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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychiatry</journal-id>
<journal-title>Frontiers in Psychiatry</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychiatry</abbrev-journal-title>
<issn pub-type="epub">1664-0640</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyt.2024.1466506</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychiatry</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The therapeutic potential of low-intensity focused ultrasound for treating substance use disorder</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Olaitan</surname>
<given-names>Greatness O.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2795232"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Lynch</surname>
<given-names>Wendy J.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Venton</surname>
<given-names>B. Jill</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Chemistry, University of Virginia</institution>, <addr-line>Charlottesville, VA</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Psychiatry and Neurobehavioral Sciences, University of Virginia</institution>, <addr-line>Charlottesville, VA</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Soumyajit Mandal, Brookhaven National Laboratory (DOE), United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Mohsen Rakhshan, University of Central Florida, United States</p>
<p>Steve Majerus, United States Department of Veterans Affairs, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Greatness O. Olaitan, <email xlink:href="mailto:zdw2rn@virginia.edu">zdw2rn@virginia.edu</email>; Wendy J. Lynch, <email xlink:href="mailto:wjl6w@virginia.edu">wjl6w@virginia.edu</email>; B. Jill Venton, <email xlink:href="mailto:bjv2n@virginia.edu">bjv2n@virginia.edu</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>19</day>
<month>11</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1466506</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>07</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>10</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Olaitan, Lynch and Venton</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Olaitan, Lynch and Venton</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>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.</p>
</license>
</permissions>
<abstract>
<p>Substance use disorder (SUD) is a persistent public health issue that necessitates the exploration of novel therapeutic interventions. Low-intensity focused ultrasound (LIFU) is a promising modality for precise and invasive modulation of brain activity, capable of redefining the landscape of SUD treatment. The review overviews effective LIFU neuromodulatory parameters and molecular mechanisms, focusing on the modulation of reward pathways in key brain regions in animal and human models. Integration of LIFU with established therapeutics holds promise for augmenting treatment outcomes in SUD. The current research examines LIFU&#x2019;s efficacy in reducing cravings and withdrawal symptoms. LIFU shows promise for reducing cravings, modulating reward circuitry, and addressing interoceptive dysregulation and emotional distress. Selecting optimal parameters, encompassing frequency, burst patterns, and intensity, is pivotal for balancing therapeutic efficacy and safety. However, inconsistencies in empirical findings warrant further research on optimal treatment parameters, physiological action mechanisms, and long-term effects. Collaborative interdisciplinary investigations are imperative to fully realize LIFU&#x2019;s potential in revolutionizing SUD treatment paradigms and enhancing patient outcomes.</p>
</abstract>
<kwd-group>
<kwd>substance use disorder</kwd>
<kwd>low-intensity focused ultrasound</kwd>
<kwd>neuromodulation</kwd>
<kwd>neurotherapeutics</kwd>
<kwd>psychiatry</kwd>
</kwd-group>
<contract-num rid="cn001">R01DA052893</contract-num>
<contract-sponsor id="cn001">National Institute of Development Administration<named-content content-type="fundref-id">10.13039/501100010232</named-content>
</contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="157"/>
<page-count count="18"/>
<word-count count="9475"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Neurostimulation</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Substance use disorder (SUD) persists as one of the most challenging public health issues, with millions globally struggling with the devasting effects of the disease. The escalating numbers, as reported by the United Nations Office on Drugs and Crime (UNODC), signal a growing epidemic, from 27 million people having a SUD in 2016 to 46 million people in 2022 (<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B3">3</xref>). Key contributors to SUD prevalence include opioids, psychostimulants, and alcohol (<xref ref-type="bibr" rid="B4">4</xref>). Opioids, particularly fentanyl, are the primary drivers of the overdose epidemic, resulting in over 100,000 deaths annually in the US alone (<xref ref-type="bibr" rid="B5">5</xref>). Psychostimulants rank as the second leading cause of overdose deaths, yet there is no FDA-approved medication for treating psychostimulant use disorder (<xref ref-type="bibr" rid="B6">6</xref>). Alcohol use disorder remains one of the most widespread and devastating public health issues, with millions affected globally (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>). SUD&#x2019;s immense societal impact and costs highlight the urgent need for effective treatments. This need is especially critical for addressing the challenges posed by psychostimulants and opioids. The lack of approved treatments for psychostimulant use disorder and the limitations and stigma associated with existing opioid SUD treatments necessitate the development of novel interventions (<xref ref-type="bibr" rid="B9">9</xref>). Addressing SUD demands immediate attention to developing more accessible and effective treatment options.</p>
<p>Developing effective pharmacological treatments for SUD is challenging due to the diverse action mechanisms of addictive drugs, each inducing varied neuromodulatory and addictive effects (<xref ref-type="bibr" rid="B10">10</xref>). Despite meticulous drug design informed by understanding these distinct mechanisms, today&#x2019;s best treatment regimen results in persistent craving and relapse in 40-60%, suggesting the involvement of multiple brain circuits in craving and relapse (<xref ref-type="bibr" rid="B11">11</xref>). Pharmacological interventions target specific drug action mechanisms, while non-pharmacological approaches address circuits activated by different drugs based on their primary action (<xref ref-type="bibr" rid="B12">12</xref>). However, there is a growing consensus on the role of common pathways in SUD, particularly those involving dysregulation of dopamine signaling within the reward pathway (<xref ref-type="bibr" rid="B13">13</xref>), and the progressive recruitment of glutamatergic signaling and other brain regions (amygdala, insular cortex), leading to withdrawal symptoms, negative affect, compulsive drug use, and strong urges to obtain the drug at all costs (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>). Human and animal studies point to a shared neurobiological foundation for relapse, highlighting the crucial role of glutamatergic projections from the PFC to the nucleus accumbens (NAc) (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B17">17</xref>), making interventions targeting these disrupted circuits promising for SUD management (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>). Neuromodulation, mainly through noninvasive techniques like transcranial direct current stimulation (tDCS) and transcranial magnetic stimulation (TMS), safely modulate cortical and subcortical functions, has shown promise in this regard by effectively reducing drug craving in individuals with SUD (<xref ref-type="bibr" rid="B20">20</xref>). However, these methods face limitations related to penetration depth and spatial resolution (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B22">22</xref>).</p>
<p>Low-Intensity Focused Ultrasound (LIFU) emerges as a novel neuromodulation strategy, offering targeted intervention for neural circuits affected by SUD (<xref ref-type="bibr" rid="B23">23</xref>). LIFU&#x2019;s precise, noninvasive modulation of brain activity, high spatial resolution, and deep penetration make it a promising candidate for improving treatment outcomes in SUD. Despite the challenges in measuring its effects and fully understanding its mechanisms (<xref ref-type="bibr" rid="B24">24</xref>), the potential of LIFU for SUD treatment is significant as it can both excite or inhibit neuronal activity (<xref ref-type="bibr" rid="B25">25</xref>).</p>
<p>In this review, we will explore LIFU&#x2019;s potential in the context of SUD treatment, emphasizing the neurobiological aspects of SUD to opioids, psychostimulants, and alcohol. We begin by reviewing brain circuits critical for the reward pathway, the craving/relapse circuitry, and the interoception circuitry. Then, we explore the advantages of LIFU over other neuromodulatory methods, assess typical readouts for LIFU&#x2019;s actions, and discuss the physiological mechanisms of LIFU&#x2019;s effects. Subsequently, we survey the neuromodulation parameters of LIFU that are essential for inducing excitatory or inhibitory effects. We then synthesize and present the findings from prior studies investigating LIFU&#x2019;s efficacy in relevant animal models and humans with SUD.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Brain circuitry and neurotransmission in addiction</title>
<p>The brain circuit pathways for SUD are similar, although different drugs may target distinct receptors or proteins (<xref ref-type="bibr" rid="B12">12</xref>). A dynamic interplay between the reward pathway (reward-related behavior), the craving/relapse circuitry (driving drug-seeking behavior), and the interoceptive system (processing internal signals) intricately links craving and compulsion (<xref ref-type="bibr" rid="B26">26</xref>&#x2013;<xref ref-type="bibr" rid="B28">28</xref>). The&#xa0;disruption within these pathways and the intricate communication between them are central to addictive behavior and physiological effects during SUD and withdrawal (<xref ref-type="bibr" rid="B29">29</xref>). These disruptions are shown in changes in neurotransmission, neuroactivity (neuronal firing and oscillation frequency), and neuron&#x2014;or drug-specific adaptation gene expression, potentially leading to drug-seeking or craving reinforcement.</p>
<sec id="s2_1">
<label>2.1</label>
<title>Connectivity, functioning, and drug adaptation in the reward and craving/relapse circuitry</title>
<p>While the reward system primarily motivates the initial drug use by reinforcing pleasure, the craving/relapse circuitry sustains SUD by driving compulsive drug-seeking behavior. Changes in memory and emotional processing systems increase vulnerability to relapse. Although the Nucleus Accumbens (NAc) is the central hub of the two systems, the Amygdala (AMY) regulates emotional processing, and the Hippocampus (HP) functions in memory processing (<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B31">31</xref>). The Prefrontal cortex (PFC), on the other hand, regulates the function of the three regions (<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B33">33</xref>).</p>
<p>The NAc, divided into core and shell regions, receives inputs from the ventral tegmental area (VTA), AMY, and HP and sends outputs to the PFC (<xref ref-type="bibr" rid="B34">34</xref>&#x2013;<xref ref-type="bibr" rid="B36">36</xref>). The core differs from the shell&#x2019;s inputs, with the former receiving from the central AMY nucleus and PFC and the latter from the lateral hypothalamus (LH) (<xref ref-type="bibr" rid="B37">37</xref>&#x2013;<xref ref-type="bibr" rid="B42">42</xref>). Both regions are involved in reward behaviors, but the core shows drug-specific adaptations, suggesting potential for SUD treatments, though further research is needed (<xref ref-type="bibr" rid="B43">43</xref>&#x2013;<xref ref-type="bibr" rid="B45">45</xref>). Notably, the dorsomedial PFC (dmPFC), a crucial regulator of cravings and drug-seeking behavior, can become compromised in SUD (<xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B47">47</xref>). Within the dmPFC, the prelimbic (PLC) cortex is more implicated in relapse susceptibility, while the infralimbic (ILC) cortex potentially aids in suppressing drug-seeking behavior (<xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B47">47</xref>). This region&#x2019;s activity evolves during withdrawal, initially showing hypoactivity in early withdrawal but hyperactivity in late withdrawal (<xref ref-type="bibr" rid="B48">48</xref>&#x2013;<xref ref-type="bibr" rid="B51">51</xref>). Similarly, the amygdala undergoes structural changes and adaptations from chronic drug use, amplifying circuits linked to craving and relapse (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B52">52</xref>). Imbalances in neurotransmitters within the amygdala can significantly alter how reward signals are processed, thus contributing to addictive behaviors (<xref ref-type="bibr" rid="B53">53</xref>&#x2013;<xref ref-type="bibr" rid="B57">57</xref>). Different subdivisions of the AMY respond differently to drug versus natural rewards. While the basolateral AMY (BLA) is involved in both, the central AMY (CeA) primarily mediates drug-reward-driven behaviors (<xref ref-type="bibr" rid="B55">55</xref>&#x2013;<xref ref-type="bibr" rid="B57">57</xref>). While the HP is not typically a primary target in treating SUD, disruption in HP theta oscillations could occur in SUD, leading to imbalances in neurotransmission in connected brain regions, including the AMY, HP, and PFC.</p>
<p>Addictive drugs, such as psychostimulants, opioids, and alcohol, change neurotransmission in both craving and reward systems, albeit with varying mechanisms and effects (<xref ref-type="bibr" rid="B58">58</xref>&#x2013;<xref ref-type="bibr" rid="B61">61</xref>). For example, exposure to psychostimulants can lead to dysfunction in the glutamatergic projections between the dmPFC and NAc while affecting NAc dopamine by dopamine transporter blockage, eventually leading to drug-seeking reinforcement (<xref ref-type="bibr" rid="B62">62</xref>&#x2013;<xref ref-type="bibr" rid="B65">65</xref>). Conversely, the amygdala&#x2019;s response to psychostimulants is expressed by surges in dopamine activity (<xref ref-type="bibr" rid="B66">66</xref>&#x2013;<xref ref-type="bibr" rid="B68">68</xref>). Opioids engage opioid receptors, inducing euphoria, pain relief, and dopamine release while affecting glutamate and dopamine transmission (<xref ref-type="bibr" rid="B69">69</xref>). Alcohol increases BLA glutamate, CeA GABA, and NAc core dopamine, fostering intoxication, reward perception, emotional reactions, and impulsivity (<xref ref-type="bibr" rid="B70">70</xref>&#x2013;<xref ref-type="bibr" rid="B72">72</xref>). Chronic psychostimulants and opioid use can heighten craving, desensitize natural reward responses, and induce enduring neurological alterations, leading to adaptations, tolerance, and a shift from positive to negative reinforcement effects (<xref ref-type="bibr" rid="B73">73</xref>&#x2013;<xref ref-type="bibr" rid="B75">75</xref>). In the same way, prolonged alcohol use can disrupt PFC glutamate signaling, impairing cognitive faculties and decision-making (<xref ref-type="bibr" rid="B76">76</xref>). Therefore, neuromodulation of the reward and craving/relapse systems is crucial for developing targeted interventions for disrupting SUD-related cycles and promoting recovery.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Connectivity, functioning, and drug adaptation in the interoceptive circuitry</title>
<p>The Insular cortex (IC), a vital component of the interoceptive system, works alongside the ACC in processing internal bodily signals and drug cravings (<xref ref-type="bibr" rid="B77">77</xref>). Functionally divided into ventral, dorsal anterior, and posterior regions, the IC retrieves memories of drug effects stored in the ventral anterior IC (AIC) during drug craving, triggering the posterior IC (PIC) to process physical sensations associated with the drug (<xref ref-type="bibr" rid="B78">78</xref>&#x2013;<xref ref-type="bibr" rid="B80">80</xref>). Collaborating with the HP, PFC, and AMY, the IC amplifies emotions during drug withdrawal, with PFC activity varying based on the withdrawal stage (<xref ref-type="bibr" rid="B78">78</xref>&#x2013;<xref ref-type="bibr" rid="B81">81</xref>). This collaboration intensifies the conscious experience of withdrawal symptoms.</p>
<p>The IC&#x2019;s adaptation to drug versus natural rewards is complex, involving local communication within the ventral anterior IC to regulate activity and balance glutamate influence (<xref ref-type="bibr" rid="B79">79</xref>). Further research is needed to compare IC adaptation to drugs versus natural rewards. In the PFC, ACC processes information, integrating physiological signals about the body&#x2019;s internal state and assigns salience to these signals, influencing perception and behavior (<xref ref-type="bibr" rid="B82">82</xref>). The ACC, interacting with the IC, modulates attention, decision-making, and emotional regulation, driving motivation to seek relief from drug use (<xref ref-type="bibr" rid="B83">83</xref>, <xref ref-type="bibr" rid="B84">84</xref>). However, drug memories can override its guidance, leading to relapse (<xref ref-type="bibr" rid="B80">80</xref>, <xref ref-type="bibr" rid="B85">85</xref>).</p>
<p>Psychostimulants, opioids, and alcohol disrupt the interoceptive system&#x2019;s delicate equilibrium via neurotransmitter modulation, obscure overdose symptoms, and foster hazardous behaviors (<xref ref-type="bibr" rid="B86">86</xref>). Chronic substance use can precipitate enduring modifications in interoceptive processing, reinforcing drug use as a coping mechanism (<xref ref-type="bibr" rid="B87">87</xref>). This intricate network interaction, termed allostasis dysregulation, intensifies craving and compulsive drug use in individuals with SUD, often manifesting as withdrawal symptoms and recurrent substance-seeking behavior (<xref ref-type="bibr" rid="B88">88</xref>, <xref ref-type="bibr" rid="B89">89</xref>). Thus, the interoceptive system is an important target to disrupt the craving-compulsion cycle and address SUD effectively.</p>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>LIFU as a neuromodulatory intervention</title>
<sec id="s3_1">
<label>3.1</label>
<title>LIFU versus other noninvasive neuromodulation techniques</title>
<p>Numerous techniques have been developed to treat psychological disorders by facilitating neuromodulation (<xref ref-type="bibr" rid="B90">90</xref>). Traditional methods like TMS and TDCS have provided valuable insights into noninvasive strategies for altering brain function and treating disease. Treatments with these methods are relatively painless, do not require surgery, and can be combined with other therapies (<xref ref-type="bibr" rid="B20">20</xref>). However, their effects can vary, and they have limited spatial resolution to target specific brain regions (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B21">21</xref>). Emerging technologies, such as auricular nerve stimulation and near-infrared optogenetic stimulation (NIR), address some of these challenges but face their limitations (see <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> for a summary of the advantages and limitations of various neuromodulatory technologies).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Strengths and weaknesses of various non/minimally invasive neuromodulatory techniques.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Technique</th>
<th valign="middle" align="left">Energy Type</th>
<th valign="middle" align="left">Resolution</th>
<th valign="middle" align="left">Penetration</th>
<th valign="middle" align="left">Strengths</th>
<th valign="middle" align="left">Weakness and Considerations</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">
<bold>Transcranial Magnetic Stimulation (TMS)</bold>
</td>
<td valign="middle" align="left">Magnetic</td>
<td valign="middle" align="left">3-5 cm</td>
<td valign="middle" align="left">1-3 cm</td>
<td valign="middle" align="left">&#x2022;&#x2003;Established efficacy</td>
<td valign="middle" align="left">&#x2022;&#x2003;Limited resolution and penetration due to absorption and scattering<break/>&#x2022;&#x2003;Discomfort/tingling at the site of stimulation</td>
</tr>
<tr>
<td valign="middle" align="left">
<bold>Nanomaterial-Enabled Magnetic Stimulation (NEMS)</bold>
</td>
<td valign="middle" align="left">Magneto-thermal, -electrical, -mechanical</td>
<td valign="middle" align="left">&#x2265; 1 nm</td>
<td valign="middle" align="left">Unlimited in theory*</td>
<td valign="middle" align="left">&#x2022;&#x2003;NEMS Allows for selective targeting of neurons/circuits with high resolution.<break/>&#x2022;&#x2003;NEMS does not require genetic engineering.<break/>&#x2022;&#x2003;Long-term effectiveness.</td>
<td valign="middle" align="left">&#x2022;&#x2003;NEMS requires invasive magnetic nanoparticle (MNP) injection.<break/>&#x2022;&#x2003;Scaling magnetic coils to deep brain regions in humans poses a significant challenge.<break/>&#x2022;&#x2003;Heating of MNPs may result in aggregation, brain swelling, and increased intracranial pressure.<break/>&#x2022;&#x2003;long-term toxicological effects and clearance of MNPs<break/>&#x2022;&#x2003;Evidence of efficacy is based predominantly on small animal models</td>
</tr>
<tr>
<td valign="middle" align="left">
<bold>Transcranial Direct Current Stimulation (TDCS)</bold>
</td>
<td valign="middle" align="left">Electrical</td>
<td valign="middle" align="left">&#x2265; 0.5 cm</td>
<td valign="middle" align="left">1-2 cm</td>
<td valign="middle" align="left">&#x2022;&#x2003;Established efficacy</td>
<td valign="middle" align="left">&#x2022;&#x2003;Pain at the site of stimulation limits the magnitude of modulation.<break/>&#x2022;&#x2003;Limited resolution and penetration due to tissue conductivity.</td>
</tr>
<tr>
<td valign="middle" align="left">
<bold>Auricular nerve stimulation (ANS)</bold>
</td>
<td valign="middle" align="left">Electrical</td>
<td valign="middle" align="left">1-10 mm</td>
<td valign="middle" align="left">0.5-10 mm</td>
<td valign="middle" align="left">&#x2022;&#x2003;It has a wide range of applications as a peripheral nervous system stimulator.</td>
<td valign="middle" align="left">&#x2022;&#x2003;ANS is considered a complementary therapy, not a stand-alone treatment.<break/>&#x2022;&#x2003;ANS does not directly impact the brain</td>
</tr>
<tr>
<td valign="middle" align="left">
<bold>Temporal Interference Stimulation (TIS)</bold>
</td>
<td valign="middle" align="left">Electrical</td>
<td valign="middle" align="left">&#x2265;2 mm</td>
<td valign="middle" align="left">5 cm</td>
<td valign="middle" align="left">&#x2022;&#x2003;TIS can mitigate the inadvertent stimulation of scalp nerves and concomitant scalp discomfort.<break/>&#x2022;&#x2003;Could use established protocols from deep brain stimulation and TDCS</td>
<td valign="middle" align="left">&#x2022;&#x2003;Low spatial resolution<break/>&#x2022;&#x2003;Selectively targeting deep, small brain structures may not be possible.<break/>&#x2022;&#x2003;Specific positioning schemes for target brain regions are currently unavailable.<break/>&#x2022;&#x2003;Clinical trials are needed.</td>
</tr>
<tr>
<td valign="middle" align="left">
<bold>Nanoparticle-coupled Near-Infrared Optogenetic</bold>
<break/>
<bold>Stimulation (NIR)</bold>
</td>
<td valign="middle" align="left">Near-infrared</td>
<td valign="middle" align="left">&#x2265; 10 &#xb5;m</td>
<td valign="middle" align="left">&#x2264;1 cm</td>
<td valign="middle" align="left">&#x2022;&#x2003;NIR allows for selective targeting of neurons/circuits with high resolution.</td>
<td valign="middle" align="left">&#x2022;&#x2003;NIR requires invasive nanoparticle/viral vector injection.<break/>&#x2022;&#x2003;Effective delivery and long-term safety of viral vectors used for genetic modification poses a challenge.<break/>&#x2022;&#x2003;Unique nanostructures are required for each new application.<break/>&#x2022;&#x2003;Near-infrared light struggles to reach very deep brain regions.<break/>&#x2022;&#x2003;Evidence-based predominantly on small animal models</td>
</tr>
<tr>
<td valign="middle" align="left">
<bold>Low-intensity focused ultrasound (LIFU)</bold>
</td>
<td valign="middle" align="left">Mechanical</td>
<td valign="middle" align="left">1-3 mm</td>
<td valign="middle" align="left">10-15 cm</td>
<td valign="middle" align="left">&#x2022;&#x2003;LIFU allows for selective targeting of circuits and small brain regions with high resolution.<break/>&#x2022;&#x2003;It can target deep brain regions.<break/>&#x2022;&#x2003;Established safety.<break/>&#x2022;&#x2003;LIFU offers compatibility with nanoparticles, microbubbles, and implants.<break/>&#x2022;&#x2003;Compatible with MRI and CT imaging devices.<break/>&#x2022;&#x2003;Can reversibly modulate brain activities.</td>
<td valign="middle" align="left">&#x2022;&#x2003;Parameters for excitation versus inhibition neuromodulation require further research.<break/>&#x2022;&#x2003;Potential cellular, molecular, synaptic, and ionic mechanisms of LIFU neuromodulation should be investigated.</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>*Penetration depth depends on nanoparticle placement.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>LIFU emerges as a leading neuromodulation technique due to its precision, safety, and versatility. It boasts millimeter precision, facilitating targeted modulation of specific neural populations within the brain and minimizing unintended impacts on surrounding tissues (<xref ref-type="bibr" rid="B91">91</xref>, <xref ref-type="bibr" rid="B92">92</xref>). LIFU&#x2019;s mechanism of action involves direct interaction with neuronal tissue through mechanical energy, which allows deeper tissue penetration than techniques using electrical and magnetic field interactions (<xref ref-type="bibr" rid="B93">93</xref>, <xref ref-type="bibr" rid="B94">94</xref>). Thus, LIFU can access deeper brain structures, including subcortical nuclei, making it valuable for addressing conditions like SUD (<xref ref-type="bibr" rid="B95">95</xref>, <xref ref-type="bibr" rid="B96">96</xref>).</p>
<p>LIFU has a good safety profile when operated within minimal and nonsignificant risk recommendations of the International Transcranial Ultrasonic Stimulation Safety and Standards Consortium (ITRUSST) (<xref ref-type="bibr" rid="B97">97</xref>). LIFU operates at frequencies that prevent heat generation, mitigating the risk of magnetothermal lesions associated with high-intensity magnetic fields used in specific TMS and NEMS protocols (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B98">98</xref>). LIFU also reduces potential complications like immune responses to nanoparticles, which may arise in NEMS technology (<xref ref-type="bibr" rid="B98">98</xref>). This favorable safety profile makes it a more biocompatible and patient-friendly neuromodulation technique. While NIR optogenetic stimulation offers high spatial resolution, its application requires invasive genetic modification of targeted cells, limiting its versatility (<xref ref-type="bibr" rid="B99">99</xref>). In contrast, LIFU presents a noninvasive approach that does not require genetic manipulation and nanoparticle injection, simplifying its application and broadening its suitability across a diverse spectrum of neurological disorders.</p>
<p>One of the unique and critical advantages of LIFU is its capability for bidirectional modulation of neural activity. LIFU can reversibly inhibit or excite neuronal circuits depending on the parameters applied (<xref ref-type="bibr" rid="B92">92</xref>). The flexibility offered by LIFU is particularly relevant in treating SUD. In addition, specific circuits may be hyperactive (during late withdrawal) or underactive (during early withdrawal). Adjusting LIFU&#x2019;s parameters makes it possible to tailor the treatment to the individual&#x2019;s neurophysiological SUD profile.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Molecular action mechanism of LIFU neuromodulation</title>
<p>Neurons are viscoelastic materials capable of propagating mechanical energy and storing it elastically (<xref ref-type="bibr" rid="B100">100</xref>). Mechanical interactions have led to the proposal of several mechanisms of action for LIFU, including mechanosensation, electrophysiological-mechanical coupling, microtubule resonance, thermal mechanism, and cavitation.</p>
<p>Mechanosensation converts mechanical energy into neural signals through mechanosensitive ion channels. LIFU is hypothesized to physically displace and activate these channels, leading to changes in ion transport, neuronal depolarization, and altered neural signaling (<xref ref-type="bibr" rid="B101">101</xref>&#x2013;<xref ref-type="bibr" rid="B103">103</xref>). LIFU has been shown to interact with calcium-permeable mechanosensitive channels like TRPP1/2, TRPC1, TRPA1, and Piezo1 (<xref ref-type="bibr" rid="B101">101</xref>&#x2013;<xref ref-type="bibr" rid="B104">104</xref>). Additionally, mechanosensitive ion channels from the two-pore-domain potassium channel family (e.g., TREK-1 and TRAAK) have been shown to respond to LIFU (<xref ref-type="bibr" rid="B100">100</xref>, <xref ref-type="bibr" rid="B105">105</xref>). LIFU can also activate touch sensation MEC-4 channels (including DEG/ENaC/ASIC ion channel), large conductance mechanosensitive channel MscL, and sodium ion channels (<xref ref-type="bibr" rid="B106">106</xref>). Cytoskeleton also plays a part in the LIFU mechanosensation mechanism. Duque et&#xa0;al. recorded calcium influx and membrane currents in hsTRPA1-expressing cells of rats and mice, likely due to the interaction of the sonication-sensitive N-terminal tip domain of hsTRPA1 with the actin cytoskeleton (<xref ref-type="bibr" rid="B107">107</xref>). In another study, acoustic pressure waves were generated when LIFU traveled through the extracellular matrix, ultimately activating ASIC1a in a cytoskeleton-dependent manner (<xref ref-type="bibr" rid="B102">102</xref>). This activation likely occurs in concert with the simultaneous activation of other mechanoreceptors, suggesting a complex interplay within the mechanosensitive system underlying LIFU&#x2019;s actions. However, only a few mechanosensitive ion channels have been studied for LIFU&#x2019;s effects.</p>
<p>Beyond individual channels, LIFU modulates broader mechanosensitive machinery, leading to changes in mechanically coupled electrophysiological signals. These signals are associated with changes in membrane conformational state changes and mechanosensitive ion channels. Changes in membrane conformational states involve mechanical signals influenced by surface tension, elasticity, and intracellular fluid viscosity (<xref ref-type="bibr" rid="B108">108</xref>). These conformational changes can be externally induced via LIFU&#x2019;s mechanical energy, altering membrane fluidity and permeability (<xref ref-type="bibr" rid="B109">109</xref>). This high-energy state causes embedded proteins and lipids to adapt, changing the membrane&#x2019;s capacitance and modulating neural activity. Mechanical deformations redistribute dipoles in lipid bilayers in neuronal membranes, causing surface polarization- a process termed direct flexoelectricity (DF) (<xref ref-type="bibr" rid="B110">110</xref>). LIFU&#x2019;s mechanical energy provides a possible membrane deformation, which could lead to DF. Exogenous LIFU pulsation could also interfere with these native thermodynamic waves generated by lipid phase transition by transferring acoustic energy and generating pressure waves, which could alter action potentials depending on the neuron&#x2019;s initial state and orientation (<xref ref-type="bibr" rid="B111">111</xref>, <xref ref-type="bibr" rid="B112">112</xref>).</p>
<p>LIFU stimulation can also cause cavitation, where gas bubbles within tissues resonate, expand, and collapse depending on the frequency, creating mechanical effects. Though bubbles are generally negligible in the nervous system, micro cavitation can increase membrane permeability via sonoporation, creating pores in the lipid bilayer. At the same time, mechanosensitive channels could be activated during micro cavitation. LIFU combined with ultrasound microbubble contrast agents could have controllable cavitation effects. However, clear models for this application are still being developed. The neuronal intramembrane cavitation excitation (NICE) models predicts cell-type-specific responses that correlate indirectly with experimental data, and the SONIC model addressed the computational speed limitation of the NICE model (<xref ref-type="bibr" rid="B113">113</xref>&#x2013;<xref ref-type="bibr" rid="B115">115</xref>). Both models describe how US-induced cavitation can modulate neuronal activity. However, many studies obtain results that do not follow the predictions of these models partly because LIFU stimulation does not always target singular cell types at a time.</p>
<p>So far, the effects of LIFU have mostly been routed through mechanical interactions. In addition to the earlier described mechanisms, Hameroff et&#xa0;al. propose that the LIFU in specific megahertz frequency bands can resonate with microtubules, causing them to vibrate when aligned with their long axis (<xref ref-type="bibr" rid="B116">116</xref>). Even with these microtubule vibrations, electrophysiological-mechanical coupling, and cavitation are likely. Some studies have proposed thermal mechanisms. For example, Darrow et&#xa0;al. suggest a 2&#xb0;C increase might contribute to neuro inhibition under specific conditions (<xref ref-type="bibr" rid="B117">117</xref>). However, unlike HIFU, which utilizes high intensities for tissue ablation, direct LIFU stimulations typically induce negligible temperature increases (&lt;1&#xb0;C), which is generally considered insufficient for direct neuronal modulation (<xref ref-type="bibr" rid="B117">117</xref>, <xref ref-type="bibr" rid="B118">118</xref>). Therefore, thermal effects are unlikely to be the primary driver, but thermal modeling and reported thermal indices remain valuable in accounting for variations in sonication parameters, tissue properties, and beam configurations during treatment optimization. While LIFU has been used for various successful applications of neuromodulation, much work remains to be done to understand the complex interactions that account for LIFU&#x2019;s action mechanisms with varying parameters.</p>
</sec>
</sec>
<sec id="s4">
<label>4</label>
<title>Neuromodulatory effects of LIFU parameters on addiction-related brain regions</title>
<p>Optimizing LIFU for SUD treatment demands a comprehensive grasp of how diverse parameters influence its neuromodulatory effects within specific brain regions. These parameters determine whether LIFU yields inhibitory or excitatory responses, fundamentally shaping treatment efficacy. However, challenges arise due to discrepancies in parameter reporting, complicating efforts to replicate and compare parameters. To this end, the ITRUSST suggested a guideline for standardized reporting of ultrasound parameters (<xref ref-type="bibr" rid="B119">119</xref>). We have based the discussion in this section on the proposed guidelines. <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> presents definitions, abbreviations, and units for each parameter set to facilitate clarity and standardization.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Definitions of ultrasound parameters.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Parameter<break/>Type</th>
<th valign="middle" align="left">Parameter Name</th>
<th valign="middle" align="left">Definition</th>
<th valign="middle" align="left">Abbreviation</th>
<th valign="middle" align="left">Unit</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="4" align="left">Frequency</td>
<td valign="middle" align="left">Transducer center frequency</td>
<td valign="middle" align="left">Frequency at transducer focal center</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>c</sub>
</td>
<td valign="middle" align="left">Hz</td>
</tr>
<tr>
<td valign="middle" align="left">Operating Frequency</td>
<td valign="middle" align="left">Driving frequency of the transducer</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>
</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">Pulse repetition frequency</td>
<td valign="middle" align="left">The inverse of pulse repetition interval</td>
<td valign="middle" align="left">PRF</td>
<td valign="middle" align="left">Hz</td>
</tr>
<tr>
<td valign="middle" align="left">Pulse train repetition frequency</td>
<td valign="middle" align="left">The inverse of Pulse train repitition interval</td>
<td valign="middle" align="left">PRF<sub>pulse train</sub>
</td>
<td valign="middle" align="left">Hz</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">Intensity</td>
<td valign="middle" align="left">Spatial-peak pressure amplitude</td>
<td valign="middle" align="left">Peak acoustic pressure</td>
<td valign="middle" align="left">
<italic>p</italic>
</td>
<td valign="middle" align="left">Pa</td>
</tr>
<tr>
<td valign="middle" align="left">Spatial-peak, pulse-averaged</td>
<td valign="middle" align="left">time-averaged intensity over the pulse duration</td>
<td valign="middle" align="left">I<sub>sppa</sub>
</td>
<td valign="middle" align="left">W/cm<sup>2</sup>
</td>
</tr>
<tr>
<td valign="middle" align="left">Spatial-peak, time-averaged intensity</td>
<td valign="middle" align="left">Product of DC<sub>pulse train</sub> and I<sub>sppa</sub>
</td>
<td valign="middle" align="left">I<sub>spta</sub>
</td>
<td valign="middle" align="left">mW/cm<sup>2</sup>
</td>
</tr>
<tr>
<td valign="middle" rowspan="5" align="left">Duration</td>
<td valign="middle" align="left">Pulse duration</td>
<td valign="middle" align="left">Total on time for individual pulse</td>
<td valign="middle" align="left">PD</td>
<td valign="middle" align="left">s</td>
</tr>
<tr>
<td valign="middle" align="left">Pulse Repetition Interval</td>
<td valign="middle" align="left">The time between two pulses in a pulse train</td>
<td valign="middle" align="left">PRI</td>
<td valign="middle" align="left">s</td>
</tr>
<tr>
<td valign="middle" align="left">Pulse Train Duration</td>
<td valign="middle" align="left">Total time for pulse train</td>
<td valign="middle" align="left">PTD</td>
<td valign="middle" align="left">s</td>
</tr>
<tr>
<td valign="middle" align="left">Pulse Train Repetition Interval</td>
<td valign="middle" align="left">The time between each pulse train</td>
<td valign="middle" align="left">PTRI</td>
<td valign="middle" align="left">s</td>
</tr>
<tr>
<td valign="middle" align="left">Total Sonication Duration</td>
<td valign="middle" align="left">Total time for all pulse trains</td>
<td valign="middle" align="left">TSD</td>
<td valign="middle" align="left">s</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">Duty Cycle</td>
<td valign="middle" align="left">Pulse Train Duty Cycle</td>
<td valign="middle" align="left">Percentage ratio of PD and PRI</td>
<td valign="middle" align="left">DC<sub>pulse train</sub>
</td>
<td valign="middle" align="left">%</td>
</tr>
<tr>
<td valign="middle" align="left">Pulse Train Repeat Duty Cycle</td>
<td valign="middle" align="left">Percentage ratio of PTD and PTRI</td>
<td valign="middle" align="left">DC<sub>pulse train repeat</sub>
</td>
<td valign="middle" align="left">%</td>
</tr>
<tr>
<td valign="middle" align="left">Duty Cycle</td>
<td valign="middle" align="left">Product of DC<sub>pulse train</sub> and DC<sub>pulse train repeat</sub>
</td>
<td valign="middle" align="left">DC</td>
<td valign="middle" align="left">%</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="left">Others</td>
<td valign="middle" align="left">Mechanical index</td>
<td valign="middle" align="left">The ratio of peak-refractional pressure and the square root of <italic>f</italic>
<sub>0</sub>
</td>
<td valign="middle" align="left">MI</td>
<td valign="middle" align="left">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="left">Thermal index</td>
<td valign="middle" align="left">The ratio of the power used to that required to raise tissue temperature by 1&#xb0;C</td>
<td valign="middle" align="left">TI</td>
<td valign="middle" align="left">&#x2013;</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s4_1">
<label>4.1</label>
<title>Frequency</title>
<p>Ultrasound is applied using transducers with specific fundamental frequencies or acoustic frequencies to target brain regions, and neuromodulation with LIFU relies on specific frequencies for precise targeting of brain regions. While LIFU studies have used <italic>f</italic>
<sub>0</sub> ranging from 200 kHz to 10 MHz (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>), compared to higher <italic>f</italic>
<sub>0</sub> for medical imaging (around 15 MHz), skull properties present a significant challenge. The acoustic pressure weakens through the skull due to the conversion of sound waves, absorption by bone, reflection, and scattering. Standing waves can also form on the other side of the skull, potentially causing unintended sonication effects. Acoustic pressure attenuation is particularly problematic when using higher frequencies, which offer excellent spatial resolution but penetrate less deeply. In contrast, while a low fundamental frequency is favorable for deeper targets, excessively low values make ultrasound waves travel deeper than intended, potentially reaching unintended brain regions. Therefore, the fundamental frequency is in the middle range of frequencies to allow sufficient penetration to reach the target region, and avoiding these complications is vital to successful LIFU applications.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Distribution of Operating Frequency and Pulse Repetition Frequency (PRF) in Low-Intensity Focused Ultrasound (LIFU) treatments across NAc, PFC, AMY, and HP targets. The plots differentiate between inhibitory (blue) and excitatory (red) protocols, with each data point representing a distinct study. Dashed lines represent the first and third quartiles, with the middle-dashed line indicating the median. <bold>(A)</bold> Operating Frequency varies widely, with inhibitory frequencies concentrated at lower values and greater variability in excitatory frequencies. <bold>(B)</bold>. Most Overall PRFs are below 5 Hz, except for two excitatory studies reporting higher values, showing a trend toward lower PRFs across LIFU protocols. <bold>(C)</bold>: Pulse Train PRF exhibits some variability, but both inhibitory and excitatory protocols tend to cluster around lower frequencies. <bold>(D)</bold>: Pulse Train Repeat PRF shows a broader distribution, with a more even spread between inhibitory and excitatory protocols compared to other panels. The violin plots highlight the spread and density of the data, illustrating the diversity of frequency parameters used in LIFU treatments across different brain regions and experimental conditions.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-15-1466506-g001.tif"/>
</fig>
<p>The pulse repetition frequency (PRF) is the rate at which ultrasound pulses are delivered. According to ITRUSST, the PRF could be reported as either the individual pulses in a pulse train (PRF<sub>pulse train</sub>) or the frequency at which the pulse train is repeated (PRF<sub>pulse train repeat</sub>) (<xref ref-type="bibr" rid="B119">119</xref>). Both PRF<sub>pulse train</sub> and PRF<sub>pulse train repeat</sub> are crucial parameters in focused ultrasound, as they define the pattern of every ultrasound waveform. While PRF<sub>pulse train</sub> influences the observed effect of LIFU, PRF<sub>pulse train repeat</sub> is usually employed to avoid excessive heat buildup. However, repeated stimuli separated by fixed times can initiate Long-Term Potentiation (LTP) and long-term memory (LTM) encoding (<xref ref-type="bibr" rid="B120">120</xref>, <xref ref-type="bibr" rid="B121">121</xref>). For instance, we have previously used a 0.2&#xa0;Hz PRF<sub>pulse train repeat</sub> in the downstream inhibition of dopamine to avoid heating with a 10 MHz <italic>f</italic>
<sub>c</sub> transducer (<xref ref-type="bibr" rid="B122">122</xref>). A theta burst protocol was also developed by Zeng et&#xa0;al. to induce consistent corticospinal excitability (<xref ref-type="bibr" rid="B123">123</xref>).</p>
<p>While the exact influences of PRFs are still under investigation, a growing body of research suggests that PRF is more than an on/off switch for inhibition or excitation. Stimulation with 250 kHz and 1 kHz PRF<sub>pulse train</sub> can suppress NAc activity, suggesting a wide range of possible inhibitory PRF<sub>pulse train</sub> (<xref ref-type="bibr" rid="B124">124</xref>, <xref ref-type="bibr" rid="B125">125</xref>). In recent studies, the He group used 3 kHz to depress field excitatory postsynaptic potentials in rats HP, Kim et&#xa0;al. utilized a 3 kHz PRF<sub>pulse train</sub> to reduce heat pain sensitivity by targeting human IC, and the Legon group achieved similar effects using a 1 kHz PRF<sub>pulse train</sub> (<xref ref-type="bibr" rid="B126">126</xref>&#x2013;<xref ref-type="bibr" rid="B129">129</xref>). However, Niu et&#xa0;al. showed excitation of GluA1 expression alongside inhibition of GluA2 and GluA3 in mice NAc with 1 kHz (<xref ref-type="bibr" rid="B130">130</xref>). Therefore, predicting inhibitory vs excitatory mechanisms is challenging.</p>
<p>In the PFC, the complexity increases. Our group found that applying a 1 kHz PRF<sub>pulse train</sub> to the PFC led to downstream dopamine inhibition in the NAc, and 1.5 kHz targeting the PFC has been used to inhibit inflammation in rodents (<xref ref-type="bibr" rid="B122">122</xref>, <xref ref-type="bibr" rid="B131">131</xref>). PRF<sub>pulse train</sub> lower than 1 kHz have also been used in neuromodulation. Yi et&#xa0;al. showed downregulation of inflammation markers with 100 PRF<sub>pulse train</sub> (<xref ref-type="bibr" rid="B132">132</xref>). Huang et&#xa0;al. showed excitation of postsynaptic current and GluN2A expression with 500&#xa0;Hz, Ren et&#xa0;al. used 200&#xa0;Hz to reverse the expression of depression-related genes in the PFC, and the Lee group showed excitation at 140&#xa0;Hz and inhibition at 10&#xa0;Hz PRF<sub>pulse train</sub> (<xref ref-type="bibr" rid="B133">133</xref>&#x2013;<xref ref-type="bibr" rid="B135">135</xref>). Similarly, Pan et&#xa0;al. used a PRF<sub>pulse train</sub> of 1&#xa0;Hz to increase neuronal activity in mPFC cells, and Xie et&#xa0;al. showed an increased firing rate upon LIFU sonication at the same PRF<sub>pulse train</sub> (<xref ref-type="bibr" rid="B136">136</xref>, <xref ref-type="bibr" rid="B137">137</xref>). Chou et&#xa0;al. and Kuhn et&#xa0;al. used a 10&#xa0;Hz PRF to inhibit functional connectivity in the amygdala (<xref ref-type="bibr" rid="B138">138</xref>, <xref ref-type="bibr" rid="B139">139</xref>). However, a PRF<sub>pulse train</sub> of 1 kHz produced a similar result in a study by Folloni et&#xa0;al. (<xref ref-type="bibr" rid="B140">140</xref>) From the distributions depicted in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>, the PRF<sub>pulse train</sub> from both excitation and inhibition span similar ranges. The same trend is observed for the PRF<sub>pulse train repeat</sub>. These findings suggest that PRF is not the sole determinant of inhibition or excitation in LIFU applications.</p>
<p>It is crucial to consider that each brain region in every organism has a natural local oscillation frequency (<xref ref-type="bibr" rid="B141">141</xref>). However, it is noteworthy that apart from the studies by Chou et&#xa0;al. and Kuhn et&#xa0;al., which used 10&#xa0;Hz, and Xie et&#xa0;al., and Pan et&#xa0;al., which used 1&#xa0;Hz, the PRFs tested to date predominantly fall within the high gamma domain or high-frequency oscillation domains (<xref ref-type="bibr" rid="B128">128</xref>, <xref ref-type="bibr" rid="B133">133</xref>, <xref ref-type="bibr" rid="B137">137</xref>). This observation raises the question of how LIFU might interact with other frequency domains, such as delta, theta, alpha, and beta, each known to correlate with specific tasks (<xref ref-type="bibr" rid="B142">142</xref>, <xref ref-type="bibr" rid="B143">143</xref>). EEG spectral measurements indicate that diseases and behavioral changes may shift native oscillation frequencies (<xref ref-type="bibr" rid="B144">144</xref>&#x2013;<xref ref-type="bibr" rid="B146">146</xref>). Consequently, the susceptibility of different brain areas to specific PRF ranges could be dictated by the constructive or destructive interference of LIFU waves with the specific brain waves of a particular region (<xref ref-type="bibr" rid="B141">141</xref>). This complex interplay of factors underscores the need for further research to understand the full implications of PRF in LIFU applications. Future research should delve deeper into the interplay between pulse repetition frequency (PRF), other parameters, and brain region, to understand its neuromodulatory effects to unlock the full potential of LIFU therapy.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Duration and duty cycle</title>
<p>There are three different layers of duration and duty cycle in the LIFU parameter selection. The pulse/pulse train/total sonication duration (PD/PTD/TSD) refers to the time-on duration of the pulse/pulse train/sonication waveform. At the same time, the duty cycle is the percentage ratio between pulse/burst/sonication duration and the total pulse/burst/sonication period. Notably, while some studies employ both pulse train and pulse duration in parameter selection, others use either pulse or burst duration. There is a wide range of PD and PTD, from microseconds (5 &#xb5;s) to milliseconds (360 ms). For instance, Mahoney et&#xa0;al. employed 100/900 ms (on/off) PD in humans, and Niu et&#xa0;al. used 5 &#x3bc;s pulse duration in mice (<xref ref-type="bibr" rid="B130">130</xref>, <xref ref-type="bibr" rid="B147">147</xref>). There is a broader range of pulse train duration values (1 ms - 5&#xa0;min). TSD also varies widely (40 s- 1 hour). Mahoney et&#xa0;al. applied LIFU for 10 minutes per hemisphere in humans, whereas Deveci et&#xa0;al. used a longer 30-minute duration in rats (<xref ref-type="bibr" rid="B124">124</xref>, <xref ref-type="bibr" rid="B147">147</xref>). In the studies highlighted in <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>, excitatory or inhibitory effects are not necessarily favored by shorter or longer TSD. Kim et&#xa0;al. observed both excitation and inhibition with 20&#xa0;min TSD, while Lin et&#xa0;al. found that 20&#xa0;min of LIFU could lead to excitation in neuronal activity and reduction in drug-seeking (<xref ref-type="bibr" rid="B134">134</xref>, <xref ref-type="bibr" rid="B148">148</xref>). However, the choice of TSD is crucial as it appears to determine the level of effects observed. For example, Deveci et&#xa0;al. observed reduced alcohol SUD-related gene expression from 454 gene expression changes after short-term stimulation to 382 gene expression changes after long-term stimulation (<xref ref-type="bibr" rid="B124">124</xref>). There may be a correlation between the effectiveness of long-term stimulation and the process of encoding long-term memories. This process usually occurs in a time scale of minutes (<xref ref-type="bibr" rid="B120">120</xref>, <xref ref-type="bibr" rid="B121">121</xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>LIFU studies on common drug addiction-related brain regions.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Article</th>
<th valign="middle" align="left">Relevant Brain Region</th>
<th valign="middle" align="left">Frequency</th>
<th valign="top" align="left">Duration</th>
<th valign="middle" align="left">Intensity</th>
<th valign="middle" align="left">Sonication Effect</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Mahoney et&#xa0;al.</td>
<td valign="middle" align="left">NAc<break/>(Humans)</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>:<break/>PRF: 220 kHz<break/>PTRF:0.067 Hz, 0.033 Hz</td>
<td valign="top" align="left">PD:100 ms<break/>PRI:1 sec<break/>PTD: 5 sec, 10 sec<break/>PTRI: 15 sec, 30 sec<break/>TSD: 10 min<break/>DC<sub>pulse train</sub>: 10%<break/>DC<sub>pulse train repeat</sub>: 3.3%</td>
<td valign="middle" align="left">80 W/cm<sup>2</sup>
<break/>55 W/cm<sup>2</sup>
</td>
<td valign="middle" align="left">&#x2022;&#x2003;LIFU reduced cravings for alcohol, psychostimulants, and opioids for up to 90 days post-LIFU sonication.</td>
</tr>
<tr>
<td valign="middle" align="left">Deveci et&#xa0;al.</td>
<td valign="middle" align="left">NAc<break/>(Rats)</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 2.4 MHz<break/>PRF: 250 kHz<break/>PTRF: 0.6Hz</td>
<td valign="top" align="left">PD: 2 &#x3bc;s<break/>PRI: 4 &#x3bc;s<break/>PTD: 300 ms<break/>PTRI: 1700 ms<break/>TSD:30 min<break/>DC<sub>pulse train</sub>: 50%<break/>DC<sub>pulse train repeat</sub>: 17.6%</td>
<td valign="middle" align="left">4.06 W/cm<sup>2</sup> I<sub>sppa</sub>
<break/>305m W/cm<sup>2</sup> I<sub>spta</sub>
</td>
<td valign="middle" align="left">&#x2022;&#x2003;Inhibition of alcohol dependency-related genes</td>
</tr>
<tr>
<td valign="middle" align="left">Lan et&#xa0;al.</td>
<td valign="middle" align="left">NAc<break/>(Mice)</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 0.5 MHz<break/>PRF: 1 kHz<break/>PTRF: 0.33 Hz</td>
<td valign="top" align="left">PD: 0.5 ms<break/>PRI: 1 ms<break/>PTD: 300 ms<break/>PTRI: 3 sec<break/>TSD: 10 min<break/>DC<sub>pulse train</sub>:50%<break/>DC<sub>pulse train repeat</sub>: 10%</td>
<td valign="middle" align="left">590 kPa</td>
<td valign="middle" align="left">&#x2022;&#x2003;Inhibition of monoamine neurotransmitters<break/>&#x2022;&#x2003;Cell damage potentially due to high acoustic pressure</td>
</tr>
<tr>
<td valign="middle" align="left">Niu et&#xa0;al.</td>
<td valign="middle" align="left">NAc<break/>(Mice)</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 3.4 MHz<break/>PRF: 0.1 kHz, 1 kHz<break/>PTRF: 0.5 Hz</td>
<td valign="top" align="left">PD: 50 &#x3bc;s<break/>PRI: 1 ms<break/>PTD: 1 s<break/>PTRI: 2 s<break/>DC<sub>pulse train</sub>:5%<break/>DC<sub>pulse train repeat</sub>: 50%</td>
<td valign="middle" align="left">304 kPa</td>
<td valign="middle" align="left">&#x2022;&#x2003;GluA1 excitation<break/>&#x2022;&#x2003;GluA2 and A3 inhibition.<break/>&#x2022;&#x2003;Morphine-induced place preference suppression.</td>
</tr>
<tr>
<td valign="middle" align="left">Lin et&#xa0;al.</td>
<td valign="middle" align="left">IL<break/>(Rats)</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub> 0.5 MHz<break/>PRF: 500 Hz<break/>PTRF: 1 Hz</td>
<td valign="top" align="left">PRI: 2 ms<break/>PTD: 2 ms<break/>PTRI: 1 s<break/>TSD: 20 min<break/>DC<sub>pulse train</sub>:5%<break/>DC<sub>pulse train repeat</sub>: 50%</td>
<td valign="middle" align="left">328 &#x200b;kPa</td>
<td valign="middle" align="left">&#x2022;&#x2003;Reduction in methamphetamine-induced place preference suppression<break/>&#x2022;&#x2003;Excitation of cFOS expression</td>
</tr>
<tr>
<td valign="middle" align="left">Olaitan et&#xa0;al.</td>
<td valign="middle" align="left">PL<break/>(Rats)</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 10 MHz<break/>PRF: 1kHz<break/>PTRF: 0.2 Hz</td>
<td valign="top" align="left">PD: 360 ms<break/>PRI: 1 sec<break/>PTD: 500 ms<break/>PTRI: 5 sec<break/>TSD: 2 mins<break/>DC<sub>pulse train</sub>:36%<break/>DC<sub>pulse train repeat</sub>: 10%</td>
<td valign="middle" align="left">13 W/cm<sup>2</sup> I<sub>sppa</sub>
</td>
<td valign="middle" align="left">&#x2022;&#x2003;Downstream dopamine Inhibition</td>
</tr>
<tr>
<td valign="middle" align="left">Pan et&#xa0;al.</td>
<td valign="middle" align="left">PFC<break/>(Rats)</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 1-MHz<break/>PRF: 1 Hz<break/>PTRF: 3.3 mHz</td>
<td valign="top" align="left">PD: 50 ms<break/>PRI: 1 s<break/>PTD: 50 ms<break/>PTRI: 5 mins<break/>TSD: 15 mins<break/>DC: 5%<break/>DC<sub>pulse train</sub>:5%<break/>DC<sub>pulse train repeat</sub>: 10%</td>
<td valign="middle" align="left">528 mw/cm<sup>2</sup> I<sub>spta</sub>
</td>
<td valign="middle" align="left">&#x2022;&#x2003;improved anxiety-like behavior<break/>&#x2022;&#x2003;Upregulated NMDA receptor and cFOS.</td>
</tr>
<tr>
<td valign="middle" align="left">Kim et&#xa0;al.</td>
<td valign="middle" align="left">mPFC<break/>(Humans)</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 250kHz<break/>PRF: 1.4 kHz, 100 Hz<break/>PTRF: 0.2 Hz</td>
<td valign="top" align="left">PD:0.5 ms<break/>PRI: 0.71 ms, 10 ms<break/>PTD: 300 ms<break/>PTRI: 5 sec, 0 sec<break/>TSD: 20 mins<break/>DC<sub>pulse train</sub>: 70%, 5%<break/>DC<sub>pulse train repeat</sub>: 6%, 100%</td>
<td valign="middle" align="left">3 W/cm<sup>2</sup>
</td>
<td valign="middle" align="left">&#x2022;&#x2003;Beta band power increased with excitatory stimulation (70% DC)<break/>&#x2022;&#x2003;Theta band power increased with suppressive stimulation (5% DC)</td>
</tr>
<tr>
<td valign="middle" align="left">Y. Wang et&#xa0;al.</td>
<td valign="middle" align="left">mPFC<break/>(Mice)</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 0.5 MHz<break/>PRF:1.5 kHz<break/>PTRF: 0.5 Hz</td>
<td valign="top" align="left">PD: 0.1 ms<break/>PRI: 0.67 ms<break/>PTD: 0.5 s<break/>PTRI: 2 s<break/>TSD:15 mins<break/>DC<sub>pulse train</sub>:14.9%<break/>DC<sub>pulse train repeat</sub>: 25%</td>
<td valign="middle" align="left">20 kPa</td>
<td valign="middle" align="left">&#x2022;&#x2003;Inhibited social avoidance<break/>&#x2022;&#x2003;Enhanced mPFC neuronal excitation<break/>&#x2022;&#x2003;Inhibited Microglial cell activation<break/>&#x2022;&#x2003;Inhibited inflammatory pathway</td>
</tr>
<tr>
<td valign="middle" align="left">Yi et&#xa0;al.</td>
<td valign="middle" align="left">(Mice)<break/>PFC</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 0.5 MHz<break/>PRF:100 Hz<break/>PTRF: 8.3 mHz</td>
<td valign="middle" align="left">PD: 5 ms<break/>PRI: 10 ms<break/>PTD: 60 s<break/>PTRI: 120 s<break/>TSD: 30 min<break/>DC<sub>pulse train</sub>: 50%<break/>DC<sub>pulse train repeat</sub>: 50%%</td>
<td valign="middle" align="left">10.09 W/cm<sup>2</sup> I<sub>spta</sub>
</td>
<td valign="middle" align="left">&#x2022;&#x2003;Alleviates Depression and Anxiety-like behaviors<break/>&#x2022;&#x2003;Downregulated Inflation Markers</td>
</tr>
<tr>
<td valign="middle" align="left">Ren et&#xa0;al.</td>
<td valign="middle" align="left">PFC<break/>(Rats)</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 800 kHz<break/>PRF:200 Hz<break/>PTRF: 0.33 Hz</td>
<td valign="middle" align="left">PD: 0.2 ms<break/>PRI: 5 ms<break/>PTD: 1 sec<break/>PTRI: 3 sec<break/>TSD:20 min<break/>DC<sub>pulse train</sub>: 4%<break/>DC<sub>pulse train repeat</sub>: 33%</td>
<td valign="middle" align="left">3.84 W/cm<sup>2</sup> I<sub>sppa</sub>
<break/>154 mW/cm<sup>2</sup> I<sub>spta</sub>
</td>
<td valign="middle" align="left">&#x2022;&#x2003;Reverses depression-related gene expression</td>
</tr>
<tr>
<td valign="middle" align="left">Wang et&#xa0;al.</td>
<td valign="middle" align="right">mPFC</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 0.5 MHz<break/>PRF:2 kHz<break/>PTRF: 0.5 Hz</td>
<td valign="middle" align="left">PD: 0.3 ms<break/>PRI: 0.5 ms<break/>PTD: 0.5 sec<break/>PTRI: 2 sec<break/>TSD: 15 min<break/>DC<sub>pulse train</sub>: 60%<break/>DC<sub>pulse train repeat</sub>: 25%</td>
<td valign="middle" align="left">500 and 230 mW/cm<sup>2</sup> I<sub>spta</sub>
</td>
<td valign="middle" align="left">&#x2022;&#x2003;Improved depression-like behaviors in CUS rats<break/>&#x2022;&#x2003;Ameliorates the synaptic structural plasticity in the mPFC of CUS rats<break/>&#x2022;&#x2003;Increased expression of mPFC post-synaptic proteins</td>
</tr>
<tr>
<td valign="middle" align="left">Chou et&#xa0;al.</td>
<td valign="middle" align="left">AMY<break/>Insula<break/>(Humans)</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 0.65 MHz<break/>PRF: 10 Hz<break/>PTRF: 16.7 mHz</td>
<td valign="top" align="left">PD: 5 ms<break/>PRI: 100 ms<break/>PTD: 30 sec<break/>PTRI: 60 sec<break/>TSD:20 min<break/>DC<sub>pulse train</sub>: 5%<break/>DC<sub>pulse train repeat</sub>: 50%</td>
<td valign="middle" align="left">14.4 W/cm<sup>2</sup> I<sub>sppa</sub>
<break/>0.72 W/cm<sup>2</sup> I<sub>spta</sub>
</td>
<td valign="middle" align="left">&#x2022;&#x2003;Decreased blood-oxygen-level-dependent fMRI activation during fear task<break/>&#x2022;&#x2003;decreased AMY-IC functional connectivity</td>
</tr>
<tr>
<td valign="middle" align="left">Kuhn et&#xa0;al.</td>
<td valign="middle" align="left">AMY</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 0.65 MHz<break/>PRF: 10 Hz<break/>PTRF: 16.7 mHz</td>
<td valign="top" align="left">PD: 5 ms<break/>PRI: 100 ms<break/>PTD: 30 sec<break/>PTRI: 60 s<break/>TSD: 5 min<break/>DC<sub>pulse train</sub>: 5%<break/>DC<sub>pulse train repeat</sub>: 50%</td>
<td valign="middle" align="left">720 mW/cm<sup>2</sup> I<sub>spta</sub>
</td>
<td valign="middle" align="left">&#x2022;&#x2003;AMY-focused LIFU increased AMY and PFC perfusion<break/>&#x2022;&#x2003;AMY-focused LIFU decreased functional right AMY-mPFC connectivity</td>
</tr>
<tr>
<td valign="middle" align="left">Folloni et&#xa0;al.</td>
<td valign="middle" align="left">AMY<break/>(Macaque)</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 250 kHz<break/>PRF: 10 Hz</td>
<td valign="top" align="left">PD: 30 ms<break/>PRI: 100 ms<break/>TSD: 40 s<break/>DC<sub>pulse train</sub>: 30%<break/>DC<sub>pulse train repeat</sub>: 50%</td>
<td valign="middle" align="left">64.9 W/cm<sup>2</sup> I<sub>sppa</sub>,<break/>19.5 W/cm<sup>2</sup> I<sub>spta</sub>
<break/>1.44 MPa</td>
<td valign="middle" align="left">&#x2022;&#x2003;AMY functional connectivity is reduced after LIFU.</td>
</tr>
<tr>
<td valign="middle" align="left">Zhu et&#xa0;al.</td>
<td valign="middle" align="left">AMY</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 0.5 MHz<break/>PRF:1 kHz<break/>PTRF: 0.2 Hz</td>
<td valign="middle" align="left">PD: 500-&#xb5;s<break/>PRI: 1 ms<break/>PTD: 50/250/500 ms<break/>PTRI: 5 sec<break/>DC<sub>pulse train</sub>: 50%<break/>DC<sub>pulse train repeat</sub>:</td>
<td valign="middle" align="left">0.2/0.4/0.8 mpa</td>
<td valign="middle" align="left">&#x2022;<break/>&#x2022;&#x2003;Piezo1 knockout significantly reduced LIFU-induced neuronal calcium response.</td>
</tr>
<tr>
<td valign="middle" align="left">Lim et&#xa0;al.</td>
<td valign="middle" align="left">AMY<break/>
<italic>PFC</italic>
<break/>HP</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 1 MHz<break/>PRF:1 kHz<break/>PTRF: 66.67 mHz</td>
<td valign="middle" align="left">PD: 500-&#xb5;s<break/>PRI: 1 ms<break/>PTD: 300 ms<break/>PTRI:15 sec<break/>DC: 0.05%, 100%</td>
<td valign="middle" align="left">7.4 mW/cm<sup>2</sup> I<sub>sppa</sub>
<break/>5 mW/cm<sup>2</sup> I<sub>spta</sub>
</td>
<td valign="middle" align="left">&#x2022;&#x2003;LIFU-mediated mechanotransduction and neuron activation were inhibited by ASIC1a blockade and cytoskeleton-modified agents.</td>
</tr>
<tr>
<td valign="middle" align="left">In et&#xa0;al.</td>
<td valign="middle" align="left">IC<break/>(Humans)</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 500 kHz<break/>PRF: 1 kHz<break/>PTRF: 0.2 Hz</td>
<td valign="top" align="left">PD: 360 ms<break/>PRI: 1 s<break/>PTD: 1 sec<break/>PTRI: 5 sec<break/>TSD: 10 mins<break/>DC<sub>pulse train</sub>: 36%<break/>DC<sub>pulse train repeat</sub>: 20%</td>
<td valign="middle" align="left">4.5 W/cm<sup>2</sup> I<sub>sppa</sub>
<break/>1.5 mW/cm<sup>2</sup> I<sub>spta</sub>
</td>
<td valign="middle" align="left">&#x2022;&#x2003;LIFU to the PIC significantly attenuated pain ratings.<break/>&#x2022;&#x2003;LIFU to AIC did not affect either TSP or CPM pain ratings.</td>
</tr>
<tr>
<td valign="middle" align="left">Kim et&#xa0;al.</td>
<td valign="middle" align="left">IC</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 1.5 MHz<break/>PRF: 40&#xa0;Hz, 3 kHz<break/>PTRF: 0.5&#xa0;Hz, 0.25 Hz</td>
<td valign="top" align="left">PD: 200 &#xb5;s<break/>PRI: 25 ms, 0.33 ms<break/>PTD: 100 ms, 400 ms<break/>PTRI: 2 sec, 4 sec<break/>TSD: 10 mins, 20 mins, 1 hour<break/>DC<sub>pulse train</sub>: 0.8%, 60%<break/>DC<sub>pulse train repeat</sub>: 5%, 10%</td>
<td valign="middle" align="left">208 mW/cm<sup>2</sup> I<sub>spta</sub>
<break/>0.35 W/cm<sup>2</sup> I<sub>sppa</sub>
</td>
<td valign="middle" align="left">&#x2022;&#x2003;Sustained behavioral change associated with heat hypersensitivity by targeting insula</td>
</tr>
<tr>
<td valign="middle" align="left">Legon et&#xa0;al.</td>
<td valign="middle" align="left">IC<break/>(Humans)</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 500 kHz<break/>PRF: 1 kHz</td>
<td valign="top" align="left">PD: 360 ms<break/>PRI: 1 sec<break/>PTD:<break/>DC: 36%</td>
<td valign="middle" align="left">3.5 W/cm<sup>2</sup>
</td>
<td valign="middle" align="left">&#x2022;&#x2003;LIFU to both AIC and PIC reduced perceived pain ratings<break/>&#x2022;&#x2003;PIC responded 200 ms faster to LIFU than AIC<break/>&#x2022;&#x2003;Delta, Theta, and Alpha EEG power bands are reduced in the AI</td>
</tr>
<tr>
<td valign="middle" align="left">Xie et&#xa0;al.</td>
<td valign="middle" align="left">HP<break/>(Rats)</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 0.5 MHz<break/>PRF: 1 Hz</td>
<td valign="top" align="left">PD: 50 ms<break/>PRI: 1 sec<break/>TSD: 15 min<break/>DC: 5%</td>
<td valign="middle" align="left">8.66 W/cm<sup>2</sup> I<sub>sppa</sub>
<break/>0.43 W/cm<sup>2</sup> I<sub>spta</sub>
</td>
<td valign="middle" align="left">&#x2022;&#x2003;Improved the memory performance in the Y-maze behavior experiment.<break/>&#x2022;&#x2003;Increased neuronal firing rate</td>
</tr>
<tr>
<td valign="middle" align="left">Niu et&#xa0;al.</td>
<td valign="middle" align="left">HP<break/>(Rats)</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 500 kHz<break/>PRF: 3 kHz<break/>PTRF: 50 Hz</td>
<td valign="top" align="left">PD: 167 &#x3bc;s<break/>PTD: 10<break/>PTRI: 20 ms<break/>TSD: 5 min<break/>DC<sub>pulse train</sub>: 5%<break/>DC<sub>pulse train repeat</sub>: 50%</td>
<td valign="middle" align="left">425 mW/cm<sup>2</sup> I<sub>sppa</sub>
<break/>255 mW/cm<sup>2</sup> I<sub>spta</sub>
<break/>99 kPa</td>
<td valign="middle" align="left">&#x2022;&#x2003;Depression of field excitatory postsynaptic potentials</td>
</tr>
<tr>
<td valign="middle" align="left">Huang et&#xa0;al.</td>
<td valign="middle" align="left">HP<break/>(Rats)</td>
<td valign="middle" align="left">
<italic>f</italic>
<sub>0</sub>: 0.5 MHz<break/>PRF: 500 Hz</td>
<td valign="top" align="left">PD: 0.1 ms<break/>PRI: 2 ms<break/>TSD: 10 min<break/>DC<sub>pulse train</sub>: 5%</td>
<td valign="middle" align="left">7.2 W/cm<sup>2</sup> I<sub>sppa</sub>
<break/>360 mW/cm<sup>2</sup> I<sub>spta</sub>
<break/>0.43 MPa</td>
<td valign="middle" align="left">&#x2022;&#x2003;Increased the density of dendritic spines.<break/>&#x2022;&#x2003;Increased frequency of spontaneous excitatory postsynaptic current.<break/>&#x2022;&#x2003;Increase in the expression level of GluN2A.</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The duty cycle is a function of both duration and repetition frequency (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). As with other parameters, the duty cycle may have been chosen based on the targeted brain region, desired effects (excitation vs. inhibition), and safety considerations. Studies on humans focus on safety and tolerability, while studies on animals have more flexibility in exploring different stimulation parameters, including the duty cycle. The parameters might involve continuous or near-continuous LIFU for initial assessment, and pulsed LIFU with varying duty cycles. Lower duty cycles have been thought to cause inhibitory effects, while higher duty cycles lead to excitatory effects (<xref ref-type="bibr" rid="B92">92</xref>). A similar trend is observed in the studies by Kim et&#xa0;al. and Wang et&#xa0;al., where DC<sub>pulse train</sub> of 70 and 60% cause excitation (<xref ref-type="bibr" rid="B134">134</xref>, <xref ref-type="bibr" rid="B149">149</xref>). However, Kim et&#xa0;al. also observed excitatory effects with a DC<sub>pulse train</sub> of 0.8% and a DC<sub>pulse train repeat</sub> of 10%, an exception to this trend. Moreover, <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> shows that more studies found inhibition at DC<sub>overall</sub> greater than 10% compared to excitation. A similar trend is observed with the DC<sub>pulse train repeat</sub>. Therefore, there is no conclusive rule for duty cycle selection. As with the PRF, each brain region could possess a natural duty cycle for wave oscillations, and selected LIFU parameters could lead to constructive or destructive interference, leading to the neuromodulatory effect. However, further research is needed to establish these relationships and optimize LIFU protocols for targeted modulation of neural circuits in SUD.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Distribution of Duty Cycle Across NAc, PFC, AMY, and HP LIFU Treatments. This figure depicts the distribution of duty cycle for inhibitory and excitatory frequencies across different brain regions (NAc, PFC, AMY, and HP) treated with LIFU. <bold>(A)</bold> Duty cycle for the pulse train retreat. There is a significant overlap between inhibitory and excitatory duty cycles for the pulse train retreat, with no clear trend. <bold>(B)</bold> Duty cycle for the pulse train. Inhibitory duty cycles for the pulse train tend to be higher than excitatory duty cycles. <bold>(C)</bold> Duty cycle for the entire pulse train. Duty cycles for the entire pulse train show a similar trend to Panel B, with inhibitory duty cycles generally higher than excitatory duty cycles. Each data point represents a separate study. The violin plots illustrate the variability in duty cycle parameters, with the median represented by the solid line and the quartiles indicated by the dashed lines.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-15-1466506-g002.tif"/>
</fig>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Intensity</title>
<p>Intensity is a critical parameter influencing LIFU neuromodulatory effects. It is typically quantified in units of either Isppa (spatial peak intensity averaged) or Ispta (spatial peak temporal averaged). While some studies report acoustic pressure instead of intensity, and I<sub>sppa</sub> and I<sub>spta</sub> are not always differentiated, they convey the same concept. Studies investigating direct NAc stimulation with 4.06 W/cm<sup>2</sup> I<sub>sppa</sub> [0.305 W/cm<sup>2</sup> I<sub>spta</sub>] and acoustic pressures of 590 kPa have demonstrated suppression of NAc gene expression and activity (<xref ref-type="bibr" rid="B124">124</xref>, <xref ref-type="bibr" rid="B125">125</xref>, <xref ref-type="bibr" rid="B130">130</xref>). Conversely, 304 KPa targeted at the NAc showed simultaneous inhibition and excitation of different subunits of AMPA receptors, ultimately allowing ion flow.</p>
<p>The effects on the PFC are more nuanced. Different PFC regions stimulated with LIFU can exhibit direct and downstream excitatory or inhibitory effects. Our previous work demonstrated effective downstream inhibition of NAc dopamine release via PFC sonication at 13 W/cm<sup>2</sup> (<xref ref-type="bibr" rid="B122">122</xref>). Wang et&#xa0;al. reported inhibitory effects of LIFU with at 500 mW/cm<sup>2</sup>, Pan et&#xa0;al. reported upregulation of the NR1 NMDA receptor and cFOS downregulation in the mPFC at 500 mW/cm<sup>2</sup>, while Kim et&#xa0;al. observed both inhibitory and excitatory effects on the PFC at 3 W/cm<sup>2</sup> (<xref ref-type="bibr" rid="B131">131</xref>, <xref ref-type="bibr" rid="B134">134</xref>, <xref ref-type="bibr" rid="B136">136</xref>). Notably, several studies have achieved excitatory effects on the PFC using various intensities (3 W/cm<sup>2</sup> I<sub>sppa</sub>, 20 kPa, and 328 kPa) (<xref ref-type="bibr" rid="B131">131</xref>, <xref ref-type="bibr" rid="B134">134</xref>, <xref ref-type="bibr" rid="B148">148</xref>). For the insular cortex, stimulation with intensities of 3.5 W/cm<sup>2</sup>, 208.46 mW/cm<sup>2</sup>, and 300 kPa resulted in inhibition, while 8.66 and 0.35 W/cm<sup>2</sup> yielded excitation (<xref ref-type="bibr" rid="B126">126</xref>&#x2013;<xref ref-type="bibr" rid="B128">128</xref>). Additionally, Chou et&#xa0;al. employed 14.4 W/cm<sup>2</sup> I<sub>sppa</sub> (0.72 W/cm<sup>2</sup> I<sub>spta</sub>) to decrease Amygdala-IC functional connectivity, while the Legon group used 3.5 W/cm<sup>2</sup> I<sub>sppa</sub> to attenuate pain ratings in the insula (<xref ref-type="bibr" rid="B127">127</xref>, <xref ref-type="bibr" rid="B138">138</xref>).</p>
<p>Many specific studies find effects of intensity, but trends across studies are difficult to elucidate. <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref> shows a wide range of distribution of I<sub>sppa</sub> variation between 0- 90 W/cm<sup>2</sup> across studies. I<sub>spta</sub> applied is generally lower than 1 W/cm<sup>2</sup> partly due to FDA regulations. Consequently, safety becomes the primary concern regarding LIFU intensity for SUD treatment. Higher intensities are generally associated with higher tissue heating, but the exact relationship between intensity and therapeutic effect remains under investigation. Future research should prioritize establishing optimal intensity thresholds within brain regions relevant to SUD.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Distribution of Intensities Across NAc, PFC, AMY, and HP LIFU Treatments. This figure depicts the distribution of spatial peak intensity (Isppa) and spatial average intensity (I<sub>spta</sub>) for inhibitory and excitatory frequencies across different brain regions (NAc, PFC, AMY, and HP) treated with LIFU. <bold>(A)</bold> Isppa (W/cm<sup>2</sup>) distribution. There is a significant overlap between inhibitory and excitatory Isppa values, with no clear trend <bold>(B)</bold> I<sub>spta</sub> (W/cm<sup>2</sup>) distribution. I<sub>spta</sub> values for inhibitory treatments tend to be higher than those for excitatory treatments. Each data point represents a separate study. The violin plots illustrate the variability in intensity parameters, with the median represented by the solid line and the quartiles indicated by the dashed lines.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-15-1466506-g003.tif"/>
</fig>
</sec>
</sec>
<sec id="s5">
<label>5</label>
<title>LIFU as an intervention for drug addiction treatment</title>
<p>LIFU stands at the vanguard of neuromodulatory interventions for SUD treatment, offering hope for reversing the debilitating neurological sequelae of SUDs (<xref ref-type="bibr" rid="B150">150</xref>). The efficacy of LIFU extends beyond mere symptom management; it delves into the core of SUD behavior, attenuating the relentless cravings that fuel the cycle of abuse. Research has illuminated LIFU&#x2019;s capacity to modulate neural circuits, thereby diminishing drug-seeking behaviors in both animal models and human subjects (<xref ref-type="bibr" rid="B150">150</xref>). Moreover, LIFU&#x2019;s influence has implications on the social and emotional behaviors of SUD patients, alleviating associated fear and anxiety, which are often comorbid with SUDs (<xref ref-type="bibr" rid="B131">131</xref>, <xref ref-type="bibr" rid="B138">138</xref>). This neuromodulation may foster synaptic plasticity, potentially recalibrating the molecular mechanisms disrupted by prolonged substance abuse. The promise shown by LIFU in these preliminary studies paves the way for its consideration as a noninvasive adjunctive therapy, potentially reducing cravings, restoring functional outcomes, and improving the overall quality of life for individuals battling SUD.</p>
<sec id="s5_1">
<label>5.1</label>
<title>Effect of LIFU on addictive behavior</title>
<p>Exploring the frontiers of SUD treatment, LIFU emerges as a promising tool, demonstrating significant potential in mitigating addictive behaviors as evidenced by recent scientific studies. LIFU&#x2019;s reduction of craving has been shown in both animals and humans. Lin et&#xa0;al. highlighted LIFU&#x2019;s potential in reducing methamphetamine (MA)-seeking behaviors in rats in a conditioned place preference (CPP) test model (<xref ref-type="bibr" rid="B148">148</xref>). Notably, LIFU applied to the infralimbic cortex was most effective in reducing MA-seeking behaviors induced by MA priming, with no observed impact on MA-induced locomotor activity. This observation suggests a specific effect of LIFU on craving behavior rather than general locomotion. Mahoney et&#xa0;al. explored the potential of LIFU neuromodulation for treating SUDs by targeting the bilateral NAc (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>) (<xref ref-type="bibr" rid="B147">147</xref>, <xref ref-type="bibr" rid="B151">151</xref>). A 43-year-old participant underwent both sham and active LIFU sonication, reporting an immediate reduction in cravings for primary substances. Cue-induced craving for alcohol and illicit substances was utterly suppressed during post-LIFU follow-up assessments up to 90 days, alongside the elimination of substance-related dreams and improvements in anxiety and overall functioning. Urine toxicology analyses confirmed abstinence throughout the follow-up. In a follow-up study, four participants with opioid use disorder underwent active LIFU targeting the NAc, showing reduced craving during and after treatment, with lasting reductions observed during a 90-day follow-up. These findings suggest that LIFU targeting the NAc is a safe and effective intervention for reducing substance craving and improving outcomes in SUDs. However, more extensive and randomized trials are needed to validate these findings and fully assess the impact of LIFU on substance use and relapse, potentially offering a noninvasive adjunctive therapy for SUDs with the potential to reduce cravings and improve treatment outcomes.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Substance craving rating pre&#x2014;and post&#x2013;LIFU: sham vs. active sonication. Values represent cue-induced craving ratings immediately before and after sham and active LIFU. Following sham LIFU sonication, minimal changes were noted in craving ratings. Following 10 minutes of active LIFU sonication, &#x223c;craving for the participant&#x2019;s primary substances of use was reduced by 50%. Craving Reduction was sustained for 90 days post-LIFU Sonication. Reprinted with permission from "Low-intensity focused ultrasound targeting the bilateral nucleus accumbens as a potential treatment for substance use disorder: A first-in-human report" by Mahoney, J. J. et al., (2023) licensed under &#xa9; 2023 Society of Biological Psychiatry. (<xref ref-type="bibr" rid="B151">151</xref>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-15-1466506-g004.tif"/>
</fig>
<p>Addiction disrupts communication pathways between reward circuits and areas governing decision-making and impulse control, exacerbating the challenge of resisting cravings as reward circuits become hyperactive while decision-making areas become hypoactive. However, the brain&#x2019;s inherent neuroplasticity presents both a hurdle and an opportunity in this context. While SUD rewires neural circuits, treatment interventions have the potential to restore them to a healthy state. Notably, studies indicate that LIFU modulates neuronal activity and influences responsiveness to other neural inputs, thereby facilitating observed alterations in activity coupling. For instance, Folloni et&#xa0;al. examined the impact of LIFU on neural activity in the human amygdala, revealing reduced activity coupling between the stimulated area and its interconnected regions (<xref ref-type="bibr" rid="B140">140</xref>). Wang et&#xa0;al. also showed improved theta oscillation synchronization after LIFU stimulation of the mPFC (<xref ref-type="bibr" rid="B149">149</xref>). Peng et&#xa0;al. used functional magnetic resonance imaging (fMRI) to investigate the effects of LIFU on the reward network in ten healthy adults (<xref ref-type="bibr" rid="B152">152</xref>). Bilateral NAc inhibition was observed during LIFU on the left NAc compared to sham, with increased functional connectivity between the NAc and medial PFC (mPFC). These findings suggest that LIFU is a promising tool for the direct and noninvasive modulation of the NAc, shedding new light on treating SUD and other brain diseases involving reward processing.</p>
</sec>
<sec id="s5_2">
<label>5.2</label>
<title>LIFU effects on introceptive signals</title>
<p>Many individuals with SUD initially turn to substances to cope with introceptive disorders, such as hypersensitivity to pain, social anxiety, fear, and depression. Addictive drugs can provide temporary relief from these interoceptive responses, leading to a cycle of self-medication and potential SUD. However, introceptive dysfunctions of the IC and ACC following chronic drug use amplify these responses. Therefore, even when such individuals withdraw from drug use, underlying emotional problems often lead to relapse (<xref ref-type="bibr" rid="B27">27</xref>). LIFU has exhibited promise in regulating anxiety, fear, and depression. In a study by Chou et&#xa0;al., Blood Oxygen Level-Dependent (BOLD) activation in several regions of the fear network, including the AMY, HP, and dorsal ACC, was altered by LIFU, suggesting the reorganization of functional connectivity of fear-related brain activity (<xref ref-type="bibr" rid="B138">138</xref>). Yi et&#xa0;al. found that LIFU ameliorates depressive-like behaviors and anxiety-like behaviors while inhibiting proinflammatory cytokine upregulation in the PFC (<xref ref-type="bibr" rid="B132">132</xref>). Similarly, Wang et&#xa0;al. observed amelioration of depression-like behaviors through improvements in theta oscillation synchronization and synaptic functional plasticity within the vCA1 - mPFC pathway following LIFU treatment (<xref ref-type="bibr" rid="B149">149</xref>). Wynn et&#xa0;al. demonstrated LIFU&#x2019;s effectiveness in treating pain by applying LIFU to both anterior and posterior IC, attenuating contact heat evoked potentials (CHEP) peak-to-peak amplitudes, indicating a reduction in neural responses to the painful stimulus (<xref ref-type="bibr" rid="B127">127</xref>). Additionally, In et&#xa0;al. showed that LIFU to the PIC significantly attenuated pain ratings in both temporal summation of pain (TSP) and the conditioned pain modulation (CPM) protocols, while LIFU to AIC did not affect either TSP or CPM pain ratings (<xref ref-type="bibr" rid="B126">126</xref>). Wang et&#xa0;al. also demonstrated the alleviation of chronic allodynia pain by ACC inhibition, potentially offering a novel approach to managing pain hypersensitivity induced by opioid misuse (<xref ref-type="bibr" rid="B153">153</xref>).</p>
</sec>
<sec id="s5_3">
<label>5.3</label>
<title>LIFU&#x2019;s effect on functional connectivity of neural pathways</title>
<p>LIFU holds the potential to recalibrate disrupted neural pathways and instigate molecular changes controlling synaptic plasticity. In a recent study by Kuhn et&#xa0;al., LIFU was used in conjunction with ASL MRI and simultaneous BOLD fMRI to investigate its impact on deep brain regions in humans (<xref ref-type="bibr" rid="B139">139</xref>). The results demonstrated that LIFU could selectively enhance regional blood flow and modulate network connectivity of subcortical regions in a targeted manner. Interestingly, tFUS parameters aimed at disrupting activity led to decreased functional connectivity in the amygdala network while increasing BOLD activity and functional connectivity in the targeted ErC and its network. Both LIFU protocols led to increased perfusion exclusively in the targeted brain region, highlighting the focal and region-specific modulatory effects of tFUS. Thus, LIFU selectively enhances regional perfusion while modulating regional activity and connectivity, opening up potential clinical applications for emotion regulation and memory function.</p>
<p>Substance use disorder, particularly involving fentanyl, can worsen neurodegenerative processes. Recent research by Lim et&#xa0;al. suggests that LIFU could promote neurogenesis in the brain, potentially aiding in treating neurodegeneration linked to SUD (<xref ref-type="bibr" rid="B102">102</xref>). However, additional research is needed to fully understand the extent to which LIFU can induce neurogenesis in the brain regions most impacted by SUD. Nonetheless, preclinical studies show that LIFU, a noninvasive neuromodulation technique, holds considerable promise for addressing SUD-related behavioral issues. While further research is necessary to determine its efficacy and safety in human populations, LIFU presents a promising new approach for developing novel therapeutic interventions.</p>
</sec>
</sec>
<sec id="s6">
<label>6</label>
<title>Future directions for LIFU treatment of SUD</title>
<p>The preceding sections have highlighted the significant potential of LIFU in SUD treatment, specifically its ability to modulate brain regions linked to addictive behaviors. However, further investigation into the physiological mechanisms underlying LIFU&#x2019;s effects is imperative to fully capitalize on its therapeutic benefits. A comprehensive understanding of how LIFU interacts with neural circuits and neurotransmitter systems implicated in substance use disorder (SUD) is necessary to optimize its therapeutic application. Furthermore, SUD results in diverse neurological sequelae influenced by various factors, including the type of drug, duration of use, and overall health status (<xref ref-type="bibr" rid="B28">28</xref>). Integrating LIFU with existing pharmacological, behavioral, and cognitive interventions has the potential for synergistic effects, enabling more holistic and personalized approaches to SUD management. Therefore, exploring the integration of LIFU with other SUD treatment modalities is essential to improving treatment outcomes.</p>
<sec id="s6_1">
<label>6.1</label>
<title>Investigation of LIFU&#x2019;s physiological mechanisms</title>
<p>The precise mechanisms underlying the modulation of neural circuits by LIFU warrant exploration, alongside elucidation of how such changes manifest in downstream behavioral effects. Prior investigations have focused on LIFU&#x2019;s influence on calcium signaling and mechanosensitive ion channel expressions at the cellular and molecular levels (<xref ref-type="bibr" rid="B101">101</xref>, <xref ref-type="bibr" rid="B102">102</xref>). However, LIFU modulation entails a complex interplay of neurophysiological processes beyond these aspects. Comprehensive mechanistic and behavioral studies are imperative to better understand the criteria for LIFU parameter selection. For example, studies should explore the effect of LIFU on upstream and downstream neurotransmission in SUD-related circuits. Methods to measure cell firing and real-time changes in neurotransmission are essential to comprehend the neurotransmission basis for observed behavioral effects of LIFU.</p>
<p>Moreover, mechanistic studies aimed at elucidating the underlying neural mechanisms of LIFU-induced neuromodulation in SUD-related behaviors should include the pre- and post-synaptic terminals, surrounding astrocytes, and presynaptic extracellular matrix between these elements. These studies may involve examining changes in neural activity, protein expression analysis, and real-time neurotransmitter changes following LIFU treatment. Understanding the precise molecular mechanisms and neural circuits involved in LIFU-mediated effects can inform targeted interventions and optimize treatment outcomes.</p>
<p>Once LIFU&#x2019;s effect on neurotransmission and downstream molecular signaling cascades is established, further behavioral studies can assess the impact of LIFU treatment on SUD-related behaviors using preclinical animal models and clinical trials. Preclinical studies in rodents, mainly focusing on the NAc, have reported promising results, with LIFU application reducing drug-seeking behavior in models of cocaine, alcohol, and opioid dependence. However, further investigations on other abused substances, including fentanyl, are warranted. By targeting additional brain regions and investigating SUD in various addictive drugs, LIFU may offer comprehensive interventions for addressing multiple aspects of SUD pathology.</p>
</sec>
<sec id="s6_2">
<label>6.2</label>
<title>Integration of LIFU with other SUD treatment modalities</title>
<p>Utilizing low-energy sound waves, LIFU provides a noninvasive and targeted treatment modality when combined with microbubbles, tiny gas-filled spheres containing drugs that are introduced into the bloodstream. LIFU can be multiplexed with pharmacological treatments and could be used for targeted drug delivery for SUD and relapse treatments. This innovative approach may improve the delivery of drugs across the blood-brain barrier, a significant challenge in treating neurological conditions. By amplifying the effects of medications designed to alleviate SUD symptoms, such as cravings and withdrawal, LIFU holds promise as a potent therapeutic tool. Clinical trials, such as those conducted by InSightec, are currently exploring LIFU&#x2019;s safety and efficacy as an adjunctive treatment for Opioid Use Disorder (OUD), potentially paving the way for broader applications in SUD treatment (<xref ref-type="bibr" rid="B154">154</xref>, <xref ref-type="bibr" rid="B155">155</xref>).</p>
<p>Integrating LIFU with cognitive-behavioral therapy (CBT) and other behavioral interventions could modulate neural circuits that underlie addictive behaviors. Although this approach has only been explored in methods other than LIFU, combining its advantages over other neurostimulation methods with CBT could be revolutionary (<xref ref-type="bibr" rid="B156">156</xref>). This synergy could enhance the brain&#x2019;s receptivity to therapy, potentially leading to more durable treatment outcomes and reduced relapse rates. This method of drug delivery facilitates delivery to target locations and overcomes blood-brain barrier permeability. This combination holds immense potential across various medical domains, including neurological disorders, cancer treatment, and gene therapy. By enabling targeted drug delivery while potentially reducing side effects, this approach offers a promising avenue for improved treatment paradigms. While still in the early stages of development, ongoing research aims to validate the efficacy of this approach through clinical trials, paving the way for its widespread adoption and transformative impact on patient care. The precise mechanisms by which LIFU affects neural activity and behavior are still under investigation, necessitating further research to optimize its use in conjunction with behavioral therapies.</p>
<p>Future research directions include pairing LIFU with real-time brain monitoring techniques, such as fMRI, to tailor treatments to individual neural activity patterns. This personalized approach could allow for the adjustment of LIFU parameters during treatment, potentially improving efficacy and patient outcomes. Studies investigating the integration of LIFU with monitoring technologies are essential to develop protocols that can adapt to the dynamic nature of brain activity during SUD treatment. Integrating LIFU into the multi-modal treatment landscape for SUD holds excellent promise. By combining this innovative technique with established pharmacological and behavioral interventions and harnessing the power of real-time brain imaging, researchers aim to create more effective and personalized treatment strategies. As evidence grows, LIFU could become a key component in the comprehensive treatment of SUDs, offering new hope to those affected. Rigorous clinical trials and continued scientific inquiry are vital to unlocking LIFU&#x2019;s full potential and ensuring its safe and effective application in clinical settings (<xref ref-type="bibr" rid="B157">157</xref>).</p>
</sec>
</sec>
<sec id="s7" sec-type="conclusions">
<label>7</label>
<title>Conclusion</title>
<p>LIFU presents a promising approach to SUD treatment, offering targeted neuromodulation without ablating brain tissue. Despite its advantages, the long-term effects of LIFU on brain tissue require exploration, necessitating global safety standards due to regional variations in guidelines. LIFU studies on SUD predominantly focus on the Nucleus Accumbens because of the complexity of SUD pathology. Therefore, further investigation should include other regions like the Insula and Amygdala. Optimization of LIFU parameters, including intensity and frequency, is ongoing to achieve desired outcomes with minimal adverse effects. The duality of LIFU effects underscores the complexity of neural modulation, warranting further exploration into underlying mechanisms. At the same time, integrating microbubbles in LIFU therapy shows promise for enhancing treatment efficacy. Large-scale studies with extended follow-up and robust controls are imperative to evaluate LIFU efficacy and safety compared to existing modalities. Personalized LIFU protocols based on neuroimaging data hold significant promise but require careful consideration of ethical implications. In summary, while LIFU offers a precise, noninvasive, and personalized therapeutic approach for SUD, its clinical realization depends on understanding mechanisms of action, optimizing protocols, and rigorous evaluation of efficacy and safety through interdisciplinary efforts.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>GO: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Resources, Software, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. WL: Funding acquisition, Project administration, Resources, Supervision, Validation, Writing &#x2013; review &amp; editing. BV: Funding acquisition, Project administration, Resources, Supervision, Validation, Writing &#x2013; review &amp; editing, Visualization.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This Lynch and Venton Lab research is sponsored by the National Institute of Helath (NIH R01DA052893).</p>
</sec>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>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.</p>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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