Makoto Nakakido
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Previous Organizations / Institutes
The organizations / institutes from the scholar's other articles in the past ten years
Makoto Nakakido has a total of 259 co-authors. Here are the top co-authors by number of shared publications:
- Kouhei Tsumoto
Department of Bioengineering, School of Engineering, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo 113-8656, Japan
45 shared publications - Satoru Nagatoishi
The University of Tokyo
16 shared publications - Daisuke Kuroda
Department of Biosciences, College of Humanities and Sciences, Nihon University, 3-25-40, Sakurajosui, Setagaya-ku, Tokyo, 156-8550, Japan
12 shared publications - Ryuji Hamamoto
Department of NCC Cancer Science, Biomedical Science and Engineering Track, Graduate School of Medical and Dental Sciences, Institute of Science Tokyo, 1-5-45 Yushima, Bunkyo-ku, Tokyo 113-8510, Japan
11 shared publications - Jose M. M. Caaveiro
Laboratory of Protein Drug Discovery, Graduate School of Pharmaceutical Sciences, Kyushu University, 3-1-1 Maidashi, Higashi-ku, Fukuoka 812-8582, Japan
10 shared publications Kouhei Tsumoto
Graduate School of Engineering The University of Tokyo Tokyo Japan
9 shared publications
Latest Publications
- Open Access
- 8 September 2026
- Published by Elsevier in Journal of Biological Chemistry
- Vol. 302 (10) , 113523
Reversible homodimerization of a small leucine-rich proteoglycan PRELP modulates the interactions with TGFβ1 and IGFI-R
- 8 September 2026
- Published by Elsevier in Journal of Biological Chemistry
- Vol. 302 (10) , 113523
Open AccessReversible homodimerization of a small leucine-rich proteoglycan PRELP modulates the interactions with TGFβ1 and IGFI-R
- Open Access
- 17 August 2026
- Published by Wiley in Protein Science
- Vol. 35 (9)
MAXTIA : A high‐throughput platform for rapid functional epitope mapping by kinetic screening of mutant libraries
Accurate identification of epitope residues is essential for developing biopharmaceuticals and understanding the mechanisms of immune recognition. However, experimental approaches for residue‐level epitope mapping remain time‐consuming and labor‐intensive, while accurate computational prediction of protein–protein interfaces remains challenging. Here, we present MAXTIA, a high‐throughput kinetic screening platform that integrates cell‐free protein synthesis with high‐throughput surface plasmon resonance and demonstrate its application to alanine scanning‐based functional epitope mapping. This workflow enables the rapid preparation and kinetic characterization of up to 384 protein variants, allowing the identification of functional epitope residues within 3 days while simultaneously providing binding affinity and kinetic parameters ( K D , k on , and k off ). We applied MAXTIA to map the epitope of the single‐domain antibody (VHH) N1 against the pentraxin domain of neuronal pentraxin‐2 (NP2 PTX). Alanine substitutions that cause substantial affinity losses clustered within a localized region on the AlphaFold3‐predicted NP2 PTX structure, defining a functional epitope site. These residues closely matched the interface observed in the NP2 PTX–VHH N1 crystal structure, validating the accuracy of MAXTIA. Beyond epitope identification, MAXTIA provides a simple and versatile platform for the quantitative analysis of protein–protein interactions, including high‐throughput screening of antibody variants for affinity optimization. This approach should accelerate biopharmaceutical development and facilitate mechanistic studies of molecular recognition.
- 17 August 2026
- Published by Wiley in Protein Science
- Vol. 35 (9)
Open AccessMAXTIA : A high‐throughput platform for rapid functional epitope mapping by kinetic screening of mutant libraries
Accurate identification of epitope residues is essential for developing biopharmaceuticals and understanding the mechanisms of immune recognition. However, experimental approaches for residue‐level epitope mapping remain time‐consuming and labor‐intensive, while accurate computational prediction of protein–protein interfaces remains challenging. Here, we present MAXTIA, a high‐throughput kinetic screening platform that integrates cell‐free protein synthesis with high‐throughput surface plasmon resonance and demonstrate its application to alanine scanning‐based functional epitope mapping. This workflow enables the rapid preparation and kinetic characterization of up to 384 protein variants, allowing the identification of functional epitope residues within 3 days while simultaneously providing binding affinity and kinetic parameters ( K D , k on , and k off ). We applied MAXTIA to map the epitope of the single‐domain antibody (VHH) N1 against the pentraxin domain of neuronal pentraxin‐2 (NP2 PTX). Alanine substitutions that cause substantial affinity losses clustered within a localized region on the AlphaFold3‐predicted NP2 PTX structure, defining a functional epitope site. These residues closely matched the interface observed in the NP2 PTX–VHH N1 crystal structure, validating the accuracy of MAXTIA. Beyond epitope identification, MAXTIA provides a simple and versatile platform for the quantitative analysis of protein–protein interactions, including high‐throughput screening of antibody variants for affinity optimization. This approach should accelerate biopharmaceutical development and facilitate mechanistic studies of molecular recognition.
- Open Access
- 22 April 2026
- Published by Elsevier in Biochemical and Biophysical Research Communications
- Vol. 819, 153830
Mass photometry analysis revealed monomer-dimer equilibrium of the synaptic adhesion molecule neuroligin
- 22 April 2026
- Published by Elsevier in Biochemical and Biophysical Research Communications
- Vol. 819, 153830
Open AccessMass photometry analysis revealed monomer-dimer equilibrium of the synaptic adhesion molecule neuroligin
- Open Access
- 26 November 2025
- Published by Elsevier in Journal of Biological Chemistry
- Vol. 302 (1) , 110975
Development of a VHH that inhibits the binding of neuronal pentraxin 2 to a postsynaptic glutamate receptor, AMPAR
- 26 November 2025
- Published by Elsevier in Journal of Biological Chemistry
- Vol. 302 (1) , 110975
Open AccessDevelopment of a VHH that inhibits the binding of neuronal pentraxin 2 to a postsynaptic glutamate receptor, AMPAR
- Open Access
- 16 June 2025
- Published by Wiley in Protein Science
- Vol. 34 (7) , e70189
Improving the solubility of single domain antibodies using VH‐like hallmark residues
Single domain antibodies (sdAbs) can be generated from variable regions of heavy‐chain antibodies, which lack light chain and CH1 region. They have attracted attention due to their small size and molecular characteristics. Hydrophilic hallmark amino acids at framework region 2 (FR2) are key residues involved in the solubility of sdAbs. Nevertheless, previous studies reported that several sdAbs with human VH‐like hydrophobic hallmark residues were soluble in a monomeric state and suggested that solubility also depends on the amino acid sequences in the complementarity‐determining region. In this study, we obtained two sdAbs (sdAb A and B) with VH‐like hallmark residues and low solubility from an alpaca immune library. We introduced VHH‐like mutations (V37Y, G44E, L45R, W47L) into the hallmark residues in FR2 of both sdAb A and B. We were able to prepare sdAb A as a monomer without an additive in the buffer, but sdAb B was polydispersed when arginine was not added to the buffer. We also predicted the hydrophobicity of the sdAb B surface by spatial aggregation propensity calculations and identified W99 as the residue responsible for its low solubility. Subsequently, we obtained the sdAb B mutant as a monomer by introducing the W99A mutation. We characterized the engineered sdAbs using structural, physicochemical, and biophysical analyses and found that the solubility‐improved sdAbs retained their functionality. Our findings can be applied to improving the solubility of sdAbs even in the absence of structural information.
- 16 June 2025
- Published by Wiley in Protein Science
- Vol. 34 (7) , e70189
Open AccessImproving the solubility of single domain antibodies using VH‐like hallmark residues
Single domain antibodies (sdAbs) can be generated from variable regions of heavy‐chain antibodies, which lack light chain and CH1 region. They have attracted attention due to their small size and molecular characteristics. Hydrophilic hallmark amino acids at framework region 2 (FR2) are key residues involved in the solubility of sdAbs. Nevertheless, previous studies reported that several sdAbs with human VH‐like hydrophobic hallmark residues were soluble in a monomeric state and suggested that solubility also depends on the amino acid sequences in the complementarity‐determining region. In this study, we obtained two sdAbs (sdAb A and B) with VH‐like hallmark residues and low solubility from an alpaca immune library. We introduced VHH‐like mutations (V37Y, G44E, L45R, W47L) into the hallmark residues in FR2 of both sdAb A and B. We were able to prepare sdAb A as a monomer without an additive in the buffer, but sdAb B was polydispersed when arginine was not added to the buffer. We also predicted the hydrophobicity of the sdAb B surface by spatial aggregation propensity calculations and identified W99 as the residue responsible for its low solubility. Subsequently, we obtained the sdAb B mutant as a monomer by introducing the W99A mutation. We characterized the engineered sdAbs using structural, physicochemical, and biophysical analyses and found that the solubility‐improved sdAbs retained their functionality. Our findings can be applied to improving the solubility of sdAbs even in the absence of structural information.
- Open Access
- 2 June 2025
- Published by Springer Nature in Scientific Reports
- Vol. 15 (1) , 1-15
Development of a small compound that regulates the function of a maltodextrin-binding protein of Streptococcus pyogenes by multifaceted screenings
Group A Streptococcus (GAS) are gram-positive bacteria that cause various symptoms. The treatment of GAS infections currently relies on antibiotics, but new treatment options are needed due to the spread of antibiotic resistance. To develop novel treatment methods that circumvent the generation of antibiotic resistance, we used virtual screening followed by several biophysical-based screening methods to identify antibacterial compounds that target SPs0871, which is a maltodextrin-binding protein that is involved in carbohydrate catabolism in GAS. We narrowed down the list of compounds in the library via multi-step screening and finally isolated a compound that bacteriostatically inhibited the growth of GAS. Together with our previous study showing that an anti-SPs0871 variable heavy domain of heavy chain antibody, which completely blocked ligand binding, did not suppress bacterial growth, our results provide guidelines for designing an antistreptococcal therapeutic.
- 2 June 2025
- Published by Springer Nature in Scientific Reports
- Vol. 15 (1) , 1-15
Open AccessDevelopment of a small compound that regulates the function of a maltodextrin-binding protein of Streptococcus pyogenes by multifaceted screenings
Group A Streptococcus (GAS) are gram-positive bacteria that cause various symptoms. The treatment of GAS infections currently relies on antibiotics, but new treatment options are needed due to the spread of antibiotic resistance. To develop novel treatment methods that circumvent the generation of antibiotic resistance, we used virtual screening followed by several biophysical-based screening methods to identify antibacterial compounds that target SPs0871, which is a maltodextrin-binding protein that is involved in carbohydrate catabolism in GAS. We narrowed down the list of compounds in the library via multi-step screening and finally isolated a compound that bacteriostatically inhibited the growth of GAS. Together with our previous study showing that an anti-SPs0871 variable heavy domain of heavy chain antibody, which completely blocked ligand binding, did not suppress bacterial growth, our results provide guidelines for designing an antistreptococcal therapeutic.
- Open Access
- 27 May 2025
- Published by Public Library of Science (PLoS) in PLOS ONE
- Vol. 20 (5) , e0324484
Antiviral potential of proton-type zeolite
This study reports the potent antiviral ability of proton-type zeolites without the aid of any metal cations. Antiviral activities of zeolites with different topologies and chemical compositions are investigated using M13 phage and influenza virus. Proton-type zeolites exhibit excellent antiviral activity, equivalent to 99% inactivated. Antiviral tests using a centricon device suggest that direct contact of viruses on the external surface of zeolites is required to inactivate the viruses. This discovery is of importance in an interdisciplinary research field covering both zeolite science and virological science and shed light on the possibility of the development of low-cost and environmentally friendly antiviral zeolites.
- 27 May 2025
- Published by Public Library of Science (PLoS) in PLOS ONE
- Vol. 20 (5) , e0324484
Open AccessAntiviral potential of proton-type zeolite
This study reports the potent antiviral ability of proton-type zeolites without the aid of any metal cations. Antiviral activities of zeolites with different topologies and chemical compositions are investigated using M13 phage and influenza virus. Proton-type zeolites exhibit excellent antiviral activity, equivalent to 99% inactivated. Antiviral tests using a centricon device suggest that direct contact of viruses on the external surface of zeolites is required to inactivate the viruses. This discovery is of importance in an interdisciplinary research field covering both zeolite science and virological science and shed light on the possibility of the development of low-cost and environmentally friendly antiviral zeolites.
- Open Access
- 25 April 2025
- Published by Springer Nature in Polymer Journal
- Vol. 57 (8) , 923-930
Supercharging design of an anti-lysozyme Fab antibody to regulate ligand-dependent reversible aggregation
Protein aggregation and liquid‒liquid phase separation (LLPS), as key physicochemical processes, orchestrate protein behavior and function, and engineering a protein surface charge offers a robust approach to modulate protein‒protein interactions and, consequently, aggregation and phase separation. Among protein surface engineering methods, supercharging leads to a drastic increase in the protein net charge by replacing surface residues with charged amino acid residues. Previous studies have reported that some physicochemical properties of proteins are improved by supercharging, and changing the surface charge is considered to affect intermolecular interactions. In this study, we designed a new supercharged antigen-binding fragment (Fab) antibody mutant and investigated its aggregation behavior. Upon examination of the physicochemical properties of the designed supercharged antibody, the thermal stability, structure, and ligand binding affinity of the antibody were retained despite having the same charge pairing of both the antibody and the antigen. Furthermore, we revealed that the antibody exhibited reversible ligand- and salt concentration-dependent aggregation. Our study demonstrated how supercharging can potentially modulate protein aggregation and LLPS. It is expected that this approach can be extended to other proteins, through which its applicability in various biological and biotechnological fields can be explored.
- 25 April 2025
- Published by Springer Nature in Polymer Journal
- Vol. 57 (8) , 923-930
Open AccessSupercharging design of an anti-lysozyme Fab antibody to regulate ligand-dependent reversible aggregation
Protein aggregation and liquid‒liquid phase separation (LLPS), as key physicochemical processes, orchestrate protein behavior and function, and engineering a protein surface charge offers a robust approach to modulate protein‒protein interactions and, consequently, aggregation and phase separation. Among protein surface engineering methods, supercharging leads to a drastic increase in the protein net charge by replacing surface residues with charged amino acid residues. Previous studies have reported that some physicochemical properties of proteins are improved by supercharging, and changing the surface charge is considered to affect intermolecular interactions. In this study, we designed a new supercharged antigen-binding fragment (Fab) antibody mutant and investigated its aggregation behavior. Upon examination of the physicochemical properties of the designed supercharged antibody, the thermal stability, structure, and ligand binding affinity of the antibody were retained despite having the same charge pairing of both the antibody and the antigen. Furthermore, we revealed that the antibody exhibited reversible ligand- and salt concentration-dependent aggregation. Our study demonstrated how supercharging can potentially modulate protein aggregation and LLPS. It is expected that this approach can be extended to other proteins, through which its applicability in various biological and biotechnological fields can be explored.
- Open Access
- 18 March 2025
- Published by Wiley in Protein Science
- Vol. 34 (4) , e70095
Affinity‐stability trade‐off mechanism of residue 35 in framework region 2 of VHH antibodies with β‐hairpin CDR3
Single‐domain VHH antibodies are promising therapeutic and diagnostic tools. The third complementarity‐determining region (CDR3) is usually the most critical region for antigen recognition by VHH antibodies. When CDR3 adopts a short and extended β‐hairpin conformation, framework region 2 (FR2) often interacts directly with the antigen. However, the importance of these interactions in antigen recognition remains unclear. In this research, we investigated the role of FR2 residues in VHH antibodies with β‐hairpin CDR3s. We found that several FR2 residues, particularly at positions 35 and 37, are critical for high‐affinity antigen binding. Notably, a trade‐off was observed: introducing a charged residue at position 35 enhanced binding affinity but reduced thermal stability. These findings provide insights into optimizing FR2 in single‐domain antibodies to improve their functionality for diagnostic and therapeutic applications.
- 18 March 2025
- Published by Wiley in Protein Science
- Vol. 34 (4) , e70095
Open AccessAffinity‐stability trade‐off mechanism of residue 35 in framework region 2 of VHH antibodies with β‐hairpin CDR3
Single‐domain VHH antibodies are promising therapeutic and diagnostic tools. The third complementarity‐determining region (CDR3) is usually the most critical region for antigen recognition by VHH antibodies. When CDR3 adopts a short and extended β‐hairpin conformation, framework region 2 (FR2) often interacts directly with the antigen. However, the importance of these interactions in antigen recognition remains unclear. In this research, we investigated the role of FR2 residues in VHH antibodies with β‐hairpin CDR3s. We found that several FR2 residues, particularly at positions 35 and 37, are critical for high‐affinity antigen binding. Notably, a trade‐off was observed: introducing a charged residue at position 35 enhanced binding affinity but reduced thermal stability. These findings provide insights into optimizing FR2 in single‐domain antibodies to improve their functionality for diagnostic and therapeutic applications.
- Open Access
- 22 August 2024
- Published by Springer Nature in Scientific Reports
- Vol. 14 (1) , 1-13
Development of novel humanized VHH synthetic libraries based on physicochemical analyses
Due to the high affinity and specificity of antibodies toward antigens, various antibody-based applications have been developed. Recently, variable antigen-binding domains of heavy-chain antibodies (VHH) have become an attractive alternative to conventional fragment antibodies due to their unique molecular characteristics. As an antibody-generating strategy, synthetic VHH libraries (including humanized VHH libraries) have been developed using distinct strategies to constrain the diversity of amino acid sequences. In this study, we designed and constructed several novel synthetic humanized VHH libraries based on biophysical analyses conducted using the complementarity determining region-grafting method and comprehensive sequence analyses of VHHs deposited in the protein data bank. We obtained VHHs from the libraries, and hit clones exhibited considerable thermal stability. We also found that VHHs from distinct libraries tended to have different epitopes. Based on our results, we propose a strategy for generating humanized VHHs with distinct epitopes toward various antigens by utilizing our library combinations.
- 22 August 2024
- Published by Springer Nature in Scientific Reports
- Vol. 14 (1) , 1-13
Open AccessDevelopment of novel humanized VHH synthetic libraries based on physicochemical analyses
Due to the high affinity and specificity of antibodies toward antigens, various antibody-based applications have been developed. Recently, variable antigen-binding domains of heavy-chain antibodies (VHH) have become an attractive alternative to conventional fragment antibodies due to their unique molecular characteristics. As an antibody-generating strategy, synthetic VHH libraries (including humanized VHH libraries) have been developed using distinct strategies to constrain the diversity of amino acid sequences. In this study, we designed and constructed several novel synthetic humanized VHH libraries based on biophysical analyses conducted using the complementarity determining region-grafting method and comprehensive sequence analyses of VHHs deposited in the protein data bank. We obtained VHHs from the libraries, and hit clones exhibited considerable thermal stability. We also found that VHHs from distinct libraries tended to have different epitopes. Based on our results, we propose a strategy for generating humanized VHHs with distinct epitopes toward various antigens by utilizing our library combinations.