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Nonadditivity in public and inhouse data: implications for drug design. J Cheminform 2021; 13:47. [PMID: 34215341 PMCID: PMC8254291 DOI: 10.1186/s13321-021-00525-z] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2020] [Accepted: 06/09/2021] [Indexed: 11/10/2022] Open
Abstract
Numerous ligand-based drug discovery projects are based on structure-activity relationship (SAR) analysis, such as Free-Wilson (FW) or matched molecular pair (MMP) analysis. Intrinsically they assume linearity and additivity of substituent contributions. These techniques are challenged by nonadditivity (NA) in protein-ligand binding where the change of two functional groups in one molecule results in much higher or lower activity than expected from the respective single changes. Identifying nonlinear cases and possible underlying explanations is crucial for a drug design project since it might influence which lead to follow. By systematically analyzing all AstraZeneca (AZ) inhouse compound data and publicly available ChEMBL25 bioactivity data, we show significant NA events in almost every second assay among the inhouse and once in every third assay in public data sets. Furthermore, 9.4% of all compounds of the AZ database and 5.1% from public sources display significant additivity shifts indicating important SAR features or fundamental measurement errors. Using NA data in combination with machine learning showed that nonadditive data is challenging to predict and even the addition of nonadditive data into training did not result in an increase in predictivity. Overall, NA analysis should be applied on a regular basis in many areas of computational chemistry and can further improve rational drug design.
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Abstract
Medicinal chemists rely on their intuition to make decisions regarding the course of a medicinal chemistry program. Our ability to accurately and efficiently process large data sets routinely requires that we reduce the volume of information to manageable proportions. This prioritization process, however, can be affected by intuitive biases. One such situation is structure-activity relationship (SAR) analysis in nonadditive data sets in which attempts to intuitively predict the activity of compounds based on preliminary data can lead to erroneous conclusions. Matrix analysis can be a useful tool to accurately determine the nature of the SAR and to improve our decision-making process during an analoging campaign.
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Affiliation(s)
- Laurent Gomez
- Gomez Consulting, San Diego, California 92129, United States
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3
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Gomez L, Xu R, Sinko W, Selfridge B, Vernier W, Ly K, Truong R, Metz M, Marrone T, Sebring K, Yan Y, Appleton B, Aertgeerts K, Massari ME, Breitenbucher JG. Mathematical and Structural Characterization of Strong Nonadditive Structure-Activity Relationship Caused by Protein Conformational Changes. J Med Chem 2018; 61:7754-7766. [PMID: 30070482 DOI: 10.1021/acs.jmedchem.8b00713] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
In medicinal chemistry, accurate prediction of additivity-based structure-activity relationship (SAR) analysis rests on three assumptions: (1) a consistent binding pose of the central scaffold, (2) no interaction between the R group substituents, and (3) a relatively rigid binding pocket in which the R group substituents act independently. Previously, examples of nonadditive SAR have been documented in systems that deviate from the first two assumptions. Local protein structural change upon ligand binding, through induced fit or conformational selection, although a well-known phenomenon that invalidates the third assumption, has not been linked to nonadditive SAR conclusively. Here, for the first time, we present clear structural evidence that the formation of a hydrophobic pocket upon ligand binding in PDE2 catalytic site reduces the size of another distinct subpocket and contributes to strong nonadditive SAR between two otherwise distant R groups.
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Affiliation(s)
- Laurent Gomez
- Dart Neuroscience LLC , 12278 Scripps Summit Drive , San Diego , California 92131 , United States
| | - Rui Xu
- Dart Neuroscience LLC , 12278 Scripps Summit Drive , San Diego , California 92131 , United States
| | - William Sinko
- Dart Neuroscience LLC , 12278 Scripps Summit Drive , San Diego , California 92131 , United States
| | - Brandon Selfridge
- Dart Neuroscience LLC , 12278 Scripps Summit Drive , San Diego , California 92131 , United States
| | - William Vernier
- Dart Neuroscience LLC , 12278 Scripps Summit Drive , San Diego , California 92131 , United States
| | - Kiev Ly
- Dart Neuroscience LLC , 12278 Scripps Summit Drive , San Diego , California 92131 , United States
| | - Richard Truong
- Dart Neuroscience LLC , 12278 Scripps Summit Drive , San Diego , California 92131 , United States
| | - Markus Metz
- Dart Neuroscience LLC , 12278 Scripps Summit Drive , San Diego , California 92131 , United States
| | - Tami Marrone
- Dart Neuroscience LLC , 12278 Scripps Summit Drive , San Diego , California 92131 , United States
| | - Kristen Sebring
- Dart Neuroscience LLC , 12278 Scripps Summit Drive , San Diego , California 92131 , United States
| | - Yingzhou Yan
- Dart Neuroscience LLC , 12278 Scripps Summit Drive , San Diego , California 92131 , United States
| | - Brent Appleton
- Dart Neuroscience LLC , 12278 Scripps Summit Drive , San Diego , California 92131 , United States
| | - Kathleen Aertgeerts
- Dart Neuroscience LLC , 12278 Scripps Summit Drive , San Diego , California 92131 , United States
| | - Mark Eben Massari
- Dart Neuroscience LLC , 12278 Scripps Summit Drive , San Diego , California 92131 , United States
| | - J Guy Breitenbucher
- Dart Neuroscience LLC , 12278 Scripps Summit Drive , San Diego , California 92131 , United States
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RAGHAVA B, PRASAD TNM, LAKSHMINARAYANA BN, SRIDHAR MA, PRASAD JS, RANGAPPA KS. Synthesis and Crystal structure of 3-(2,5-dimethylphenyl)-1-(4-methoxyphenyl)-5-(thiophen-2-yl)-1<i>H</i>-pyrazole. X-RAY STRUCTURE ANALYSIS ONLINE 2012. [DOI: 10.2116/xraystruct.28.51] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Affiliation(s)
- B. RAGHAVA
- Department of Studies in Chemistry, University of Mysore
| | | | | | - M. A. SRIDHAR
- Department of Studies in Physics, University of Mysore
| | | | - K. S. RANGAPPA
- Department of Studies in Chemistry, University of Mysore
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5
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Liu J, Deng X, Fitzgerald AE, Sales ZS, Venkatesan H, Mani NS. Protecting-group-free synthesis of a dual CCK1/CCK2 receptor antagonist. Org Biomol Chem 2011; 9:2654-60. [DOI: 10.1039/c0ob01004a] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
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6
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Computational medicinal chemistry in fragment-based drug discovery: what, how and when. Future Med Chem 2011; 3:95-134. [DOI: 10.4155/fmc.10.277] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Abstract
The use of fragment-based drug discovery (FBDD) has increased in the last decade due to the encouraging results obtained to date. In this scenario, computational approaches, together with experimental information, play an important role to guide and speed up the process. By default, FBDD is generally considered as a constructive approach. However, such additive behavior is not always present, therefore, simple fragment maturation will not always deliver the expected results. In this review, computational approaches utilized in FBDD are reported together with real case studies, where applicability domains are exemplified, in order to analyze them, and then, maximize their performance and reliability. Thus, a proper use of these computational tools can minimize misleading conclusions, keeping the credit on FBDD strategy, as well as achieve higher impact in the drug-discovery process. FBDD goes one step beyond a simple constructive approach. A broad set of computational tools: docking, R group quantitative structure–activity relationship, fragmentation tools, fragments management tools, patents analysis and fragment-hopping, for example, can be utilized in FBDD, providing a clear positive impact if they are utilized in the proper scenario – what, how and when. An initial assessment of additive/non-additive behavior is a critical point to define the most convenient approach for fragments elaboration.
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Mapes CM, Mani NS, Deng X, Pandit CR, McClure KJ, Pippel MCW, Sehon CA, Gomez L, Shinde S, Breitenbucher JG, Jones TK. Practical and scalable synthesis of a selective CCK1 receptor antagonist. J Org Chem 2010; 75:7950-3. [PMID: 20977279 DOI: 10.1021/jo1017684] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
We describe a practical and scalable route to compound (Z)-1, a selective CCK1 receptor antagonist. Notable features of this concise route are (1) a regioselective construction of the pyrazole core through the reaction of an aryl hydrazine and an elaborated acetylenic ketone, (2) a Tf2O/pyridine mediated Z-selective dehydration of an α-hydroxyester, and (3) a stereoselective hydrolysis. The sequence is high-yielding and amenable for large-scale synthesis.
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Affiliation(s)
- Christopher M Mapes
- Johnson & Johnson Pharmaceutical Research and Development, LLC, 3210 Merryfield Row, San Diego, California 92121, United States
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8
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Gomez L, Wu J, Mani NS, Basu S, Moravek J, Breitenbucher JG. Carboxylation reaction of a highly functionalized vinylic anion: a case of unexpected stability and reactivity. Tetrahedron Lett 2010. [DOI: 10.1016/j.tetlet.2009.12.112] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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9
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Pippel M, Allison BD, Phuong VK, Li L, Morton MF, Prendergast C, Wu X, Shankley NP, Rabinowitz MH. Anthranilic sulfonamide CCK1/CCK2 dual receptor antagonists I: Discovery of CCKR1 selectivity in a previously CCKR2-selective lead series. Bioorg Med Chem Lett 2009; 19:6373-5. [DOI: 10.1016/j.bmcl.2009.09.064] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2009] [Revised: 09/16/2009] [Accepted: 09/17/2009] [Indexed: 11/28/2022]
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Harju K, Vesterinen J, Yli-Kauhaluoma J. Solid-Phase Synthesis of Amino Acid Derived N-Unsubstituted Pyrazoles via Sydnones. Org Lett 2009; 11:2219-21. [DOI: 10.1021/ol900704b] [Citation(s) in RCA: 39] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Kirsi Harju
- Division of Pharmaceutical Chemistry, Faculty of Pharmacy, P.O. Box 56, FI-00014 University of Helsinki, Finland
| | - Johanna Vesterinen
- Division of Pharmaceutical Chemistry, Faculty of Pharmacy, P.O. Box 56, FI-00014 University of Helsinki, Finland
| | - Jari Yli-Kauhaluoma
- Division of Pharmaceutical Chemistry, Faculty of Pharmacy, P.O. Box 56, FI-00014 University of Helsinki, Finland
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11
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Assessment of Additive/Nonadditive Effects in Structure−Activity Relationships: Implications for Iterative Drug Design. J Med Chem 2008; 51:7552-62. [DOI: 10.1021/jm801070q] [Citation(s) in RCA: 50] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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12
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Zhai W, Flynn N, Longhi DA, Tino JA, Murphy BJ, Slusarchyk D, Gordon DA, Pendri A, Shi S, Stoffel R, Ma B, Sofia MJ, Gerritz SW. Discovery and optimization of (R)-prolinol-derived agonists of the Growth Hormone Secretagogue receptor (GHSR). Bioorg Med Chem Lett 2008; 18:5083-6. [DOI: 10.1016/j.bmcl.2008.07.120] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2008] [Revised: 07/30/2008] [Accepted: 07/31/2008] [Indexed: 11/15/2022]
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13
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Zhu C, Hansen AR, Bateman T, Chen Z, Holt TG, Hubert JA, Karanam BV, Lee SJ, Pan J, Qian S, Reddy VBG, Reitman ML, Strack AM, Tong V, Weingarth DT, Wolff MS, MacNeil DJ, Weber AE, Duffy JL, Edmondson SD. Discovery of imidazole carboxamides as potent and selective CCK1R agonists. Bioorg Med Chem Lett 2008; 18:4393-6. [PMID: 18614364 DOI: 10.1016/j.bmcl.2008.06.057] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2008] [Revised: 06/13/2008] [Accepted: 06/17/2008] [Indexed: 11/18/2022]
Abstract
High-throughput screening revealed diaryl pyrazole 3 as a selective albeit modest cholecystokinin 1 receptor (CCK1R) agonist. SAR studies led to the discovery and optimization of a novel class of 1,2-diaryl imidazole carboxamides. Compound 44, which was profiled extensively, showed good in vivo mouse gallbladder emptying (mGBE) and lean mouse overnight food intake (ONFI) reduction activities.
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Affiliation(s)
- Cheng Zhu
- Department of Medicinal Chemistry, Merck Research Laboratories, Merck & Co. Inc., PO Box 2000, Rahway, NJ 07065, USA.
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14
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Morton MF, Barrett TD, Yan W, Freedman JM, Lagaud G, Prendergast CE, Moreno V, Pyati J, Figueroa K, Li L, Wu X, Rizzolio M, Breitenbucher JG, McClure K, Shankley NP. 3-[5-(3,4-Dichloro-phenyl)-1-(4-methoxy-phenyl)-1H-pyrazol-3-yl]-2-m-tolyl-propionate (JNJ-17156516), a novel, potent, and selective cholecystokinin 1 receptor antagonist: in vitro and in vivo pharmacological comparison with dexloxiglumide. J Pharmacol Exp Ther 2007; 323:562-9. [PMID: 17684117 DOI: 10.1124/jpet.107.124578] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
3-[5-(3,4-Dichloro-phenyl)-1-(4-methoxy-phenyl)-1H-pyrazol-3-yl]-2-m-tolyl-propionate (JNJ-17156516) is a novel, potent, and selective cholecystokinin (CCK)1-receptor antagonist. In this study, the pharmacology of JNJ-17156516 was investigated both in vitro and in vivo, and the pharmacokinetic profile was evaluated in rats. JNJ-17156516 expressed high-affinity at the cloned human (pK(I) = 7.96 +/- 0.11), rat (pK(I) = 8.02 +/- 0.11), and canine (pK(I) = 7.98 +/- 0.04) CCK1 receptors, and it was also highly selective for the CCK1 receptor compared with the CCK2 receptor across the same species ( approximately 160-, approximately 230-, and approximately 75-fold, respectively). The high affinity of JNJ-17156516 at CCK1 receptors in vitro was confirmed in radioligand binding studies on fresh human gallbladder tissue (pK(I) = 8.22 +/- 0.05). In a functional in vitro assay of guinea pig gallbladder contraction, JNJ-17156516 behaved as a competitive antagonist, with a pK(B) value of 8.00 +/- 0.07. In vivo, JNJ-17156516 produced a parallel, rightward shift in the CCK-8S-evoked contraction of the guinea pig gallbladder. The dose required to shift the CCK-8S dose-response curve was 240 nmol kg(-1) i.v. In the anesthetized rat, JNJ-17156516 produced a dose-related decrease in the number of duodenal contractions evoked by infusion of CCK-8S, with an ED(50) = 484 nmol kg(-1). Pharmacokinetic analysis of JNJ-17156516 in rats, revealed that JNJ-17156516 had a half-life of 3.0 +/- 0.5 h and a very high bioavailability (108 +/- 10%) in this species. Overall, we have demonstrated that JNJ-17156516 is a high-affinity selective human CCK1 receptor antagonist with good pharmacokinetic properties in rats.
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Affiliation(s)
- Magda F Morton
- Johnson & Johnson Pharmaceutical Research & Development L.L.C., San Diego, California 92121, USA
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Gomez L, Hack MD, McClure K, Sehon C, Huang L, Morton M, Li L, Barrett TD, Shankley N, Breitenbucher JG. SAR studies of 1,5-diarylpyrazole-based CCK1 receptor antagonists. Bioorg Med Chem Lett 2007; 17:6493-8. [PMID: 17933530 DOI: 10.1016/j.bmcl.2007.09.093] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2007] [Revised: 09/08/2007] [Accepted: 09/27/2007] [Indexed: 10/22/2022]
Abstract
A high throughput screening campaign revealed compound 1 as a potent antagonist of the human CCK(1) receptor. Here, we report the syntheses and SAR studies of 1,5-diarylpyrazole analogs with various structural modifications of the alkane side chain of the molecule. The difference in affinity between the two enantiomers for the CCK(1) receptor and the flexible nature of the linker led to the design of constrained analogs with increased potency.
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Affiliation(s)
- Laurent Gomez
- Johnson & Johnson Pharmaceutical Research and Development L.L.C., 3210 Merryfield Row, San Diego, CA 92121, USA.
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Liang JT, Mani NS, Jones TK. Design of concise, scalable route to a cholecystokinin 1 (CCK 1) receptor antagonist. J Org Chem 2007; 72:8243-50. [PMID: 17887796 DOI: 10.1021/jo071166m] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Development of efficient, scalable routes for the synthesis of (S)-3-[5-(3,4-dichlorophenyl)-1-(4-methoxyphenyl)-1H-pyrazol-3-yl]-2-m-tolyl propionic acid, a selective cholecystokinin 1 (CCK 1) receptor antagonist, is described. A key feature of the scale-up route is a concise construction of the complete pyrazole framework in a single step by reacting an aryl hydrazine with an elaborated acetylenic ketone. This route was then further refined incorporating efficient enantioselective strategies to obtain the desired S-enantiomer in high optical purity. The first strategy involved an efficient, recyclable, kinetic resolution by enzyme-catalyzed hydrolysis of the racemic ester. In the second-generation route, the requisite stereochemistry at the chiral center was generated at an early stage in the synthesis involving a remarkable diastereoselective addition of inexpensive (S)-(-)-ethyl lactate to an alkylaryl ketene. Both methods furnished optically pure (>99% ee) final drug substance as its crystalline sodium salt.
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Affiliation(s)
- Jimmy T Liang
- Department of Drug Discovery, Johnson & Johnson Pharmaceutical Research and Development, L.L.C., 3210 Merryfield Row, San Diego, California 92121, USA
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Dolle RE, Le Bourdonnec B, Goodman AJ, Morales GA, Salvino JM, Zhang W. Comprehensive survey of chemical libraries for drug discovery and chemical biology: 2006. ACTA ACUST UNITED AC 2007; 9:855-902. [PMID: 17877417 DOI: 10.1021/cc700111e] [Citation(s) in RCA: 75] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Roland E Dolle
- Adolor Corporation, 700 Pennsylvania Drive, Exton, Pennsylvania 19341, USA.
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18
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Varnavas A, Lassiani L. Twenty years of non-peptide CCK1receptor antagonists: all that glitters is not gold. Expert Opin Ther Pat 2006. [DOI: 10.1517/13543776.16.9.1193] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
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