Abstract
Stroke poses a critical global health challenge, leading to substantial morbidity and mortality. Existing treatments often miss vital timeframes and encounter limitations due to adverse effects, prompting the pursuit of innovative approaches to restore compromised brain function. This review explores the potential of filamentous phages in enhancing stroke recovery. Initially antimicrobial-centric, bacteriophage therapy has evolved into a regenerative solution. We explore the diverse role of filamentous phages in post-stroke neurological restoration, emphasizing their ability to integrate peptides into phage coat proteins, thereby facilitating recovery. Experimental evidence supports their efficacy in alleviating post-stroke complications, immune modulation, and tissue regeneration. However, rigorous clinical validation is essential to address challenges like dosing and administration routes. Additionally, genetic modification enhances their potential as injectable biomaterials for complex brain tissue issues. This review emphasizes innovative strategies and the capacity of filamentous phages to contribute to enhanced stroke recovery, as opposed to serving as standalone treatment, particularly in addressing stroke-induced brain tissue damage.
Introduction
Stroke, an acute cerebrovascular condition that leads to cerebral tissue injury, ranks as the second leading cause of mortality worldwide and the third leading cause of disability. It accounts for over ten million cases annually, with ischemic strokes being predominant (). The onset of a stroke is primarily attributed to cerebral ischemia or hemorrhage resulting from vascular blockage or rupture (). Existing treatments rely on timely detection and intervention. Nevertheless, many cases fail to meet this critical timeframe. Moreover, conventional therapies are constrained by various limitations and adverse effects (). To address these challenges, there is a growing momentum in the search for pioneering medical strategies aimed at restoring compromised brain function (). Current interventions for acute stroke encompass hyperbaric oxygen therapy, rehabilitative training, and the administration of neurotrophic agents or anti-inflammatory compounds () (Table 1). However, these treatments are marred by complications such as oxygen toxicity, barotrauma, and decompression sickness, and their effectiveness in facilitating brain recovery is limited. In the context of post-stroke cerebral tissue rehabilitation, the establishment of a robust vascular network (angiogenesis) emerges as a pivotal factor. This process contributes to the restoration of both endogenous and transplanted neural stem cells (NSCs) and the regeneration of neuronal networks (neurogenesis) (). However, achieving angiogenesis and neurogenesis in stroke potential therapy for brain regeneration remains a significant challenge. Although specific biomaterials like poly(lactic-co-glycolic acid) (PLGA) microparticles, hyaluronic acid hydrogels, and polymer scaffolds show potential in promoting angiogenesis or neurogenesis in stroke-affected areas, their overall effectiveness remains limited (). For instance, an injectable dual-function angiogenic hydrogel, incorporating vascular endothelial growth factor but lacking neural stem cells (NSCs), has demonstrated the ability to induce angiogenesis and neuronal growth (). However, this hydrogel’s potential in fostering extensive axonal growth within the cavity center was hampered due to challenges in cellular infiltration within the compromised brain tissue. Neuronal revival predominantly relied on the migration and differentiation of neuroblasts from the subventricular zone (SVZ). Nonetheless, temporal constraints on neuroblast proliferation within the SVZ and the spatial gap between the SVZ and the stroke lesion limited the effectiveness of this approach (). Consequently, the demand for novel multifunctional materials becomes evident as a means to achieve more efficacious clinical treatments ().
Table 1
| Drug class | Drug |
|---|---|
| Improving blood circulation | |
| Antithrombotic | Heparin,vitamin K antagonists, tirofiban |
| Anti-platelet | Aspirin,clopidogrel |
| Thrombolytics | Alteplase (FDA's exclusive approval), Tenecteplase, Non-immunogenic recombinant staphylokinase, Recombinant human prourokinase |
| Fibrinogen-depleting agents1 | Maraviroc |
| Neuroprotective drugs | |
| Calcium channel blockers2 | Amlodipine |
| Antioxidant and nitrous stress | NYP-059 |
| γ-aminobutyric receptor3 agonists agonists | Diazepam and Clomethiazole |
| Opioid antagonists4 | Naloxone, Nalmefene |
| NMDA channel blockers5 | Dextrorphan |
| AMPA channel blockers | Perampanel |
| Stroke recovery-promoting | |
| Selective Serotonin Reuptake Inhibitors SSRI6 | Fluoxetine |
| Neurotrophic factors7 | Stem cell factor, Granulocyte-colony stimulating factor |
Drugs for treating stroke.
1The principal mechanism of action for fibrinogen-depleting agents lies in their capacity to trigger the conversion of fibrinogen within thrombi into fibrinolytic enzymes, facilitating the breakdown of fibrin aggregates and gradual dissolution of the thrombus. This process aids in the restoration of unobstructed vascular flow, thereby reinstating cerebral blood supply and mitigating or circumventing further neural tissue damage. 2Primarily employed in cardiovascular disease management, calcium channel blockers may confer therapeutic benefits in post-stroke recovery owing to their distinct mode of action. By impeding calcium ion influx into cells, these agents diminish neuronal injury, while inhibiting smooth muscle calcium entry results in vasodilation. Furthermore, their impact on neurotransmitter release contributes to neural functional recuperation post-stroke. 3Gamma-aminobutyric receptor agonists not only possess neuroprotective attributes but also hold promise in augmenting post-stroke recovery. 4The prolonged use of opioid medications heightens stroke risk and severity. Opioid receptor antagonists, by mitigating blood-brain barrier damage, exhibit potential in lessening stroke severity and promoting neural recovery. 5NMDA, pivotal in stroke-induced excitotoxicity, is targeted by NMDA antagonists to curb excessive excitation, thereby affording neuronal protection. 6Selective serotonin reuptake inhibitors (SSRIs) demonstrate the ability to facilitate neural recovery in stroke patients. They foster hippocampal neurogenesis and neurotrophic factor secretion, influencing the balance of excitatory and inhibitory elements within the brain. 7Neurotrophic factors activate a myriad of growth processes, encompassing neurogenesis, angiogenesis, axonogenesis, and myelination. Beyond this, they play a vital role in safeguarding neurons and improving behavioral outcomes, manifesting their significance in neural recovery and protection.
The formation of a cavity in brain tissue following a stroke stems from autophagy-induced degradation of the affected region, resulting in the absence of the usual extracellular matrix that supports cellular infiltration and tissue regeneration within the cavity (). This distinctive cavity presents an ideal location for transplantation in stroke potential therapy (). A nascent avenue, phage regenerative therapy harnesses phage attributes to facilitate tissue revitalization (). Bacteriophages, nanostructured viruses capable of infecting and eradicating specific bacteria, have been employed to combat refractory bacterial infections () and offer a wide array of applications in the field of biological nanomaterials, presenting themselves as potential alternatives to antibiotics (). The fusion of biology and materials science through phage display has been instrumental in propelling the advancement of biogenic nanomaterials-a pioneering concept first introduced by Nobel laureate George Smith in 1985 (). This approach capitalizes on the diversity of phages, resulting in expansive libraries housing numerous clones with distinct peptides, facilitating the precise selection of receptors and enzymes (). Recent insights extend beyond infection control, revealing bacteriophages’ impact on host immune and metabolic systems, contributing to the mitigation of pathological processes associated with chronic inflammation and metabolic disorders (). For example, a specific peptide screened from a bacteriophage library, when conjugated to nano-complexes, exhibits optimal inhibition of activated hepatic stellate cell migration and achieves the highest uptake in rat livers, serving as an effective platform for alleviating liver fibrosis (, ). These revelations provide both theoretical underpinnings and empirical groundwork for the application of filamentous phage regenerative therapy. Its potential application in enhancing stroke recovery takes center stage, addressing a prevailing neurological disorder stemming from cerebral vascular blockages or ruptures, which induce ischemia and hypoxia. Stroke-triggered brain tissue experiences necrosis, apoptosis, autophagy, and inflammatory reactions that exacerbate damage (). Filamentous phage regenerative therapy presents a promising pathway for enhancing stroke recovery, unveiling novel mechanisms for safeguarding and restoring post-stroke brain tissue. Bacteriophages showcase varied capabilities, spanning pathogen clearance, immune modulation, promotion of neurogenesis, and enhancement of vascular function (–). These combined effects culminate in neuroprotection, diminished edema, reduction in infarct size, and improved neural functionality. Despite its promise, the realm of filamentous phage regenerative therapy is still in its infancy, largely investigated in animal models, yet to undergo clinical trials. Aspects concerning safety, effectiveness, dosage, delivery, and timing demand additional investigation and validation. Challenges encompass selectivity, stability, tolerability, and resistance. Thus, the establishment of the potential therapy’s efficacy in stroke management necessitates meticulous scientific substantiation and technical reinforcement to create a dependable and efficacious treatment approach.
Recent investigations have illuminated the central role of regulatory T cells (Tregs) in orchestrating immune modulation and tissue restoration, infiltrating the aftermath of stroke and rousing microglia via osteopontin (OPN) secretion, thereby igniting the generation of oligodendrocyte progenitor cells (OPCs) and the rejuvenation of myelin sheaths (). Experimental indications underscore that filamentous phages, operating via these intricate genetic modifications, strengthen neurological function and post-stroke prognosis. The modified filamentous bacteriophage promotes the generation of oligodendrocyte precursor cells, stimulates myelin regeneration, significantly enhances neural function and cognitive abilities, and facilitates neural repair. Additionally, it serves as a potential alternative to autologous nerve transplants for restoring extensive nerve damage (, ). These investigations not only underscore the promising potential of phage therapy in the context of enhancing stroke recovery but also emphasize the need for meticulous parameter optimization encompassing aspects like selection, dosing, administration routes, and temporal considerations to ensure heightened safety and efficacy. Furthermore, the attainment of comprehensive clinical trials remains imperative for the validation of its effects within human subjects.
In this review, we navigate through the multifaceted landscape of mechanisms employed in in situ tissue regeneration for stroke potential therapy. We commence by investigating the foundational principles of filamentous phage infective engineering and explore its applications in stroke therapy. Next, we dive into the biopanning techniques applied within the phage display framework, highlighting their significance in identifying therapeutic targets. Our journey continues with an examination of the pioneering utilization of filamentous phage-derived scaffolds for engineering cellular niches, shedding light on their role in fostering tissue regeneration. We delve deeper into the creation of engineered niche scaffolds, enriched with phage peptides, revealing their unique potential in enhancing post-stroke recovery. With this structured approach, we aim to provide a comprehensive insight into the potential of harnessing these mechanisms for enhancing stroke recovery, offering a detailed account of each element’s contribution to the field (Figure 1).
Figure 1
Filamentous bacteriophage potential therapy for stroke recovery
The role of filamentous phages in therapeutics
Filamentous bacteriophages, such as fd, f1, and M13, belong to the Inovirus genus and possess a unique nanofiber-like structure. Among the various phage categories, filamentous phages, particularly M13 phages, emerge as widely adopted vectors for both display purposes and bionanomaterial manufacturing (–). M13 phages possess a semi-flexible, nanofiber-like structure, adept at self-assembling into diverse ordered forms responsive to their surroundings (, , –). Studies employing nuclear magnetic resonance spectroscopy have uncovered that both M13 and fd phages maintain highly conserved and resilient structures, capable of enduring severe conditions, with M13 phages displaying slightly augmented rigidity (). Phages are generally categorized into various types, such as lytic phages and temperate phages. In contrast to the commonly observed lytic tailed phages of the Caudovirales family (e.g., T1, T4, T7) used in phage therapy, M13 phages exhibit lysogenic behavior, establishing persistent infections within their host without causing lytic destruction. Leveraging these characteristics, M13 phages have emerged as a preferred asset for various bionanomaterial applications (–). Its capability to host multiple peptides on a single phage, achieved through the insertion of foreign DNA fragments into filamentous phage gene III, offers a valuable characteristic for contemporary multifunctional nanomaterials, allowing precise protein modification and multi-peptide presentation (, ). Virion capsids, such as M13 phages, provide robust stability for drug delivery, enhancing precision and therapeutic potential. Abundant viral-like particles (VLPs) like M13 phages offer cost-effective reservoirs for tailored drug packaging and precise targeting in nanocarrier-based drug delivery systems, ensuring biocompatibility and uptake efficiency (, , , ).
Enhancing therapeutics through modification
Filamentous phages, notably M13 phages, present a promising trajectory in therapeutics owing to their distinctive nanofiber-like structure. Through genetic modifications, these phages enable a safe and stable multidimensional assembly. Presently, with the widespread application of phage therapy, the genetically engineered M13 phage, as a biological scaffold, facilitates easier purification and amplification compared to wild-type phages. Consequently, this chimeric phage-based therapy allows for the safe and effective identification and monitoring of bacteria, as well as the implementation of controlled antibacterial strategies through assembly with inorganic nanomaterials (–). Moreover, their genetic adaptability allows for precise and personalized medicine (). The utilization of genetically engineered filamentous phages as bionanomaterials unlocks exciting opportunities for targeted cancer therapy, tissue regeneration, and drug delivery. These applications directly address the scarcity of tissue and organ donors, establishing these phages as creative resources in the field of nanomedicine (). The filamentous bacteriophages stimulate the proliferation and differentiation of neural stem cells, fostering the regeneration of neurons and glial cells (). In addition, they elevate cerebral blood flow, vascular function, neovascularization, and angiogenesis, collectively contributing to improved neurovascular outcomes (). These diverse actions position bacteriophages as potential therapeutic agents to protect neurons, mitigate brain edema, minimize infarct size, and boost neurological function (Table 2). Phage display’s utility extends to developing peptides for drug transport across the blood-cerebrospinal fluid barrier (). M13, fd, and f1 phages, with their versatile coat proteins, are prominent vectors for diverse applications (). Figures 2A, B illustrates vital biopanning steps: rinsing to remove unbound virions, selectively collecting interacting virions, and propagating phages with strong ligand affinities via E. coli infection. The CRISPR/Cas system can be applied to engineer bacteriophages, enabling targeted alterations and creating novel phage variants (Figure 3) (, ). Utilizing the CRISPR-Cas system for genetic manipulation of filamentous or other bacteriophages has enabled the isolation of desired phage mutants, showcasing the significant utility of CRISPR-Cas in the genetic engineering of bacteriophages (, ). The development of genetic engineering techniques to modify phages such as M13, T5, and T7 involves diverse applications like single-base substitutions, deletions or insertions of base pairs, and more. This versatile technique is readily adaptable for use across a spectrum of bacterial and phage strains (, ).
Table 2
| Peptide sequence | Targeting and binding | Biological activity | Potential application | Ref |
|---|---|---|---|---|
| RGD(Arg-Gly-Asp) | Integrin αvβ1, αvβ3, αvβ5, αvβ6, αvβ8 | Cellular adhesion | Tissue engineering, Drug delivery, Angiogenesis promotion | (Yang, Zhang et al., 2021) (); (Safari, Sadeghizadeh et al., 2022) () |
| DEGA(Asp-Gly-Glu-Ala) | Integrin α2β1 | Cellular adhesion | Tissue engineering, Drug delivery | (Yoo, Kobayashi et al., 2011) () |
| IKVAV | Integrin α6β4 | Cellular adhesion | Neural Regeneration, Peripheral Nerve Repair | (Merzlyak, Indrakanti et al., 2009) () |
| I75 and I105(TASNLQSQQAYAAPTT) | H3 peptide, L1CAM | Cellular adhesion | Tissue engineering, regeneration | (Tang, Yu et al., 2015) () |
| RRQTLSHQMRRP | Nogo-66 | Neuron survival and axonal regeneration | Tissue engineering, regeneration | (Deng, Cai et al., 2013b) (); (Deng, Cai et al., 2013a) () |
| NAP2(HITRALV) | Nogo-66 | Neuron survival and axonal regeneration | Tissue engineering, regeneration | (Sun, Dai et al., 2016) () |
| CGLPYSSVC | netrin-4 | Cellular proliferation and adhesion | Tissue engineering, regeneration | (Staquicinia, Dias-Neto et al., 2009) () |
| FAQRVPP | neural stem cell (NSC)-derived neural precursor cells (NPCs) | Cellular differentiation, | Tissue engineering, regeneration | (Gelain, Cigognini et al., 2012) () |
| BMHP1(RADARADARADARADAGGGGPFSSTKT) | Bind with NSC | cellular adhesion and proliferation | Tissue engineering, regeneration | (Cigognini, Satta et al., 2011) () |
| KLPGWSG | Bind with NSC | cellular differentiation and proliferation | Tissue engineering, regeneration | (Caprini, Silva et al., 2013) () |
Synthetic bacteriophages promote tissue regeneration (, –).
Figure 2
Figure 3

Schematic representation of in-vivo phage recombination facilitated by the CRISPR-Cas9 system. Host bacterial cells undergo transformation with a donor plasmid harboring the NanoLuc reporter gene flanked by left and right homology regions to the phage, alongside specifically chosen CRISPR RNA and genome-targeting sequences. Adapted from (
The surface proteins of bacteriophages offer a rich assortment of diverse amino acids, making them amenable to chemical modifications using various molecules (Figures 4A, B). Ongoing advancements in biotechnology now enable the in vitro synthesis of substantial DNA fragments, including entire bacteriophage genomes. This capability greatly facilitates the chemical alteration of bacteriophages, allowing for the creation of novel genomic sequences and streamlining genetic editing. It’s worth noting that there are some limitations when dealing with larger DNA molecules (
Figure 4

Chemical modification strategies for filamentous phage. (A) General locations of coat proteins. This panel illustrates the fundamental spatial distribution of coat proteins in filamentous phages, forming the basis for our chemical modification strategies. (B) Typical reactions for functional group modification. In this section, we outline the standard chemical reactions employed to selectively modify specific functional groups on these proteins, enhancing the adaptability of filamentous phage engineering. Adapted from (
Harnessing mechanisms of in situ tissue regeneration for stroke recovery
Leveraging inherent regenerative capability within the human body, in conjunction with bio-nanomaterials, in a process termed in situ tissue regeneration, holds the promise of achieving tissue rejuvenation at its native location (
Figure 5

Design of functionalized filamentous phages-loaded microparticles(MPs) for post-stroke brain tissue repair. (A) Genetic linkage of modifying peptides to the N-terminus of the predominant capsid protein (pVIII) of WT-phage engenders the creation of modified phages. (B) Polyethyleneimine (PEI)-modified MPs undergo electrostatic adsorption with modified phages, thereby engendering phage-loaded MPs. Neural stem cells (NSCs) are subsequently implanted onto the surface of modified phage-MPs, and the cellular-seeded MPs are injected into the stroke-affected sites within rat brains. (C) The modified phage-MPs serve as physical scaffolds, fostering NSC proliferation and infiltration within the stroke cavity. The functionalized bacteriophage-loaded microparticles significantly amplify brain tissue repair in post-stroke injuries. Adapted from (
Figure 6

Illustrating diverse artificial cellular niches utilizing M13 phage as bionanomaterial. (A) Visualization of traditional biomaterial-infused scaffold featuring phage-displayed peptides and implanted stem cells to engineer a niche. (B) Depiction of biomimetic phage-infused scaffold encompassing implanted stem cells to engineer a niche. Adapted from (
Furthermore, through its integration with bioactive compounds, therapeutic cells, and polymer solutions during the electrospinning process, M13 phage transforms into electrospun nanofibers that replicate the characteristics of the extracellular matrix (ECM), facilitating the seamless incorporation of molecular constituents with heightened efficiency (
The accumulation of metabolic byproducts within blood vessels often culminates in obstruction, hampering smooth blood circulation and culminating in vascular occlusion, thus fostering cerebral ischemia and hypoxia, a precursor to stroke incidence. Hence, the post-stroke recuperation is significantly contingent on the repair and regeneration of blood vessels. The formation of neovascularization in ischemic tissues stands pivotal in realizing satisfactory tissue restoration following ischemic insults (
Neural repair and regeneration
Within the realm of Central Nervous System (CNS) Neural Regeneration, the restoration of axonal growth from emerging neural cells following traumatic brain injury is a paramount objective (
The restoration of optimal functionality within compromised cerebral tissue is a complex process that relies on the establishment of intricate vascular networks. In the context of stroke potential therapy, Liu and colleagues conducted pioneering research on the potential of the M13 phage to promote dual neurogenesis and angiogenesis after cerebral infarction (
Progressing bacteriophage therapy for stroke recovery
In the realm of our investigation, significant and noteworthy advancements have emerged. For instance, the work by Xiangyu Liu and colleagues (
Furthermore, our research domain has witnessed the emergence of several significant review articles, providing comprehensive insights into the latest advancements. Notably, the work of Cheng Chang and colleagues (
Confronting dilemmas and challenges in stroke potential therapy
Stroke treatments, including pharmacological, interventional, and surgical methods, have shown limitations and side effects, often insufficient in fully restoring neural function. This drives the need to explore novel treatment modalities. Emerging biotechnological therapies such as stem cell, gene, and neurostimulation approaches aim to restore neural cells, facilitating cerebral tissue regeneration and functional recovery (
Tissue regeneration
Stroke, an acute cerebrovascular disorder, results from the abrupt occlusion or rupture of cerebral blood vessels, leading to localized cerebral ischemia or hemorrhage and consequential focal brain injury (
Challenges in bacteriophage therapy for stroke recovery
Bacteriophage therapy for stroke has demonstrated promising outcomes in preclinical studies. Bacteriophages’ unique structure enables the fusion of exogenous peptides to their coat protein N-termini, achieving therapeutic objectives by presenting signaling peptides on the phage surface (
Safety evaluation in bacteriophage therapy
The resurgence of bacteriophage therapy in disease treatment has highlighted its efficacy in recent years. However, due to its biological nature, bacteriophage formulations, production procedures, and treatment methods substantially differ from traditional pharmaceutical approaches. This distinction calls for a comprehensive safety evaluation. Existing safety assessment systems, primarily tailored for conventional antimicrobial drugs, lack sufficient specificity for bacteriophage formulations, especially those of genetically engineered variants. As a result, the establishment of a dedicated safety assessment protocol tailored to bacteriophage therapy is imperative (
Advancing stroke therapies to clinical application
To effectively transition the concept of novel stroke therapies to clinical practice, several crucial studies must be conducted. The current paradigm of stroke treatment faces limitations in fully restoring cerebral tissue and functional recovery. The pressing need for pioneering therapies, such as stem cell, gene, and neurostimulation approaches, to achieve more precise and minimally invasive interventions warrants rigorous examination. Clinical trials are imperative to assess the safety and efficacy of these emerging therapies in stroke treatment. Conducting comprehensive studies that move beyond preclinical findings to verify the feasibility of these therapies within the human body is essential. Kuriakose & Xiao (
Comparative studies against existing acute measures in stroke treatment are vital to delineate the relative benefits and limitations of these pioneering approaches. Comparative analysis will provide a clearer understanding of the advantages and drawbacks of the emerging therapies compared to conventional treatment modalities (121). In-depth studies elucidating the underlying mechanisms of action of these novel therapies are essential to ensure targeted and effective interventions. Understanding the specific interactions and pathways involved in neural regeneration and tissue repair will guide the development of more precise and effective treatments (122). Evaluation of patient-centric outcomes and quality of life assessments after the application of these novel therapies is necessary. Analyzing the impact on patients’ quality of life, functional recovery, and long-term rehabilitation is vital to assess the true clinical significance of these pioneering approaches (
Conclusion
Stroke represents a neurological impairment resulting from acute focal injury within the central nervous system due to vascular causes, often leading to functional deficits in specific bodily regions (
Statements
Author contributions
YL: Conceptualization, Writing – original draft, Writing – review & editing. K-DY: Conceptualization, Investigation, Writing – original draft. D-CK: Investigation, Writing – review & editing. X–ML: Investigation, Writing – review & editing. HD: Investigation, Software, Writing – review & editing. J-FY: Investigation, Software, Writing – review & editing.
Funding
The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This study was supported by Scientific Research Program of Jilin Provincial Department of Education (No.JJKH20231194KJ); Scientific Research Project of Jilin Provincial Department of Finance (No. JLSWSRCZX2020-0030; No.JLSWSRCZX2021-074); Research Project of Undergraduate Teaching Reform in Jilin University (No. 2021XZC087); Research Projects of Higher Education in Jilin Province (No. JGJX2021D53).
Conflict of interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Publisher’s note
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Summary
Keywords
stroke, filamentous phages, bacteriophage therapy, neurological restoration, tissue regeneration
Citation
Li Y, Yang K, Kong D, Li X, Duan H and Ye J (2024) Harnessing filamentous phages for enhanced stroke recovery. Front. Immunol. 14:1343788. doi: 10.3389/fimmu.2023.1343788
Received
24 November 2023
Accepted
27 December 2023
Published
16 January 2024
Volume
14 - 2023
Edited by
Muthuraman Muthuraman, University of Hospital Würzburg, Germany
Reviewed by
Zhaoting Li, University of Wisconsin-Madison, United States
Huan Peng, University of California, Los Angeles, United States
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Copyright
© 2024 Li, Yang, Kong, Li, Duan and Ye.
This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Jun-feng Ye, yejunfeng@jlu.edu.cn
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