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Artificial intelligence and the diagnosis of oral cavity cancer and oral potentially malignant disorders from clinical photographs: a narrative review

Mirfendereski, Payam; Li, Grace Y; Pearson, Alexander T; Kerr, Alexander Ross
Oral cavity cancer is associated with high morbidity and mortality, particularly with advanced stage diagnosis. Oral cavity cancer, typically squamous cell carcinoma (OSCC), is often preceded by oral potentially malignant disorders (OPMDs), which comprise eleven disorders with variable risks for malignant transformation. While OPMDs are clinical diagnoses, conventional oral exam followed by biopsy and histopathological analysis is the gold standard for diagnosis of OSCC. There is vast heterogeneity in the clinical presentation of OPMDs, with possible visual similarities to early-stage OSCC or even to various benign oral mucosal abnormalities. The diagnostic challenge of OSCC/OPMDs is compounded in the non-specialist or primary care setting. There has been significant research interest in technology to assist in the diagnosis of OSCC/OPMDs. Artificial intelligence (AI), which enables machine performance of human tasks, has already shown promise in several domains of medical diagnostics. Computer vision, the field of AI dedicated to the analysis of visual data, has over the past decade been applied to clinical photographs for the diagnosis of OSCC/OPMDs. Various methodological concerns and limitations may be encountered in the literature on OSCC/OPMD image analysis. This narrative review delineates the current landscape of AI clinical photograph analysis in the diagnosis of OSCC/OPMDs and navigates the limitations, methodological issues, and clinical workflow implications of this field, providing context for future research considerations.
PMCID:11931071
PMID: 40130020
ISSN: 2673-4842
CID: 5814362

Diagnostic approach used by US general dental practitioners following discovery of oral lesions suspicious for malignancy/premalignancy: findings from the National Dental Practice-Based Research Network

Psoter, Walter J; Kerr, Alexander Ross; Tomar, Scott L; Psoter, Jodi A; Morse, Douglas E; Aguilar, Maria L; Kligman, Kenneth D; Minyé, Helena M; Burton, Vanessa A; Meyerowitz, Cyril
OBJECTIVE:Oral cancer examinations seek to clinically identify early oral cancers and discover premalignancies prior to their progression to invasive cancer. METHOD AND MATERIALS/METHODS:A cross-sectional study was conducted between April and August 2017 to explore and quantify the diagnostic approach used by United States (US) general dental practitioners following discovery of an oral lesion suspicious for malignancy/premalignancy. US licensed general dental practitioners who were clinically active members of the US National Dental Practice-Based Research Network were eligible to participate. Data for analysis were obtained via two questionnaires. RESULTS:The majority of participants were males, practiced full-time, had a suburban primary practice, were born during the 1950s, and graduated dental school in the 1980s or 2000s. After identifying an oral lesion suspicious for premalignancy/malignancy, the next action of most general dental practitioner respondents (65.4%) was to refer the patient for consultation/biopsy. Most general dental practitioners (87.2%) referred to an oral and maxillofacial surgeon; 22% of general dental practitioners reported personally biopsying suspicious lesions. There was a relatively weak association between completing an Advanced Education in General Dentistry or General Practice Residency and subsequently personally performing biopsies on patients with oral lesions suspicious for malignancy/premalignancy (OR 1.33, P = .06). Most written referrals took place electronically and often included information, including lesion location (87.0%), lesion sign/symptoms (85.3%), lesion history (83.9%), radiographs (59.3%), medical history (50.6%), dental history (48.8%), and photographs (42.4%). When a referral biopsy was performed, referring clinicians were most frequently informed of the findings via a written report (96.7%, when positive for malignancy/premalignancy, and 95.4% when negative). CONCLUSION/CONCLUSIONS:A snapshot is presented of current actions taken by US general dental practitioners following the discovery of oral abnormalities suspicious for premalignancy/malignancy.
PMID: 39229768
ISSN: 1936-7163
CID: 5741532

Mapping the legacy of the world workshop on oral medicine: a 35-year global bibliometric analysis

Santos-Silva, Alan Roger; Pedroso, Caique Mariano; Gueiros, Luiz Alcino Monteiro; Ní Ríordáin, Rícheal; Kerr, Alexander Ross; Farag, Arwa; Sollecito, Thomas; Lodi, Giovanni
OBJECTIVE:This study utilized bibliometric methodologies to explore the body of research presented at the World Workshop on Oral Medicine (WWOM) over the past 35 years. METHODS:A systematic tracking of articles across 8 editions of WWOM was conducted using databases such as Web of Science, Scopus, and PubMed. Comprehensive bibliographic analysis and data visualization were executed through Bibliometrix, Rstudio, and VOSviewer, facilitating an in-depth examination of citation metrics and collaborative networks. RESULTS:The investigation revealed that WWOM, held in 6 cities spanning four countries and addressing 33 distinct topics, demonstrated an annual citation growth rate of 8.29%, with an average of 49.31 citations per article. Notably, WWOM IV garnered the highest number of citations (1,342), reaching its peak in 2021 with 365 citations. Key contributors to the most-cited articles include Al-Hashimi, Dawes, and Syrjänen et al. Since its inception, the workshops have engaged 505 faculty members from 37 nations, with significant participation from the Americas and Europe, notably the United States and the United Kingdom, which also led in terms of publications. Network analysis delineated 6 country clusters, underscoring robust connections between the US and the UK. Co-authorship analysis revealed 18 clusters involving 267 authors. CONCLUSION/CONCLUSIONS:The influence of the WWOM on the field of oral medicine is clearly demonstrated by the outcomes of its publications, reflecting a collaborative effort to enhance comprehension and treatment modalities for patients with oral diseases. The study's findings provide insights into future research directions within the WWOM legacy.
PMID: 38777741
ISSN: 2212-4411
CID: 5655362

World Workshop on Oral Medicine VIII: barriers to research in oral medicine: lessons learned from a bibliometric analysis of the oral potentially malignant disorders literature

Gueiros, Luiz Alcino; Ottaviani, Giulia; Jessri, Maryam; Shiboski, Caroline; Farag, Arwa; Sollecito, Thomas P; Warnakulasuriya, Saman; Kerr, Alexander Ross
OBJECTIVE:This study aimed to assess the impact of oral medicine (OM) practitioners on the literature regarding oral potentially malignant disorders (OPMDs), focusing on oral leukoplakia. STUDY DESIGN/METHODS:Using a bibliometric approach on the Scopus database until September 1, 2022, the top 100 cited articles were analyzed for article type, subtopic, specialty contributions, author metrics, and keywords. The Bibliometrix package for R and VOSviewer were used to evaluate interactions and generate science maps. RESULTS:OM practitioners, comprising 39% of contributors, played a significant role in studies related to nomenclature and screening of OPMDs. Notably, 4 OM specialists ranked among the most prolific authors, demonstrating denser collaboration with OM co-authors compared to other cancer specialists. However, there was a scarcity of OPMD management studies authored by OM practitioners. CONCLUSIONS:Despite the paucity of OM practitioners, the findings underscored the substantial contribution of OM practitioners in developing OPMD nomenclature and classification, emphasizing the need for increased collaboration with cancer specialists to conduct comprehensive clinical trials for OPMD management. The study highlights the importance of standardized criteria in OPMDs research for better data comparison and encourages further efforts from the OM scientific community.
PMID: 38653605
ISSN: 2212-4411
CID: 5671262

Reported physical examination methods for screening of oral cancer and oral potentially malignant disorders: a systematic review

Louredo, Brendo Vinícius Rodrigues; de Lima-Souza, Reydson Alcides; Pérez-de-Oliveira, Maria Eduarda; Warnakulasuriya, Saman; Kerr, Alexander Ross; Kowalski, Luiz Paulo; Hunter, Keith David; Prado-Ribeiro, Ana Carolina; Vargas, Pablo Agustin; Santos-Silva, Alan Roger Dos
OBJECTIVE:This systematic review aimed to describe the method followed during physical examination and the anatomical structures of the head and neck assessed in screening for oral cancer and oral potentially malignant disorders (OPMDs). STUDY DESIGN/METHODS:An extensive literature search was carried out using MEDLINE/PubMed, EMBASE, Scopus, LILACS, Web of Science, Cochrane databases, and gray literature. The risk of bias was available in all papers included. RESULTS:Of 9,688 records identified, 27 were included in this review, reporting data from 356,250 individuals screened and distributed across 11 countries. Most of these (n = 19) were based on 1 round of screening conducted by a dental professional or other health care workers. Most screening programs included visual inspection and palpation of the lips, oral cavity, and the most visible oropharyngeal sites, but the descriptions reported were imprecise. Additional inspection and palpation of the neck (submental, submandibular, cervical, and supraclavicular regions) to assess for the presence of swellings and any palpable neck nodes were also performed in 15 programs. CONCLUSION/CONCLUSIONS:In conclusion, there was considerable heterogeneity in the method of physical examination in screening programs for oral cancer and OPMDs among the included studies.
PMID: 37989648
ISSN: 2212-4411
CID: 5608902

A brief review of cytology in dentistry

Srinivasan Rajsri, Kritika; K Durab, Safia; A Varghese, Ida; Vigneswaran, Nadarajah; T McDevitt, John; Kerr, A Ross
Oral cytology is a non-invasive adjunctive diagnostic tool with a number of potential applications in the practice of dentistry. This brief review begins with a history of cytology in medicine and how cytology was initially applied in oral medicine. A description of the different technical aspects of oral cytology is provided, including the collection and processing of oral cytological samples, and the microscopic interpretation and reporting, along with their advantages and limitations. Applications for oral cytology are listed with a focus on the triage of patients presenting with oral potentially malignant disorders and oral mucosal infections. Furthermore, the utility of oral cytology roles across both expert (for example, secondary oral medicine or tertiary head and neck oncology services) and non-expert (for example, primary care general dental practice) clinical settings is explored. A detailed section covers the evidence-base for oral cytology as a diagnostic adjunctive technique in both the early detection and monitoring of patients with oral cancer and oral epithelial dysplasia. The review concludes with an exploration of future directions, including the integration of artificial intelligence for automated analysis and point of care 'smart diagnostics', thereby offering some insight into future opportunities for a wider application of oral cytology in dentistry.
PMID: 38388613
ISSN: 1476-5373
CID: 5634742

Inflammatory Tongue Conditions and Risk of Oral Tongue Cancer Among the US Elderly Individuals

Tota, Joseph E; Engels, Eric A; Lingen, Mark W; Agrawal, Nishant; Kerr, Alexander R; Zumsteg, Zachary S; Cheung, Li C; Katki, Hormuzd A; Abnet, Christian C; Chaturvedi, Anil K
PURPOSE/OBJECTIVE:The incidence of oral tongue cancers has increased since the 1980s among US men and women for unknown reasons. We investigated associations of inflammatory tongue conditions with risk of cancers of the oral tongue, other oral cavity, and oropharynx among the US elderly individuals (age 65 years or older). METHODS:We conducted a case-control study (2,534 oral tongue cancers, 6,832 other oral cavity cancers, 9,373 oropharyngeal cancers, and 200,000 controls) within the SEER-Medicare data set (1992-2013). Medicare records were used to identify patients with clinically diagnosed inflammatory tongue conditions (glossitis, benign migratory glossitis, median rhomboid glossitis, atrophic glossitis, glossodynia, other specified conditions [eg, atrophy and hypertrophy], and other unspecified conditions) and oral precancer (leukoplakia/erythroplakia). Only conditions preceding cancer/control selection by >12 months were included. RESULTS:0.6%; odds ratios [ORs], adjusted for age, sex, race, Medicare utilization, and precancer, 5.8 [95% CI, 4.7 to 7.2]). This overall association primarily arose from glossitis, 5.6 (95% CI, 4.4 to 7.2); other specified conditions, 9.1 (95% CI, 5.5 to 15.2); and other unspecified conditions, 13.7 (95% CI, 8.0 to 23.7). These associations remained strongly elevated >5 years preceding tongue cancer (arguing against reverse causation), for conditions diagnosed by a specialist (arguing against misclassification), and among patients who received an oral biopsy (arguing against missed cancer). During 2013, an estimated 1 in 11 patients with oral tongue cancer had a preceding diagnosis of inflammatory tongue conditions. Associations of inflammatory tongue conditions were relatively weak for other oral cavity cancers (ORs, 1.8 [95% CI, 1.5 to 2.3]) and oropharyngeal cancer (OR, 1.3 [95% CI, 1.0 to 1.6]) and were observed only closest to cancer diagnosis. CONCLUSION/CONCLUSIONS:Inflammatory tongue conditions were associated with strongly increased risks of oral tongue cancers and preceded cancer diagnosis by several years, underscoring the need for increased clinical surveillance among patients with such apparently benign diagnoses.
PMID: 38033283
ISSN: 1527-7755
CID: 5617902

World Workshop on Oral Medicine VIII: Barriers to research in oral medicine: results from a global survey

Al-Amad, Suhail H; Bankvall, Maria; Okoh, Mercy; Smith, Derek K; Kerr, Alexander R; Sollecito, Thomas P; Peterson, Douglas E; Elad, Sharon; Warnakulasuriya, Saman; Greenberg, Martin S; Farag, Arwa M; Gueiros, Luiz Alcino; Shiboski, Caroline H
OBJECTIVES:To explore factors influencing research interest and productivity and perceived barriers to conducting research in Oral Medicine (OM). METHODS:Invitations to participate in an online survey were e-mailed to a network of international OM practitioners and related professional organizations. Questions captured respondents' demographic/professional variables and gauged research interest, productivity, and perceived barriers to conducting research specifically in OM. Statistical analysis was conducted via descriptive, logistic regression, and multivariate modeling. RESULTS:Five hundred and ninety-three OM practitioners from 55 countries completed the survey, with 54%, 25%, and 21% practicing in high, upper-middle, and lower-middle-income countries, respectively. Eighty-six percent of respondents were interested in conducting research. Age (less interest with an increase in age), working in academia, and practicing in a lower-middle vs high-income country were significant predictors of research interest. Self-reported research productivity was significantly greater among males, those working in academia, and those who graduated from programs that mandated research presentation/publication. Obtaining research funding was a significant barrier among respondents from lower and upper-middle-income countries, whereas finding time for research was a reported barrier by respondents from high-income countries. CONCLUSION:The results of this survey identified perceived barriers to conducting research in OM and highlighted solutions to address such barriers.
PMID: 37574377
ISSN: 2212-4411
CID: 5635022

The Global, Regional, and National Burden of Adult Lip, Oral, and Pharyngeal Cancer in 204 Countries and Territories: A Systematic Analysis for the Global Burden of Disease Study 2019

,; Cunha, Amanda Ramos da; Compton, Kelly; Xu, Rixing; Mishra, Rashmi; Drangsholt, Mark Thomas; Antunes, Jose Leopoldo Ferreira; Kerr, Alexander R; Acheson, Alistair R; Lu, Dan; Wallace, Lindsey E; Kocarnik, Jonathan M; Fu, Weijia; Dean, Frances E; Pennini, Alyssa; Henrikson, Hannah Jacqueline; Alam, Tahiya; Ababneh, Emad; Abd-Elsalam, Sherief; Abdoun, Meriem; Abidi, Hassan; Abubaker Ali, Hiwa; Abu-Gharbieh, Eman; Adane, Tigist Demssew; Addo, Isaac Yeboah; Ahmad, Aqeel; Ahmad, Sajjad; Ahmed Rashid, Tarik; Akonde, Maxwell; Al Hamad, Hanadi; Alahdab, Fares; Alimohamadi, Yousef; Alipour, Vahid; Al-Maweri, Sadeq Ali; Alsharif, Ubai; Ansari-Moghaddam, Alireza; Anwar, Sumadi Lukman; Anyasodor, Anayochukwu Edward; Arabloo, Jalal; Aravkin, Aleksandr Y; Aruleba, Raphael Taiwo; Asaad, Malke; Ashraf, Tahira; Athari, Seyyed Shamsadin; Attia, Sameh; Azadnajafabad, Sina; Azangou-Khyavy, Mohammadreza; Badar, Muhammad; Baghcheghi, Nayereh; Banach, Maciej; Bardhan, Mainak; Barqawi, Hiba Jawdat; Bashir, Nasir Z; Bashiri, Azadeh; Benzian, Habib; Bernabe, Eduardo; Bhagat, Devidas S; Bhojaraja, Vijayalakshmi S; Bjørge, Tone; Bouaoud, Souad; Braithwaite, Dejana; Briko, Nikolay Ivanovich; Calina, Daniela; Carreras, Giulia; Chakraborty, Promit Ananyo; Chattu, Vijay Kumar; Chaurasia, Akhilanand; Chen, Meng Xuan; Cho, William C S; Chu, Dinh-Toi; Chukwu, Isaac Sunday; Chung, Eunice; Cruz-Martins, Natália; Dadras, Omid; Dai, Xiaochen; Dandona, Lalit; Dandona, Rakhi; Daneshpajouhnejad, Parnaz; Darvishi Cheshmeh Soltani, Reza; Darwesh, Aso Mohammad; Debela, Sisay Abebe; Derbew Molla, Meseret; Dessalegn, Fikadu Nugusu; Dianati-Nasab, Mostafa; Digesa, Lankamo Ena; Dixit, Shilpi Gupta; Dixit, Abhinav; Djalalinia, Shirin; El Sayed, Iman; El Tantawi, Maha; Enyew, Daniel Berhanie; Erku, Daniel Asfaw; Ezzeddini, Rana; Fagbamigbe, Adeniyi Francis; Falzone, Luca; Fetensa, Getahun; Fukumoto, Takeshi; Gaewkhiew, Piyada; Gallus, Silvano; Gebrehiwot, Mesfin; Ghashghaee, Ahmad; Gill, Paramjit Singh; Golechha, Mahaveer; Goleij, Pouya; Gomez, Ricardo Santiago; Gorini, Giuseppe; Guimaraes, Andre Luiz Sena; Gupta, Bhawna; Gupta, Sapna; Gupta, Veer Bala; Gupta, Vivek Kumar; Haj-Mirzaian, Arvin; Halboub, Esam S; Halwani, Rabih; Hanif, Asif; Hariyani, Ninuk; Harorani, Mehdi; Hasani, Hamidreza; Hassan, Abbas M; Hassanipour, Soheil; Hassen, Mohammed Bheser; Hay, Simon I; Hayat, Khezar; Herrera-Serna, Brenda Yuliana; Holla, Ramesh; Horita, Nobuyuki; Hosseinzadeh, Mehdi; Hussain, Salman; Ilesanmi, Olayinka Stephen; Ilic, Irena M; Ilic, Milena D; Isola, Gaetano; Jaiswal, Abhishek; Jani, Chinmay T; Javaheri, Tahereh; Jayarajah, Umesh; Jayaram, Shubha; Joseph, Nitin; Kadashetti, Vidya; Kandaswamy, Eswar; Karanth, Shama D; Karaye, Ibraheem M; Kauppila, Joonas H; Kaur, Harkiran; Keykhaei, Mohammad; Khader, Yousef Saleh; Khajuria, Himanshu; Khanali, Javad; Khatib, Mahalaqua Nazli; Khayat Kashani, Hamid Reza; Khazeei Tabari, Mohammad Amin; Kim, Min Seo; Kompani, Farzad; Koohestani, Hamid Reza; Kumar, G Anil; Kurmi, Om P; La Vecchia, Carlo; Lal, Dharmesh Kumar; Landires, Iván; Lasrado, Savita; Ledda, Caterina; Lee, Yo Han; Libra, Massimo; Lim, Stephen S; Listl, Stefan; Lopukhov, Platon D; Mafi, Ahmad R; Mahumud, Rashidul Alam; Malik, Ahmad Azam; Mathur, Manu Raj; Maulud, Sazan Qadir; Meena, Jitendra Kumar; Mehrabi Nasab, Entezar; Mestrovic, Tomislav; Mirfakhraie, Reza; Misganaw, Awoke; Misra, Sanjeev; Mithra, Prasanna; Mohammad, Yousef; Mohammadi, Mokhtar; Mohammadi, Esmaeil; Mokdad, Ali H; Moni, Mohammad Ali; Moraga, Paula; Morrison, Shane Douglas; Mozaffari, Hamid Reza; Mubarik, Sumaira; Murray, Christopher J L; Nair, Tapas Sadasivan; Narasimha Swamy, Sreenivas; Narayana, Aparna Ichalangod; Nassereldine, Hasan; Natto, Zuhair S; Nayak, Biswa Prakash; Negru, Serban Mircea; Nggada, Haruna Asura; Nouraei, Hasti; Nuñez-Samudio, Virginia; Oancea, Bogdan; Olagunju, Andrew T; Omar Bali, Ahmed; Padron-Monedero, Alicia; Padubidri, Jagadish Rao; Pandey, Anamika; Pardhan, Shahina; Patel, Jay; Pezzani, Raffaele; Piracha, Zahra Zahid; Rabiee, Navid; Radhakrishnan, Venkatraman; Radhakrishnan, Raghu Anekal; Rahmani, Amir Masoud; Rahmanian, Vahid; Rao, Chythra R; Rao, Sowmya J; Rath, Goura Kishor; Rawaf, David Laith; Rawaf, Salman; Rawassizadeh, Reza; Razeghinia, Mohammad Sadegh; Rezaei, Nazila; Rezaei, Negar; Rezaei, Nima; Rezapour, Aziz; Riad, Abanoub; Roberts, Thomas J; Romero-Rodríguez, Esperanza; Roshandel, Gholamreza; S, Manjula; S N, Chandan; Saddik, Basema; Saeb, Mohammad Reza; Saeed, Umar; Safaei, Mohsen; Sahebazzamani, Maryam; Sahebkar, Amirhossein; Salek Farrokhi, Amir; Samy, Abdallah M; Santric-Milicevic, Milena M; Sathian, Brijesh; Satpathy, Maheswar; Šekerija, Mario; Senthilkumaran, Subramanian; Seylani, Allen; Shafaat, Omid; Shahsavari, Hamid R; Shamsoddin, Erfan; Sharew, Mequannent Melaku; Sharifi-Rad, Javad; Shetty, Jeevan K; Shivakumar, K M; Shobeiri, Parnian; Shorofi, Seyed Afshin; Shrestha, Sunil; Siddappa Malleshappa, Sudeep K; Singh, Paramdeep; Singh, Jasvinder A; Singh, Garima; Sinha, Dhirendra Narain; Solomon, Yonatan; Suleman, Muhammad; Suliankatchi Abdulkader, Rizwan; Taheri Abkenar, Yasaman; Talaat, Iman M; Tan, Ker-Kan; Tbakhi, Abdelghani; Thiyagarajan, Arulmani; Tiyuri, Amir; Tovani-Palone, Marcos Roberto; Unnikrishnan, Bhaskaran; Vo, Bay; Volovat, Simona Ruxandra; Wang, Cong; Westerman, Ronny; Wickramasinghe, Nuwan Darshana; Xiao, Hong; Yu, Chuanhua; Yuce, Deniz; Yunusa, Ismaeel; Zadnik, Vesna; Zare, Iman; Zhang, Zhi-Jiang; Zoladl, Mohammad; Force, Lisa M; Hugo, Fernando N
IMPORTANCE/UNASSIGNED:Lip, oral, and pharyngeal cancers are important contributors to cancer burden worldwide, and a comprehensive evaluation of their burden globally, regionally, and nationally is crucial for effective policy planning. OBJECTIVE/UNASSIGNED:To analyze the total and risk-attributable burden of lip and oral cavity cancer (LOC) and other pharyngeal cancer (OPC) for 204 countries and territories and by Socio-demographic Index (SDI) using 2019 Global Burden of Diseases, Injuries, and Risk Factors (GBD) Study estimates. EVIDENCE REVIEW/UNASSIGNED:The incidence, mortality, and disability-adjusted life years (DALYs) due to LOC and OPC from 1990 to 2019 were estimated using GBD 2019 methods. The GBD 2019 comparative risk assessment framework was used to estimate the proportion of deaths and DALYs for LOC and OPC attributable to smoking, tobacco, and alcohol consumption in 2019. FINDINGS/UNASSIGNED:In 2019, 370 000 (95% uncertainty interval [UI], 338 000-401 000) cases and 199 000 (95% UI, 181 000-217 000) deaths for LOC and 167 000 (95% UI, 153 000-180 000) cases and 114 000 (95% UI, 103 000-126 000) deaths for OPC were estimated to occur globally, contributing 5.5 million (95% UI, 5.0-6.0 million) and 3.2 million (95% UI, 2.9-3.6 million) DALYs, respectively. From 1990 to 2019, low-middle and low SDI regions consistently showed the highest age-standardized mortality rates due to LOC and OPC, while the high SDI strata exhibited age-standardized incidence rates decreasing for LOC and increasing for OPC. Globally in 2019, smoking had the greatest contribution to risk-attributable OPC deaths for both sexes (55.8% [95% UI, 49.2%-62.0%] of all OPC deaths in male individuals and 17.4% [95% UI, 13.8%-21.2%] of all OPC deaths in female individuals). Smoking and alcohol both contributed to substantial LOC deaths globally among male individuals (42.3% [95% UI, 35.2%-48.6%] and 40.2% [95% UI, 33.3%-46.8%] of all risk-attributable cancer deaths, respectively), while chewing tobacco contributed to the greatest attributable LOC deaths among female individuals (27.6% [95% UI, 21.5%-33.8%]), driven by high risk-attributable burden in South and Southeast Asia. CONCLUSIONS AND RELEVANCE/UNASSIGNED:In this systematic analysis, disparities in LOC and OPC burden existed across the SDI spectrum, and a considerable percentage of burden was attributable to tobacco and alcohol use. These estimates can contribute to an understanding of the distribution and disparities in LOC and OPC burden globally and support cancer control planning efforts.
PMCID:10485745
PMID: 37676656
ISSN: 2374-2445
CID: 5611702

Image collection and annotation platforms to establish a multi-source database of oral lesions

Rajendran, Senthilmani; Lim, Jian Han; Yogalingam, Kohgulakuhan; Kallarakkal, Thomas George; Zain, Rosnah Binti; Jayasinghe, Ruwan Duminda; Rimal, Jyotsna; Kerr, Alexander Ross; Amtha, Rahmi; Patil, Karthikeya; Welikala, Roshan Alex; Lim, Ying Zhi; Remagnino, Paolo; Gibson, John; Tilakaratne, Wanninayake Mudiyanselage; Liew, Chee Sun; Yang, Yi-Hsin; Barman, Sarah Ann; Chan, Chee Seng; Cheong, Sok Ching
OBJECTIVE:To describe the development of a platform for image collection and annotation that resulted in a multi-sourced international image dataset of oral lesions to facilitate the development of automated lesion classification algorithms. MATERIALS AND METHODS/METHODS:We developed a web-interface, hosted on a web server to collect oral lesions images from international partners. Further, we developed a customised annotation tool, also a web-interface for systematic annotation of images to build a rich clinically labelled dataset. We evaluated the sensitivities comparing referral decisions through the annotation process with the clinical diagnosis of the lesions. RESULTS:ANNOTATE, to mark the lesion and to collect clinical labels. The sensitivity in referral decision for all lesions that required a referral for cancer management/surveillance was moderate to high depending on the type of lesion (64.3%-100%). CONCLUSION/CONCLUSIONS:This is the first description of a database with clinically labelled oral lesions. This database could accelerate the improvement of AI algorithms that can promote the early detection of high-risk oral lesions.
PMID: 35398971
ISSN: 1601-0825
CID: 5206212