Prediction of methionine oxidation risk in monoclonal antibodies using a machine learning method

ABSTRACT

Monoclonal antibodies (mAbs) have become a major class of protein therapeutics that target a spectrum of diseases ranging from cancers to infectious diseases. Similar to any protein molecule, mAbs are susceptible to chemical modifications during the manufacturing process, long-term storage, and in vivo circulation that can impair their potency. One such modification is the oxidation of methionine residues. Chemical modifications that occur in the complementarity-determining regions (CDRs) of mAbs can lead to the abrogation of antigen binding and reduce the drug’s potency and efficacy. Thus, it is highly desirable to identify and eliminate any chemically unstable residues in the CDRs during the therapeutic antibody discovery process. To provide increased throughput over experimental methods, we extracted features from the mAbs’ sequences, structures, and dynamics, used random forests to identify important features and develop a quantitative and highly predictive in silico methionine oxidation model.     

Highlights from this issue

Germline P granules are specialized protein/RNA aggregates that are found exclusively in germ cells in C. elegans. During the early embryonic divisions that generate germ blastomeres, aggregate-prone P granule components PGL-1 and PGL-3 that remain in the cytoplasm destined for somatic daughters are selectively removed by autophagy. Loss-of-function of components of the autophagy pathway, including the VPS-34/BEC-1 complex, causes accumulation of PGL-1 and PGL-3 into aggregates in somatic cells (termed PGL granules). Formation of PGL granules depends on SEPA-1, which is an integral component of these granules. SEPA-1 is preferentially degraded by autophagy and is also required for the autophagic degradation of PGL-1 and PGL-3. SEPA-1 functions as a bridging molecule in mediating degradation of P granule components by directly interacting with PGL-3 and also with the autophagy protein LGG-1/Atg8. The defect in embryonic development in autophagy mutants is suppressed by mutation of sepa-1, suggesting that autophagic degradation of PGL granule components may provide nutrients for embryogenesis and/or also prevent the formation of aggregates that could be toxic for animal development. Our study reveals a specific physiological function of selective autophagic degradation during C. elegans development.     

Comparative analysis of inner cavities and ligand migration in non-symbiotic AHb1 and AHb2

This study reports a comparative analysis of the topological properties of inner cavities and the intrinsic dynamics of non-symbiotic hemoglobins AHb1 and AHb2 from Arabidopsis thaliana. The two proteins belong to the 3/3 globin fold and have a sequence identity of about 60%. However, it is widely assumed that they have distinct physiological roles. In order to investigate the structure–function relationships in these proteins, we have examined the bis-histidyl and ligand-bound hexacoordinated states by atomistic simulations using in silico structural models. The results allow us to identify two main pathways to the distal cavity in the bis-histidyl hexacoordinated proteins. Nevertheless, a larger accessibility to small gaseous molecules is found in AHb2. This effect can be attributed to three factors: the mutation Leu35(AHb1) → Phe32(AHb2), the enhanced flexibility of helix B, and the more favorable energetic profile for ligand migration to the distal cavity. The net effect of these factors would be to facilitate the access of ligands, thus compensating the preference for the fully hexacoordination of AHb2, in contrast to the equilibrium between hexa- and pentacoordinated species in AHb1. On the other hand, binding of the exogenous ligand introduces distinct structural changes in the two proteins. A well-defined tunnel is formed in AHb1, which might be relevant to accomplish the proposed NO detoxification reaction. In contrast, no similar tunnel is found in AHb2, which can be ascribed to the reduced flexibility of helix E imposed by the larger number of salt bridges compared to AHb1. This feature would thus support the storage and transport functions proposed for AHb2. This article is part of a Special Issue entitled: Oxygen Binding and Sensing Proteins.