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 <!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.0 20120330//EN" "http://jats.nlm.nih.gov/publishing/1.0/JATS-journalpublishing1.dtd"> <article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article " dtd-version="1.0" xml:lang="en">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JBBS</journal-id>
      <journal-title-group>
        <journal-title>Journal of Biotechnology and Biomedical Science</journal-title>
      </journal-title-group>
      <issn pub-type="epub">2576-6694</issn>
      <publisher>
        <publisher-name>Open Access Pub</publisher-name>
        <publisher-loc>United States</publisher-loc>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="publisher-id">JBBS-26-5964</article-id>
      <article-id pub-id-type="doi">10.14302/issn.2576-6694.jbbs-26-5964</article-id>
      <article-categories>
        <subj-group>
          <subject>research-article </subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Evaluation of Combined Ultrasonography and Cone Beam Computed Tomography for Clinical Imaging: A Negative Results Study</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Dennis</surname>
            <given-names>Flanagan</given-names>
          </name>
          <xref ref-type="aff" rid="idm1840727316">1</xref>
          <xref ref-type="aff" rid="idm1840817764">*</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Anna</surname>
            <given-names>Tarakonova</given-names>
          </name>
          <xref ref-type="aff" rid="idm1840816684">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Anshika</surname>
            <given-names>Pandey</given-names>
          </name>
          <xref ref-type="aff" rid="idm1840816684">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Patrick</surname>
            <given-names>Kumavor</given-names>
          </name>
          <xref ref-type="aff" rid="idm1840816684">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Carmen</surname>
            <given-names>Lo</given-names>
          </name>
          <xref ref-type="aff" rid="idm1840816684">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Mohammad</surname>
            <given-names>Mundiwala</given-names>
          </name>
          <xref ref-type="aff" rid="idm1840816684">2</xref>
        </contrib>
      </contrib-group>
      <aff id="idm1840727316">
        <label>1</label>
        <addr-line>Jacksonville University </addr-line>
      </aff>
      <aff id="idm1840816684">
        <label>2</label>
        <addr-line>U Conn </addr-line>
      </aff>
      <aff id="idm1840817764">
        <label>*</label>
        <addr-line>Corresponding Author </addr-line>
      </aff>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Ian</surname>
            <given-names>James Martins</given-names>
          </name>
          <xref ref-type="aff" rid="idm1840575772">1</xref>
        </contrib>
      </contrib-group>
      <aff id="idm1840575772">
        <label>1</label>
        <addr-line>Principal Research Fellow, Edith Cowan University</addr-line>
      </aff>
      <author-notes>
        <corresp>
  Dennis Flanagan, <addr-line>Jacksonville University</addr-line>, <email>dffdds@comcast.net</email></corresp>
        <fn fn-type="conflict" id="idm1849229612">
          <p>The authors have declared that no competing interests exist.</p>
        </fn>
      </author-notes>
      <pub-date pub-type="epub" iso-8601-date="2026-02-09">
        <day>09</day>
        <month>02</month>
        <year>2026</year>
      </pub-date>
      <volume>3</volume>
      <issue>2</issue>
      <fpage>28</fpage>
      <lpage>32</lpage>
      <history>
        <date date-type="received">
          <day>06</day>
          <month>01</month>
          <year>2026</year>
        </date>
        <date date-type="accepted">
          <day>02</day>
          <month>02</month>
          <year>2026</year>
        </date>
        <date date-type="online">
          <day>09</day>
          <month>02</month>
          <year>2026</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>© </copyright-statement>
        <copyright-year>2026</copyright-year>
        <copyright-holder>Dennis Flanagan, et al.</copyright-holder>
        <license xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
          <license-p>This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
        </license>
      </permissions>
      <self-uri xlink:href="http://openaccesspub.org/jbbs/article/2324">This article is available from http://openaccesspub.org/jbbs/article/2324</self-uri>
      <abstract>
        <p>The combination of ultrasonography (US) and cone beam computed tomography (CBCT) has been proposed as a multimodal imaging strategy capable of uniting realtime softtissue assessment with highresolution threedimensional visualization of osseous structures. This study critically evaluated whether such integration provides measurable diagnostic or workflow advantages in mandibular imaging. Despite strong theoretical justification, the combined use of US and CBCT failed to demonstrate clinically meaningful improvements in diagnostic accuracy, confidence, or efficiency when compared with CBCT alone. Fundamental physical mismatches, hardware incompatibilities, geometric constraints, and operatordependent variability limited the anticipated synergistic benefits. These negative findings underscore the importance of reporting unsuccessful integration attempts to guide future research and prevent premature clinical adoption of technically incompatible imaging paradigms.</p>
      </abstract>
      <kwd-group>
        <kwd>Cone beam computed tomography (CBCT)</kwd>
        <kwd>Ultrasonography (US)</kwd>
        <kwd>Oral and maxillofacial imaging</kwd>
        <kwd>Multimodal imaging integration</kwd>
        <kwd>Mandibular imaging</kwd>
      </kwd-group>
      <counts>
        <fig-count count="0"/>
        <table-count count="0"/>
        <page-count count="5"/>
      </counts>
    </article-meta>
  </front>
  <body>
    <sec id="idm1840573324" sec-type="intro">
      <title>Introduction</title>
      <p>Accurate imaging of the jaws is essential in dentistry, oral and maxillofacial                     surgery, orthodontics, and periodontology. <xref ref-type="bibr" rid="ridm1842704532">1</xref><xref ref-type="bibr" rid="ridm1842711380">2</xref> Cone beam computed tomography has become the standard threedimensional imaging modality for evaluating dentoalveolar structures, implant planning, and temporomandibular joint (TMJ) morphology, while ultrasonography remains a valuable tool for realtime assessment of superficial soft tissues, salivary glands, and vascular structures. Previous literature has suggested that combining these modalities could yield a more comprehensive diagnostic approach by compensating for the limitations inherent to each technique individually.</p>
      <p>However, CBCT and US are based on fundamentally different physical                   principles, acquisition geometries, and reconstruction assumptions. While hybrid use at the workflow level, via sequential acquisition and softwarebased image fusion, is feasible, the development of a truly integrated or synergistic CBCT–US system remains technically and clinically challenging. This study evaluates the practical outcomes of combining US and CBCT for mandibular imaging and reports predominantly negative results.</p>
      <sec id="idm1840573036">
        <title>Ultrasonography</title>
        <p>Ultrasonography is a noninvasive imaging modality that employs highfrequency acoustic waves to generate realtime images of soft tissues. In maxillofacial applications, US has been used to assess   salivary gland pathology, superficial infections, vascular lesions, and softtissue masses. <xref ref-type="bibr" rid="ridm1842782364">3</xref><xref ref-type="bibr" rid="ridm1842564876">4</xref><xref ref-type="bibr" rid="ridm1842569124">5</xref><xref ref-type="bibr" rid="ridm1842555820">6</xref></p>
      </sec>
      <sec id="idm1840557532">
        <title>Ultrasonography Principles</title>
        <p>Ultrasound imaging relies on the emission and reception of sound waves that reflect and scatter at                interfaces with differing acoustic impedance. Image formation depends on timeofflight and amplitude of returning echoes, assuming relatively uniform sound speed and limited scattering along the                     propagation path. These assumptions are frequently violated in regions containing bone, air, or                    complex interfaces.</p>
      </sec>
      <sec id="idm1840557892">
        <title>Ultrasonography Advantages</title>
        <p>· Realtime dynamic imaging of soft tissues</p>
        <p>· Absence of ionizing radiation</p>
        <p>· Portability and costeffectiveness</p>
        <p>· Ability to differentiate cystic and solid lesions</p>
        <p>· Utility for imageguided aspiration or biopsy</p>
      </sec>
      <sec id="idm1840563508">
        <title>Ultrasonography Limitations</title>
        <p>Despite its advantages, ultrasonography is severely limited in osseous imaging by poor penetration through cortical and trabecular bone, strong reflection at bone–air interfaces, and high operator                   dependence. Lack of standardized osseous protocols, susceptibility to motion, geometric distortion, and challenges in reproducible image registration further reduce its reliability when integrated with tomographic modalities.</p>
      </sec>
      <sec id="idm1840565164">
        <title>Cone Beam Computerized Tomography (CBCT)</title>
        <p>CBCT is a threedimensional radiographic technique widely used in dental and maxillofacial imaging. It provides highresolution visualization of osseous structures with lower radiation dose than                         conventional medical CT.</p>
      </sec>
      <sec id="idm1840564948">
        <title>CBCT Principles</title>
        <p>CBCT systems acquire multiple twodimensional projections using a coneshaped Xray beam during gantry rotation. Reconstruction algorithms assume straightline photon propagation and stable voxel attenuation values, enabling volumetric reconstruction through filtered backprojection or iterative techniques.</p>
      </sec>
      <sec id="idm1840564228">
        <title>CBCT Advantages</title>
        <p>· High spatial resolution for bony anatomy</p>
        <p>· Accurate threedimensional representation</p>
        <p>· Essential for implant planning and surgical guidance</p>
        <p>· Lower radiation dose relative to conventional CT</p>
      </sec>
      <sec id="idm1840562284">
        <title>CBCT Limitations</title>
        <p>CBCT exhibits poor intrinsic softtissue contrast, susceptibility to scatter and beamhardening artifacts, and limited ability to characterize nonmineralized tissues. These limitations have motivated interest in complementary modalities such as ultrasonography. <xref ref-type="bibr" rid="ridm1842551716">7</xref></p>
      </sec>
      <sec id="idm1840560988">
        <title>Integration of Ultrasonography and CBCT</title>
        <p>The proposed integration of US and CBCT aims to combine softtissue and hardtissue information into a unified diagnostic framework. In practice, integration was limited to sequential acquisition and                softwarebased fusion rather than simultaneous hardware integration. <xref ref-type="bibr" rid="ridm1842782364">3</xref><xref ref-type="bibr" rid="ridm1842543828">8</xref></p>
      </sec>
      <sec id="idm1840561492">
        <title>Integration of Ultrasonography and CBCT: Advantages and Limitations</title>
        <p>While theoretical advantages include comprehensive tissue assessment and improved diagnostic                  confidence, practical implementation revealed significant limitations. Increased acquisition time,                   registration errors, operator variability, and minimal incremental diagnostic value outweighed any                perceived benefit. <xref ref-type="bibr" rid="ridm1842543828">8</xref></p>
      </sec>
      <sec id="idm1840561348">
        <title>Integration of Ultrasonography and CBCT: Clinical Applications</title>
        <p>Clinical scenarios evaluated included salivary gland disease, TMJ disorders, vascular lesions, and mixed soft and hardtissue pathologies. In most cases, ultrasonography provided limited additional information beyond CBCT findings, except for superficial softtissue abnormalities.</p>
      </sec>
      <sec id="idm1840560340">
        <title>Mismatches</title>
        <p>Fundamental mismatches between Xray attenuationbased tomography and acoustic wavebased                imaging prevent true synergy. CBCT assumes static geometry and linear attenuation, whereas                    ultrasonography depends on dynamic probe positioning, tissue compression, and heterogeneous sound propagation.</p>
      </sec>
      <sec id="idm1840559116">
        <title>Hardware and Geometric Limitations</title>
        <p>CBCT requires rigid gantry rotation with fixed source–detector geometry, while ultrasonography                demands direct tissue contact and free probe manipulation. These requirements are mutually incompatible within a single acquisition system, precluding true hardware integration.</p>
      </sec>
      <sec id="idm1840559764">
        <title>Negative Findings</title>
        <p>The study demonstrated that:</p>
        <p>· Ultrasonography rarely added clinically relevant information beyond CBCT</p>
        <p>· Bone interference prevented consistent anatomical correlation</p>
        <p>· Combined workflows increased procedure time</p>
        <p>· Interoperator variability reduced reproducibility</p>
        <p>Collectively, these findings indicate that US does not meaningfully enhance CBCTbased mandibular imaging under current technological constraints.</p>
      </sec>
      <sec id="idm1840544860">
        <title>Future Considerations</title>
        <p>Future progress may depend on advances in artificial intelligenceassisted registration, improved a coustic penetration techniques, standardized imaging protocols, and novel hybrid physics approaches such as Xrayinduced acoustic imaging. Until such developments mature, routine integration remains unjustified. <xref ref-type="bibr" rid="ridm1842547644">9</xref><xref ref-type="bibr" rid="ridm1842522980">10</xref><xref ref-type="bibr" rid="ridm1842519524">11</xref><xref ref-type="bibr" rid="ridm1842532772">12</xref><xref ref-type="bibr" rid="ridm1842528236">13</xref><xref ref-type="bibr" rid="ridm1842505268">14</xref></p>
      </sec>
    </sec>
    <sec id="idm1840544716" sec-type="conclusions">
      <title>Conclusions</title>
      <p>Despite strong theoretical appeal, the integration of ultrasonography and CBCT for mandibular                  imaging failed to demonstrate measurable clinical benefit in this negative results study. Fundamental physical, geometric, and operational incompatibilities limit meaningful synergy between these                                  modalities. Reporting these negative findings contributes to scientific transparency and provides                  realistic guidance for future research in multimodal imaging.</p>
    </sec>
  </body>
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