Mapping Metabolic Networks in 3D spheroids using Stable Isotope-Resolved Metabolomics (SIRM) Teresa W.-M. Fan 1, *, Salim S. El-Amouri 1 , Jessica K. A. Macedo 1 , and Andrew N. Lane 1 1 Center for Environ. & Systems Biochemistry; Markey Cancer Center; Dept. of Toxicology & Cancer Biology * Corresponding author: twmfan@gmail.com 1
Introduction 2D cell cultures have unrealistic concentration gradients of O 2 , nutrients, and treatment agents. 2D cell cultures lack cell-cell and cell-extracellular cellular matrix interactions (ECM). 3D cell cultures (spheroids in matrigel, hydrogels, micropattern plates, hanging drops, and M3DB systems) can overcome these drawbacks. Long speroid formation time, variable efficiency, handling complextiy, matrix contamination, and/or scaling-up are of concern for all but the M3DB systems. The M3DB (Magnetic 3D Bioprinting) method enables spheroid formation by magentizing cells with magnetic nanoparticles, which is easy to handle and can be scaled up readily for metabolomic studies. 3D spheroids display higher drug resistance than 2D cell cultures but the underlying metabolic mechanism is unclear. Stable Isotope-Resolved Metabolomics (SIRM) is well-suited for exploring drug-induced metabolic perturbations in M3DB spheroid cultures. 2
Results and Discussion 3
A549 spheroids are more resistant to SeO 3 than 2D counterparts A549 Ctl A549 SeO 3 (6.25 µM) A549 A549 SeO 3 (10 µM) A549 Ctl A549
Glycolysis & the Krebs cycle were less impacted by SeO 3 in A549 spheroids than 2D counterparts 3D Spheroids 2D Cells Glycolysis Glycolysis 13 C 3 -lactate 13 C 3 -lactate C B C B A 1 1 P D A 1 1 P D 1 1 1 1 Pyruvate Pyruvate 3 3 3 3 6 P 6 Lactate 6 P 6 CO 2 Lactate CO 2 CO 2 13 C 6 -Glc F6P 13 C 6 -Glc F6P 1 E 1 Acetyl CoA Acetyl CoA E Citrate Citrate 1 1 1 K K 1 4 4 4 4 0.02 6 Asp Oxaloacetate 6 Isocitrate Asp Oxaloacetate F Isocitrate F NADPH 1 NADPH 0.00 1 1 CO 2 1 3 CO 2 3 Pyruvate 4 Krebs Pyruvate 4 α Ketoglutarate Krebs Glu α Ketoglutarate Malate Glu Malate 1 1 Cycle 1 1 Cycle 1 5 5 H 1 5 H 5 CO 2 CO 2 4 4 Fumarate Succinyl CoA I Fumarate Succinyl CoA 0.04 I 0.02 0.00 Succinate Succinate J 0.04 J 1 1 G G 0.02 Glu-GSH Glu-GSH 0.00 5 5 5
Pyrimidine & the hexosamine biosyn pathways (HBP) were less impacted by SeO 3 in A549 spheroids than 2D counterparts 3D Spheroids 2D Cells Pyrimidine Pyrimidine A B C Synthesis A B C Synthesis 4 3 5 4 4 4 3 5 6 2 3 5 4 3 5 4 1 1 1 1 2 6 P P 3 5 5 1 1 6 1 6 1 3 1 2 2 1 1 P P 1’ 1 1 6 1 6 2 2 1 st turn 1’ 1 st turn 4 OMP 1 6 1 4 OMP 6 1 Asp 1 Asp 13 C 6 -Glc P P NC-Asp Orotate 13 C 6 -Glc P P NC-Asp Orotate R5P PPP R5P PP PPP P 5’ P 5’ PP 5’ P P 5’ 1’ 1’ PRPP 1’ CO 2 1’ PRPP CO 2 UTP UTP 4 3 5 4 3 5 2 6 D E F 1 6 PPP D F 2 PPP PPP PPP E 1 PPP PPP PPP PPP 1’ 1’ HN Ac HN Ac P P HN Ac HN Ac P NAcGN1P 6 1 NAcGN6P 6 1 1 P NAcGN1P 6 1 NAcGN6P 6 1 1 UDPGlcNAc HBP UDPGlcNAc HBP H I I G G H 6
PANC1 spheroids are more resistant to SeO 3 than 2D counterparts PANC1 Ctl PANC1 SeO 3 (10 µM) PANC1 PANC1 SeO 3 (10 µM) PANC1 Ctl PANC1
Glycolysis & the Krebs cycle were less impacted by SeO 3 in PANC1 spheroids than 2D counterparts 3D Spheroids 2D Cells Glycolysis Glycolysis 13 C 3 -lactate 13 C 3 -lactate B C B C A D 0.1 1 1 P 1 1 P D 1 A 1 1 1 Pyruvate Pyruvate 0.0 3 3 3 3 * 6 P 6 Lactate 6 P 6 CO 2 Lactate CO 2 CO 2 13 C 6 -Glc F6P 13 C 6 -Glc F6P 1 D 1 Acetyl CoA Acetyl CoA E Citrate Citrate K 1 1 1 K 1 4 4 4 4 E 6 Asp Oxaloacetate 6 Isocitrate Asp Oxaloacetate Isocitrate F NADPH 1 NADPH 1 1 CO 2 1 3 CO 2 3 Pyruvate 4 Krebs Pyruvate 4 α Ketoglutarate Krebs Glu α Ketoglutarate Malate Glu Malate 1 1 Cycle 1 1 Cycle H 1 5 5 1 5 5 H CO 2 CO 2 4 4 Fumarate Succinyl CoA I Fumarate Succinyl CoA I Succinate J Succinate 1 J F 1 G Glu-GSH Glu-GSH 5 5 8
Pyrimidine & the hexosamine biosyn pathways (HBP) were less impacted by SeO 3 in PANC1 spheroids than 2D counterparts 3D Spheroids 2D Cells Pyrimidine Pyrimidine A B C Synthesis A Synthesis B C 4 3 5 4 4 4 3 5 6 2 3 5 4 3 5 4 1 1 1 1 2 6 P P 3 5 5 1 1 6 1 6 1 3 1 2 2 1 1 P P 1’ 1 1 6 1 6 2 2 1 st turn 1’ 1 st turn 4 OMP 1 6 1 4 OMP 6 1 Asp 1 Asp 13 C 6 -Glc P P NC-Asp Orotate 13 C 6 -Glc P P NC-Asp Orotate R5P PPP R5P PP PPP P 5’ P 5’ PP 5’ P P 5’ 1’ 1’ PRPP 1’ CO 2 1’ PRPP CO 2 UTP UTP 4 F 3 5 4 3 5 2 6 D E F 1 6 PPP D E 2 PPP PPP PPP 1 PPP PPP PPP PPP 1’ 1’ HN Ac HN Ac P P HN Ac HN Ac P NAcGN1P 6 1 NAcGN6P 6 1 1 P NAcGN1P 6 1 NAcGN6P 6 1 1 I UDPGlcNAc HBP UDPGlcNAc G H I HBP G H 9
Conclusions SIRM-mapped metabolic activity in M3DB spheroids was largely comparable to that in the 2D counterparts for both lung A549 and pancreatic PANC1 adenocarcinoma cell lines. A549 M3DB spheroids were more active in pyrimidine synthesis than the 2D counterparts. Gluconeogensis was active in PANC1 M3DB spheroids but not in 2D cell cultures. For both cell lines, M3DB spheroids were more resistant to anti-cancer SeO 3 treatment that the 2D counterparts in terms of growth. This drug resistance may be rooted in reduced sensitivity of M3DB spheroids to SeO 3 in glycolysis, the Krebs cycle, nucleotide synthesis, and glutathione metabolism, central to cell growth and survival. 10
Acknowledgments Yan Zhang, Hui Liu, Abagail L. Cornette, Qiushi Sun, and Richard M. Higashi Markey Foundation, & Kentucky Lung Cancer Foundation National Institute of Health (1P01CA163223-01A1, 1U24DK097215-01A1 ) 11
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