Yoshikazu Nakamura's research while affiliated with The University of Tokyo and other places

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Publications (195)


RaptGen-Assisted Generation of an RNA/DNA Hybrid Aptamer against SARS-CoV-2 Spike Protein
  • Article

March 2024

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5 Reads

Biochemistry

Tatsuo Adachi

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Shigetaka Nakamura

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Akiya Michishita

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[...]

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Yoshikazu Nakamura
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Fig. 3 Mean change of vision and macular anatomy in the SUSHI study. Nine refractory nAMD patients received a single intravitreal injection of umedaptanib pegol at doses of 0.2 (cohort 1), 1.0 (cohort 2) or 2.0 mg (cohort 3) in the eye under study. a Change of central subfield thickness (CST) monitored by OCT. b Change of best-corrected visual acuity (BCVA) monitored by EDTRS letters. Error bars represent standard error.
Safety and tolerability of intravitreal umedaptanib pegol (anti-FGF2) for neovascular age-related macular degeneration (nAMD): a phase 1, open-label study
  • Article
  • Full-text available

December 2023

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5 Reads

Eye (London, England)

Objective To evaluate the efficacy and safety of a single-dose intravitreal umedaptanib pegol (anti-FGF2, investigational new drug) for the treatment of neovascular age-related macular degeneration (nAMD). Methods Nine participants who had a diagnosis of refractory nAMD were enrolled and received a single intravitreal injection of umedaptanib pegol at increasing doses of 0.2, 1.0 or 2.0 mg in the study eye. Results All three doses of umedaptanib pegol evaluated in the study were safe and well tolerated. No severe adverse event (AE) was observed in the study. There was an improvement in retinal fluid measured by central subfield thickness (CST) in most subjects. Remarkably, all three subjects who received 2.0 mg/eye showed improvement of more than 150 μm. Conclusions Intravitreal umedaptanib pegol was safe, well tolerated, and demonstrated an indication of bioactivity in participants that have persistent subretinal fluid refractory to the treatment with anti-VEGFs.

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Clinical proof of concept for anti-FGF2 therapy in exudative age-related macular degeneration (nAMD): phase 2 trials in treatment-naïve and anti-VEGF pretreated patients

November 2023

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16 Reads

Eye (London, England)

Background/Objective Intravitreal injections of anti-vascular endothelial growth factor (VEGF) agents are the first-line treatment for exudative age-related macular degeneration (nAMD). Due to the limitations of these standard therapies, targeting alternative mechanisms of action may be helpful for treatment of this very common disease. Here, we investigated an anti-fibroblast growth factor-2 (FGF2) aptamer, umedaptanib pegol, a next generation therapeutic for the treatment of nAMD. Methods Three phase 2 studies were designed. First, a multicentre, randomized, double-masked TOFU study assessed the efficacy of intravitreal injections of umedaptanib pegol monotherapy or in combination with aflibercept, compared to aflibercept monotherapy in 86 subjects with anti-VEGF pretreated nAMD. Second, 22 subjects who had exited the TOFU study received 4 monthly intravitreal injections of umedaptanib pegol (extension, RAMEN study). Third, as an investigator-sponsored trial (TEMPURA study), a single-center, open-label, 4-month study was designed to evaluate the safety and treatment efficacy of umedaptanib pegol in five naïve nAMD patients who had not received any prior anti-VEGF treatment. Results The TOFU study demonstrated that umedaptanib pegol alone or in combination with aflibercept did not improve best-corrected visual acuity (BCVA) and central subfield thickness (CST) over aflibercept alone. However, the change in BCVA and CST at primary endpoint was marginal in all the three treatment groups, suggesting that umedaptanib pegol is effective to prevent the disease progression. The RAMEN study confirmed the cessation of disease progression. In the TEMPURA study, naïve nAMD patients showed improvement and no further macular degeneration, with striking improvement of visual acuity and central subfield thickness in some of the patients. Conclusions These results demonstrate, for the first time, clinical proof of concept for aptamer based anti-FGF2 therapy of nAMD.


Fig. 3. Trial profile.
Clinical proof of concept for anti-FGF2 therapy in exudative age-related macular degeneration: phase 1 and phase 2 trials in treatment-naïve and anti-VEGF pretreated patients

March 2023

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69 Reads

Intravitreal injections of anti-vascular endothelial growth factor (VEGF) agents are the first-line treatment for exudative/wet age-related macular degeneration (wet AMD). Alternative mechanisms of action may be helpful for treatment of this very common disease. Here we investigated an anti-fibroblast growth factor-2 (FGF2) aptamer, RBM-007, a next generation therapeutic for the treatment of wet AMD. First, a phase 1 (SUSHI) study confirmed the safety, tolerability and bioactivity of a single intravitreal injection of RBM-007. Second, a phase 2 (TOFU) study did not show any improvement in patients, who had previously undergone anti-VEGF treatment, however it did prevent disease progression. Third, in a phase 2 (TEMPURA) study patients treated with RBM-007, who had not received any prior anti-VEGF treatment, showed improvement and no further macular degeneration, with striking improvement of visual acuity and central subfield thickness in some of the patients. These results demonstrate clinical proof of concept for aptamer based anti-FGF2 therapy of wet AMD.


Figure 4. Anti-cancer effect of APT-b1-OMe-P in xenograft cancer model (A) Experimental schedule of xenograft cancer study. Mice with PC3 and PC9 cancer xenografts were treated with APT-b1-OMe-P (10 mg/kg b.w./day) and/or gefitinib (100 mg/kg b.w./day) or their vehicle as a control during indicated periods (details in Materials and methods). (B) In vivo luminescent signals of xenografts in each treatment group are shown. Cancer xenografts expressing the fire luciferase gene in each treatment group were examined by an IVIS imaging system at indicated days. Until the first sampling day at day 24 or day 25, the in vivo imaging was carried out in 10 or 9 mice per group in PC3 or PC9 xenograft, respectively; after the day 24, the monitoring was continued in the remaining 5 or 4 mice per group. (C) Wet weight of tumors in each treatment group is shown. Tumors at day 24 and day 49 in each group in PC3 xenograft (left panel) and at day 25 and day 46 in each group in PC9 xenograft (right panel) were isolated (left panel), and their wet weight was examined (right panel). Statistical differences among treatment groups were examined by two-way ANOVA and then by Sidak multiple comparisons. Data represent the mean ± SD (n = 5 except for at day 46 in PC9; n = 9 at day 46 in PC9 xenograft). (D) Effect of APT-b1-OMe-P on xenografts in drug withdrawal and gefitinib re-treatment periods is shown. To widely evaluate anti-cancer effect of APT-b1-OMe-P on PC3 and PC9 xenografts, the effects of withdrawal period and re-treatment of gefitinib in each treatment group were examined by the ratio of luminescent signals between day 24 and 36 (day 36/day 24), between day 36 and 49 (day 49/day 36) in PC3 xenograft (left panel), between day 25 and day 39 (day 39/day 25), and between day 39 and day 46 (day 46/day 39) in PC9 xenograft (right panel), respectively. As in (C), statistical differences among treatment groups were examined by two-way ANOVA and then by Sidak multiple comparisons. Data represent the mean ± SD (n = 5 except for at day 46 in PC9; n = 9 at day 46 in PC9 xenograft).
Anti-TGF-β1 aptamer enhances therapeutic effect of tyrosine kinase inhibitor, gefitinib, on non-small cell lung cancer in xenograft model

September 2022

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25 Reads

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5 Citations

Molecular Therapy — Nucleic Acids

Transforming growth factor β (TGF-β) is a multifunctional cytokine that plays crucial pathophysiological roles in various diseases, such as cancer and fibrosis. However, the disease modulation by targeting TGF-β1 isoform remains to be established, regardless of several studies employed with limited antibodies. Here, we developed an RNA aptamer to human active TGF-β1, named APT-β1, and characterized its properties in vitro and in vivo. APT-β1 bound to human and mouse active TGF-β1 proteins with high affinity and specificity and strongly inhibited TGF-β1-induced downstream signaling and cell morphology with 50% inhibition concentration (IC50) values at picomolar concentrations. In a xenograft mouse model of non-small cell lung cancer, APT-β1 alone showed no appreciable effect on tumor growth, while it greatly enhanced the anti-tumor effect of gefitinib, an approved tyrosine kinase inhibitor. These findings strongly suggest that the anti-TGF-β1 medication may be a promising cancer therapy to suppress repopulation of lung cancer in combination with certain anti-cancer drugs, such as gefitinib.


Generative aptamer discovery using RaptGen

June 2022

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218 Reads

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30 Citations

Nature Computational Science

Nucleic acid aptamers are generated by an in vitro molecular evolution method known as systematic evolution of ligands by exponential enrichment (SELEX). Various candidates are limited by actual sequencing data from an experiment. Here we developed RaptGen, which is a variational autoencoder for in silico aptamer generation. RaptGen exploits a profile hidden Markov model decoder to represent motif sequences effectively. We showed that RaptGen embedded simulation sequence data into low-dimensional latent space on the basis of motif information. We also performed sequence embedding using two independent SELEX datasets. RaptGen successfully generated aptamers from the latent space even though they were not included in high-throughput sequencing. RaptGen could also generate a truncated aptamer with a short learning model. We demonstrated that RaptGen could be applied to activity-guided aptamer generation according to Bayesian optimization. We concluded that a generative method by RaptGen and latent representation are useful for aptamer discovery.


An RNA aptamer restores defective bone growth in FGFR3-related skeletal dysplasia in mice

May 2021

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138 Reads

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26 Citations

Science Translational Medicine

Achondroplasia is the most prevalent genetic form of dwarfism in humans and is caused by activating mutations in FGFR3 tyrosine kinase. The clinical need for a safe and effective inhibitor of FGFR3 is unmet, leaving achondroplasia currently incurable. Here, we evaluated RBM-007, an RNA aptamer previously developed to neutralize the FGFR3 ligand FGF2, for its activity against FGFR3. In cultured rat chondrocytes or mouse embryonal tibia organ culture, RBM-007 rescued the proliferation arrest, degradation of cartilaginous extracellular matrix, premature senescence, and impaired hypertrophic differentiation induced by FGFR3 signaling. In cartilage xenografts derived from induced pluripotent stem cells from individuals with achondroplasia, RBM-007 rescued impaired chondrocyte differentiation and maturation. When delivered by subcutaneous injection, RBM-007 restored defective skeletal growth in a mouse model of achondroplasia. We thus demonstrate a ligand-trap concept of targeting the cartilage FGFR3 and delineate a potential therapeutic approach for achondroplasia and other FGFR3-related skeletal dysplasias.


Nucleic acid ligands act as a PAM and agonist depending on the intrinsic ligand binding state of P2RY2

May 2021

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41 Reads

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7 Citations

Proceedings of the National Academy of Sciences

Significance Discovery of ligands for G protein–coupled receptors (GPCRs) is of importance in receptor biology and pharmacology but is still a challenging issue. Here, we propose a method for the discovery of ligands against GPCRs by employing a virus-like particle (VLP) and show unique properties of identified nucleic acid aptamers for GPCR. One aptamer raised against purinergic receptor P2Y2 (P2RY2), a GPCR, behaves like a partial agonist to unliganded receptor, whereas it exhibits a positive allosteric modulator (PAM) activity to liganded receptor. We demonstrate the validity of our aptamer screening method targeting VLP-stabilized GPCR and a unique aptamer with dual function, agonist and PAM, for GPCR, depending on whether the intrinsic ligand is prebound to the receptor.


RaptGen: A variational autoencoder with profile hidden Markov model for generative aptamer discovery

February 2021

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250 Reads

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2 Citations

Nucleic acid aptamers are generated by an in vitro molecular evolution method known as systematic evolution of ligands by exponential enrichment (SELEX). A variety of candidates is limited by actual sequencing data from an experiment. Here, we developed RaptGen, which is a variational autoencoder for in silico aptamer generation. RaptGen exploits a profile hidden Markov model decoder to represent motif sequences effectively. We showed that RaptGen embedded simulation sequence data into low-dimension latent space dependent on motif information. We also performed sequence embedding using two independent SELEX datasets. RaptGen successfully generated aptamers from the latent space even though they were not included in high-throughput sequencing. RaptGen could also generate a truncated aptamer with a short learning model. We demonstrated that RaptGen could be applied to activity-guided aptamer generation according to Bayesian optimization. We concluded that a generative method by RaptGen and latent representation are useful for aptamer discovery. Codes are available at https://github.com/hmdlab/raptgen.


A G‐quadruplex‐forming RNA aptamer binds to the MTG8 TAFH domain and dissociates the leukemic AML1‐MTG8 fusion protein from DNA

September 2020

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28 Reads

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3 Citations

MTG8 (RUNX1T1) is a fusion partner of AML1 (RUNX1) in the leukemic chromosome translocation t(8;21). The AML1‐MTG8 fusion gene encodes a chimeric transcription factor. One of the highly conserved domains of MTG8 is TAFH which possesses homology with human TAF4 [TATA‐box binding protein (TBP)‐associated factor]. To obtain specific inhibitors of the AML1‐MTG8 fusion protein, we isolated RNA aptamers against the MTG8 TAFH domain using Systematic Evolution of Ligands by EXponential enrichment (SELEX). All TAF aptamers contained guanine‐rich sequences. Analyses of a TAF aptamer by NMR, CD and mutagenesis revealed that it forms a parallel G‐quadruplex structure in the presence of K+. Furthermore, the aptamer could bind to the AML1‐MTG8 fusion protein and dissociate the AML1‐MTG8/DNA complex, suggesting that it can inhibit the dominant negative effects of AML1‐MTG8 against normal AML1 function and serve as a potential therapeutic agent for leukemia.


Citations (73)


... APT-β1: To selectively target the TGF-β1 isoform in cancer, Takahashi et al. [448], using the SELEX method, recently developed a high affinity and specificity RNA aptamer (named APT-β1) targeting active human TGF-β1 but not TGF-βs 2 and 3. Picomolar concentrations of APT-β1 demonstrated potent inhibition of TGF-β1-induced signaling and cell morphology in both in vitro and in vivo studies. When administered alone in mice bearing a NSCLC xenograft, APT-β1 (10 mg/kg/day s.c. for 3 weeks) exhibited minimal impact on tumor growth, prompting scrutiny of its standalone efficacy. ...

Reference:

Advances and Challenges in Targeting TGF-β Isoforms for Therapeutic Intervention of Cancer: A Mechanism-Based Perspective
Anti-TGF-β1 aptamer enhances therapeutic effect of tyrosine kinase inhibitor, gefitinib, on non-small cell lung cancer in xenograft model

Molecular Therapy — Nucleic Acids

... These approaches are computationally expensive and require specifying design constraints a priori, which are often unknown for new protein targets. More recently, generative sequence-based approaches based on LSTMs and VAEs have been trained on SELEX data (Im et al., 2019;Iwano et al., 2022). However, these methods can only be trained for one protein at a time and cannot be applied to proteins where SELEX data does not exist. ...

Generative aptamer discovery using RaptGen

Nature Computational Science

... We reported the effect of RBM-007, an RNA aptamer developed to neutralize the FGFR3 cognate ligand FGF2 (FGF2 aptamer), in in vitro and in vivo ACH models in 2021 [68]. Aptamer is a single-stranded nucleic acid molecule that binds protein with high affinity and high specificity like an antibody [69]. ...

An RNA aptamer restores defective bone growth in FGFR3-related skeletal dysplasia in mice
  • Citing Article
  • May 2021

Science Translational Medicine

... As an oligomeric recognition molecule, it is used in a wide range of clinical sample diagnosis platforms, including blood, urine, and saliva. It is reported that aptamers bind to target molecules through the threedimensional (3D) structure of sequences and their specific shapes [52]. Shin et al. synthesized and screened the aptamer GPC3-3 which can specifically bind to GPC3 target molecules, and constructed an aptaprobe platform based on a three-dimensional structure for detecting GPC3 [53]. ...

Nucleic acid ligands act as a PAM and agonist depending on the intrinsic ligand binding state of P2RY2

Proceedings of the National Academy of Sciences

... Embedding of biological sequences using NLP overcomes these difficulties and outperforms existing methods in several tasks, such as function, structure, localization, and disorder prediction (Table 1). In addition to these general biological tasks, representation learning has also been used to solve specific problems, such as RNA aptamer optimization [107], viral mutation prediction [62], and venom toxin prediction [41]. In these studies, representation learning of biological sequences could capture biophysical and biochemical properties of the biological systems. ...

RaptGen: A variational autoencoder with profile hidden Markov model for generative aptamer discovery

... After titration with 50 mM KCl, the NMR spectrum changed significantly, but seven sharp (arrows) and four broad (arrowheads) signals were observed, similar to those in the absence of KCl. The imino proton resonances between 10.5 and 12.5 ppm are characteristic for G-quadruplex formation [30], consistent with iMyo01 having no cytosine and therefore no G:C base pair. Since the G-quadruplex structure is stabilized by K + [31], it is considered that the KCl-induced shift of the imino proton spectrum of iMyo01-DNA represents the stabilization of its G-quadruplex by K + binding. ...

A G‐quadruplex‐forming RNA aptamer binds to the MTG8 TAFH domain and dissociates the leukemic AML1‐MTG8 fusion protein from DNA
  • Citing Article
  • September 2020

... Numerous computational methods have been devised to analyze HT-SELEX data and identify optimal aptamers. Computational tools such as APTANI 10 , AptaCluster 11 , AptaTRACE 12 , and RaptRanker 13 have been utilized to improve the effectiveness of aptamer screening. Nevertheless, the capacity to identify prospective aptamers is constrained by the outcomes of the SELEX experiment. ...

RaptRanker: In silico RNA aptamer selection from HT-SELEX experiment based on local sequence and structure information

Nucleic Acids Research

... Flow cytometry measurement yielded a dissociate constant (k D ) value of 2.8 ± 0.5 μM for iDz41 ( Fig. 4i and Supplementary Fig. 22a), consistent with the result (~1.3 μM k D ) measured by surface plasmon resonance (Supplementary Fig. 22b). Compared to known nucleic acids with affinity, such as aptamers that bind to thrombin (~1 nM k D ) or transforming growth factor β1 (~10 nM k D ) 35 , iDz41 falls behind in affinity by two to three orders of magnitude, which could be attributed to its origination from a DNAzyme (Dz41) that was selected for affinity-based robust catalysis. We suspect that the mediocre rather than strong affinity would favour the rapid release of a bound SARS1 from Dz41, allowing that SARS1 to bind with the next Dz41 copy to iteratively trigger Dz41 cleavage for efficient signal amplification. ...

Single-round isolation of diverse RNA aptamers from a random sequence pool

Biology Methods and Protocols

... Unfortunately, this method is time-consuming, labor-intensive, and likely to fail [18]. A variety of computational methods are applied to in vitro SELEX to develop patterned libraries, analyze HT-SELEX data, and perform post-SELEX optimization and modification [19,20]. Some of these approaches even use experimental data to develop more effective aptamers with improved affinity for the target using motif patterns and by integrating artificial intelligence into the process [21,22]. ...

RaptRanker: in silico RNA aptamer selection from HT-SELEX experiment based on local sequence and structure information

... Samples were measured with the Luminex xMAP suspension array. A Milliplex Kit was used for the detection of epidermal growth factor (EGF) [11], angiopoietin-2 [12], granulocyte colony-stimulating factor (G-CSF) [13], endoglin [14], endothelin-1 [15], broblast growth factor (FGF)-1 [16], FGF-2 [17], interleukin-8 (IL-8) [18], hepatocyte growth factor (HGF) [19], heparin-binding epidermal growth factor (HB-EGF) [20], placental growth factor (PLGF) [21], vascular endothelial growth factor (VEGF)-C [22], VEGF-D [23], and VEGF-A [24]. It is necessary to conduct intensive studies, as many previous investigations have demonstrated that these cytokines may take part in the formation and development of myopic CNV. ...

Anti-Angiogenic and Anti-Scarring Dual Action of an Anti-Fibroblast Growth Factor-2 Aptamer in Animal Models of Retinal Disease

Molecular Therapy — Nucleic Acids