Saclay University, Gustave Roussy Cancer Campus, Villejuif, France.
- Translational Immunology Institute, SingHealth Duke-NUS Academic Medical Centre, Singapore, Singapore.
- Department of Microbiology and Immunology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
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Pak C, Simpson KJ, Weston AD, Cvijic ME, Evans K, Napper AD. Perspectives on phenotypic screening-Screen Design and Assay Technology Special Interest Group. SLAS DISCOVERY : ADVANCING LIFE SCIENCES R & D 2024; 29:100146. [PMID: 38311110 DOI: 10.1016/j.slasd.2024.02.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/11/2023] [Revised: 01/15/2024] [Accepted: 02/01/2024] [Indexed: 02/06/2024]
Abstract
Here we offer perspectives on phenotypic screening based on a wide-ranging discussion entitled "Phenotypic screening, target ID, and multi-omics: enabling more disease relevance in early discovery?" at the Screen Design and Assay Technology Special Interest Group Meeting at the 2023 SLAS Conference. During the session, the authors shared their own experience from within their respective organizations, followed by an open discussion with the audience. It was recognized that while substantial progress has been made towards translating disease-relevant phenotypic early discovery into clinical success, there remain significant operational and scientific challenges to implementing phenotypic screening efforts, and improving translation of screening hits comes with substantial resource demands and organizational commitment. This Perspective assesses progress, highlights pitfalls, and offers possible solutions to help unlock the therapeutic potential of phenotypic drug discovery. Areas explored comprise screening and hit validation strategy, choice of cellular model, moving beyond 2D cell culture into three dimensions, and leveraging high-dimensional data sets downstream of phenotypic screens.
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Affiliation(s)
- Chorom Pak
- Lynx Biosciences, Inc., 3210 Merryfield Row, San Diego, CA, USA
| | - Kaylene J Simpson
- Victorian Centre for Functional Genomics, Peter MacCallum Cancer Centre, Melbourne, VIC, Australia; Department of Biochemistry and Pharmacology, and the Sir Peter MacCallum Department of Oncology, University of Melbourne, Parkville, VIC, Australia
| | | | - Mary Ellen Cvijic
- Bristol Myers Squibb, Lead Discovery and Optimization, Princeton, NJ, USA
| | - Kenda Evans
- Agilent Technologies, Automation Solutions Division, Santa Clara, CA, USA
| | - Andrew D Napper
- Bristol Myers Squibb, Lead Discovery and Optimization, Princeton, NJ, USA.
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