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Zhang H, Xue C, Shah R, Bermingham K, Hinkle CC, Li W, Rodrigues A, Tabita-Martinez J, Millar JS, Cuchel M, Pashos EE, Liu Y, Yan R, Yang W, Gosai SJ, VanDorn D, Chou ST, Gregory BD, Morrisey EE, Li M, Rader DJ, Reilly MP. Functional analysis and transcriptomic profiling of iPSC-derived macrophages and their application in modeling Mendelian disease. Circ Res 2015; 117:17-28. [PMID: 25904599 PMCID: PMC4565503 DOI: 10.1161/circresaha.117.305860] [Citation(s) in RCA: 95] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2014] [Accepted: 04/21/2015] [Indexed: 01/08/2023]
Abstract
RATIONALE An efficient and reproducible source of genotype-specific human macrophages is essential for study of human macrophage biology and related diseases. OBJECTIVE To perform integrated functional and transcriptome analyses of human induced pluripotent stem cell-derived macrophages (IPSDMs) and their isogenic human peripheral blood mononuclear cell-derived macrophage (HMDM) counterparts and assess the application of IPSDM in modeling macrophage polarization and Mendelian disease. METHODS AND RESULTS We developed an efficient protocol for differentiation of IPSDM, which expressed macrophage-specific markers and took up modified lipoproteins in a similar manner to HMDM. Like HMDM, IPSDM revealed reduction in phagocytosis, increase in cholesterol efflux capacity and characteristic secretion of inflammatory cytokines in response to M1 (lipopolysaccharide+interferon-γ) activation. RNA-Seq revealed that nonpolarized (M0) as well as M1 or M2 (interleukin-4) polarized IPSDM shared transcriptomic profiles with their isogenic HMDM counterparts while also revealing novel markers of macrophage polarization. Relative to IPSDM and HMDM of control individuals, patterns of defective cholesterol efflux to apolipoprotein A-I and high-density lipoprotein-3 were qualitatively and quantitatively similar in IPSDM and HMDM of patients with Tangier disease, an autosomal recessive disorder because of mutations in ATP-binding cassette transporter AI. Tangier disease-IPSDM also revealed novel defects of enhanced proinflammatory response to lipopolysaccharide stimulus. CONCLUSIONS Our protocol-derived IPSDM are comparable with HMDM at phenotypic, functional, and transcriptomic levels. Tangier disease-IPSDM recapitulated hallmark features observed in HMDM and revealed novel inflammatory phenotypes. IPSDMs provide a powerful tool for study of macrophage-specific function in human genetic disorders as well as molecular studies of human macrophage activation and polarization.
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Affiliation(s)
- Hanrui Zhang
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Chenyi Xue
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Rhia Shah
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Kate Bermingham
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Christine C Hinkle
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Wenjun Li
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Amrith Rodrigues
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Jennifer Tabita-Martinez
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - John S Millar
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Marina Cuchel
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Evanthia E Pashos
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Ying Liu
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Ruilan Yan
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Wenli Yang
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Sager J Gosai
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Daniel VanDorn
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Stella T Chou
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Brian D Gregory
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Edward E Morrisey
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Mingyao Li
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Daniel J Rader
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.)
| | - Muredach P Reilly
- From the Cardiovascular Institute (H.Z., C.X., R.S., K.B., C.C.H., W.L., A.R., J.T.-M., E.E.P., E.E.M., D.J.R., M.P.R.), and Department of Biostatistics and Epidemiology (M.L.), Perelman School of Medicine, Institute for Translational Medicine and Therapeutics, Institute for Diabetes, Obesity, and Metabolism (A.R., M.C., E.E.P., D.J.R.), Department of Medicine, Metabolic Tracer Resource, Institute for Diabetes, Obesity, and Metabolism (J.S.M.), Institute for Regenerative Medicine (Y.L., R.Y., W.Y., E.E.M.), Department of Biology, Perelman School of Medicine and School of Arts and Science (S.J.G., B.D.G.), PENN Genome Frontiers Institute (S.J.G., B.D.G.), Department of Pediatrics, Perelman School of Medicine (S.T.C.), Department of Cell and Developmental Biology, Perelman School of Medicine (E.E.M.), and Department of Biostatistics and Epidemiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia; and Division of Hematology, The Children's Hospital of Philadelphia, PA (D.V., S.T.C.).
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