1.A randomized controlled trial on the efficacy of ultraviolet index education on sunscreen use among patients in a tertiary hospital in Manila
Gail Josephine F. Boco ; Bernardita O. Policarpio ; Angelica I. Guzman-hernandez
Journal of Medicine University of Santo Tomas 2025;9(1):1635-1653
RATIONALE
Skin cancer is the most common cancer in fair-skinned populations. Overall, strategies focus on modifiable risk factors such as reducing ultraviolet (UV) radiation exposure through physical, topical or systemic protection. Currently, data on knowledge, attitude and practices of Filipino patients on UV index in relation to sun protection is unavailable.
OBJECTIVESThe objective of this study is to improve sunscreen use among patients seen in a tertiary hospital in Manila, specifically after UV index education.
METHODOLOGY AND POPULATIONThe study will be conducted among patients at the outpatient department of the University of Santo Tomas Hospital, Department of Dermatology, after UV index education. Patients who will be included are aged 18 to 65 years old, belonging to both sexes and able to understand English or Filipino. The exclusion criteria includes children, elderly greater than the age of 65, prisoners, mentally handicapped or those with incurable diseases.
TIME FRAME3 weeks
EXPECTED OUTCOMESThe outcome is the improvement in sunscreen use among patients seen in a tertiary hospital in Manila, specifically after UV index education.
Human ; Male ; Female ; Radiation Exposure ; Sunscreening Agents ; Dermatology
2.Integrated multiomics reveal mechanism of Aidi Injection in attenuating doxorubicin-induced cardiotoxicity.
Yan-Li WANG ; Yu-Jie TU ; Jian-Hua ZHU ; Lin ZHENG ; Yong HUANG ; Jia SUN ; Yong-Jun LI ; Jie PAN ; Chun-Hua LIU ; Yuan LU
China Journal of Chinese Materia Medica 2025;50(8):2245-2259
The combination of Aidi Injection(ADI) and doxorubicin(DOX) is a common strategy in the treatment of cancer, which can achieve synergistic anti-tumor effects while attenuating the cardiotoxicity caused by DOX. This study aims to investigate the mechanism of ADI in attenuating DOX-induced cardiotoxicity by multi-omics. DOX was used to induce cardiotoxicity in mice, and the cardioprotective effects of ADI were evaluated based on biochemical indicators and pathological changes. Based on the results, transcriptomics, proteomics, and metabolomics were employed to analyze the changes of endogenous substances in different physiological states. Furthermore, data from multiple omics were integrated to screen key regulatory pathways by which ADI attenuated DOX-induced cardiotoxicity, and important target proteins were selected for measurement by ELISA kits and immunohistochemical analysis. The results showed that ADI significantly reduced the levels of cardiac troponin T(cTnT) and N-terminal pro-B-type natriuretic peptide(NT-proBNP) and effectively ameliorated myocardial fibrosis and intracellular vacuolization, indicating that ADI showed therapeutic effect on DOX-induced cardiotoxicity. The transcriptomics analysis screened out a total of 400 differentially expressed genes(DEGs), which were mainly enriched in inflammatory response, oxidative stress, and myocardial fibrosis. After proteomics analysis, 70 differentially expressed proteins were selected, which were mainly enriched in the inflammatory response, cardiac function, and energy metabolism. A total of 51 differentially expressed metabolites were screened by the metabolomics analysis, and they were mainly enriched in multiple signaling pathways, including the inflammatory response, lipid metabolism, and energy metabolism. The integrated data of multiple omics showed that linoleic acid metabolism, arachidonic acid metabolism, and glycerophosphate metabolism pathways played an important role in DOX-induced cardiotoxicity, and ADI may exert therapeutic effects by modulating these pathways. Target validation experiments suggested that ADI significantly regulated abnormal protein levels of cyclooxygenase-1(COX-1), cyclooxygenase-2(COX-2), prostaglandin H2(PGH2), and prostaglandin D2(PGD2) in the model group. In conclusion, ADI may attenuate DOX-induced cardiotoxicity by regulating linoleic acid metabolism, arachidonic acid metabolism, and glycerophosphate metabolism, thus alleviating inflammation of the body.
Doxorubicin/toxicity*
;
Animals
;
Mice
;
Cardiotoxicity/genetics*
;
Drugs, Chinese Herbal/administration & dosage*
;
Male
;
Proteomics
;
Metabolomics
;
Injections
;
Humans
;
Multiomics
3.Research progress on predicting radiation pneumonia based on four-dimensional computed tomography ventilation imaging in lung cancer radiotherapy.
Yuyu LIU ; Li WANG ; Yanping GAO ; Xiang PAN ; Meifang YUAN ; Bingbing HE ; Han BAI ; Wenbing LYU
Journal of Biomedical Engineering 2025;42(4):863-870
Lung cancer is the leading cause of cancer-related deaths worldwide. Radiation pneumonitis is a major complication in lung cancer radiotherapy. Four-dimensional computed tomography (4DCT) imaging provides dynamic ventilation information, which is valuable for lung function assessment and radiation pneumonitis prevention. Many methods have been developed to calculate lung ventilation from 4DCT, but a systematic comparison is lacking. Prediction of radiation pneumonitis using 4DCT-based ventilation is still in an early stage, and no comprehensive review exists. This paper presented the first systematic comparison of functional lung ventilation algorithms based on 4DCT over the past 15 years, highlighting their clinical value and limitations. It then reviewed multimodal approaches combining 4DCT ventilation imaging, dose metrics, and clinical data for radiation pneumonitis prediction. Finally, it summarized current research and future directions of 4DCT in lung cancer radiotherapy, offering insights for clinical practice and further studies.
Humans
;
Lung Neoplasms/diagnostic imaging*
;
Four-Dimensional Computed Tomography/methods*
;
Radiation Pneumonitis/etiology*
;
Algorithms
;
Lung/radiation effects*
;
Pulmonary Ventilation
4.Experimental study on promotion of skin radiation damage repair by icarin via HIF-2α/VEGF/Notch pathway to enhance the paracrine function of adipose-derived stem cells.
Yuer ZUO ; Shuangyi LI ; Siyu TAN ; Xiaohao HU ; Zhou LI ; Haoxi LI
Chinese Journal of Reparative and Reconstructive Surgery 2025;39(7):881-890
OBJECTIVE:
To investigate the effectiveness and preliminary mechanisms of icariin (ICA) in enhancing the reparative effects of adipose-derived stem cells (ADSCs) on skin radiation damagies in rats.
METHODS:
Twelve SPF-grade Sprague Dawley rats [body weight (220±10) g] were subjected to a single dose of 10 Gy X-ray irradiation on a 1.5 cm×1.5 cm area of their dorsal skin, with a dose rate of 200 cGy/min to make skin radiation damage model. After successful modelling, the rats were randomly divided into 4 groups ( n=3), and on day 2, the corresponding cells were injected subcutaneously into the irradiated wounds: group A received 0.1 mL of rat ADSCs (1×10 7cells/mL), group B received 0.1 mL of rat ADSCs (1×10 7cells/mL)+1 μmol/L ICA (0.1 mL), group C received 0.1 mL of rat ADSCs (1×10 7cells/mL) pretreated with a hypoxia-inducible factor 2α (HIF-2α) inhibitor+1 μmol/L ICA (0.1 mL), and group D received 0.1 mL of rat ADSCs (1×10 7cells/mL) pretreated with a Notch1 inhibitor+1 μmol/L ICA (0.1 mL). All treatments were administered as single doses. The skin injury in the irradiated areas of the rats was observed continuously from day 1 to day 7 after modelling. On day 28, the rats were sacrificed, and skin tissues from the irradiated areas were harvested for histological examination (HE staining and Masson staining) to assess the repair status and for quantitative collagen content detection. Immunohistochemical staining was performed to detect CD31 expression, while Western blot and real-time fluorescence quantitative PCR (qRT-PCR) were used to measure the protein and mRNA relative expression levels of vascular endothelial growth factor (VEGF), platelet-derived growth factor BB (PDGF-BB), fibroblast growth factor 2 (FGF-2), interleukin 10 (IL-10), transforming growth factor β (TGF-β), HIF-2α, and Notch1, 2, and 3.
RESULTS:
All groups exhibited skin ulcers and redness after irradiation. On day 3, exudation of tissue fluid was observed in all groups. On day 7, group B showed significantly smaller skin injury areas compared to the other 3 groups. On day 28, histological examination revealed that the epidermis was thickened and the dermal fibers were slightly disordered with occasional inflammatory cell aggregation in group A. In group B, the epidermis appeared more normal, the dermal fibers were more orderly, and there was an increase in new blood vessels without significant inflammatory cell aggregation. In contrast, groups C and D showed significantly increased epidermal thickness, disordered and disrupted dermal fibers. Group B had higher collagen fiber content than the other 3 groups, and group D had lower content than group A, with significant differences ( P<0.05). Immunohistochemical staining showed that group B had significantly higher CD31 expression than the other 3 groups, while groups C and D had lower expression than group A, with significant differences ( P<0.05). Western blot and qRT-PCR results indicated that group B had significantly higher relative expression levels of VEGF, PDGF-BB, FGF-2, IL-10, TGF-β, HIF-2α, and Notch1, 2, and 3 proteins and mRNAs compared to the other 3 groups ( P<0.05).
CONCLUSION
ICA may enhance the reparative effects of ADSCs on rat skin radiation damage by promoting angiogenesis and reducing inflammatory responses through the HIF-2α-VEGF-Notch signaling pathway.
Animals
;
Rats, Sprague-Dawley
;
Skin/pathology*
;
Rats
;
Vascular Endothelial Growth Factor A/genetics*
;
Basic Helix-Loop-Helix Transcription Factors/genetics*
;
Signal Transduction
;
Flavonoids/pharmacology*
;
Adipose Tissue/cytology*
;
Stem Cells/cytology*
;
Receptors, Notch/metabolism*
;
Radiation Injuries, Experimental/metabolism*
;
Wound Healing/drug effects*
;
Male
5.Protective Effects of Low-Dose Irradiated Autologous Peripheral Blood Reinfusion on Radiation -Induced Leukopenia in Rats: An Experimental Study.
Gao-Feng HE ; Shuang GE ; Li-Ping SUN ; De-Qing WANG ; Yang YU
Journal of Experimental Hematology 2025;33(2):511-519
OBJECTIVE:
To investigate the effects of low-dose irradiated autologous peripheral blood reinfusion (LDIAPBR) on a rat model of radiation-induced leukopenia.
METHODS:
The rats were randomly divided into four groups. In the LDIAPBR group, LDIAPBR was performed 1 day before modeling (10% of the total circulating blood volume was withdrawn, irradiated with 100 mGy ex vivo, and completely reinfused). Meanwhile, the normal group and model group only underwent blood withdrawal and reinfusion of the same proportion without blood irradiation. Except for the normal group, all groups were subjected to 1 Gy X-ray whole-body irradiation to establish a radiation-induced leukopenia rat model. The positive drug group received subcutaneous injection of rhG-CSF after modeling. It was monitored that the general condition of the rats, peripheral blood cell counts, immune organ indices, bone marrow nucleated cell counts and viability, and the pathological analysis of bone marrow sections was conducted.
RESULTS:
The LDIAPBR group exhibited significant improvements in overall condition compared to the model group. Notably, compared with the model group, peripheral blood leukocyte and lymphocyte counts were markedly higher in the LDIAPBR group. Furthermore, there was a significant increase in both the number and viability of nucleated cells in the bone marrow. Pathological examination of bone marrow sections revealed increased nucleated cell density and reduced cavity area in the LDIAPBR group.
CONCLUSION
LDIAPBR can effectively improve hematological parameters and bone marrow hematopoietic function in a rat model of radiation-induced leukopenia, providing a new approach for the prevention and treatment of radiation-related injuries.
Animals
;
Leukopenia/prevention & control*
;
Rats
;
Blood Transfusion, Autologous
;
Whole-Body Irradiation
;
Radiation Injuries, Experimental/therapy*
6.Dietary exposure levels to 134Cs, 137Cs, 90Sr, and 239+240Pu in Japan after the Fukushima Daiichi Nuclear Power Plant accident: a duplicate portion study for fiscal years 2012-2014.
Hiroshi TERADA ; Ikuyo IIJIMA ; Sadaaki MIYAKE ; Tomoko OTA ; Ichiro YAMAGUCHI ; Hiroko KODAMA ; Hideo SUGIYAMA
Environmental Health and Preventive Medicine 2025;30():48-48
BACKGROUND:
Since the accident at Fukushima Daiichi Nuclear Power Plant (FDNPP), concerns have arisen in Japan regarding the presence of radionuclides in food. Moreover, exposure levels to 90Sr and Pu isotopes in adults and those to 134Cs+137Cs, 90Sr, and Pu (where Cs, Sr, and Pu are cesium, strontium, and plutonium, respectively) in children have not been examined. Therefore, this study employed a duplicate portion approach to examine dietary exposure levels of radionuclides in adults and children following the FDNPP accident.
METHODS:
The study spanned fiscal years 2012-2014 and was conducted in 10 prefectures: Hokkaido, Iwate, Miyagi, Fukushima, Ibaraki, Saitama, Tokyo, Kanagawa, Osaka, and Kochi. The participants provided portions of their meals for two non-consecutive days and completed questionnaires on the meal items. The activity concentrations of 134Cs, 137Cs, 90Sr, and 239+240Pu, which are targets of standard limits for radionuclides in foods in Japan, were determined according to the Radioactivity Measurement Series. The daily intake was calculated based on the radionuclide activity concentrations in the duplicate portion samples, and the committed effective doses were estimated using dose coefficients for the ingestion of each radionuclide provided by the International Commission on Radiological Protection.
RESULTS:
Approximately 80 duplicate samples were obtained in each fiscal year, and 242 samples were collected. The highest summed activity concentration of 134Cs and 137Cs was 11 Bq/kg, which was recorded in Date City (child) in 2013; this level was approximately one-ninth of the standard limit for general foods (100 Bq/kg). The committed effective dose from annual ingestion of the sample described above was 74 µSv, approximately 14 times lower than the maximum permissible level of 1 mSv/y. Pu was not detected and the 90Sr activity concentrations were similar to those before the FDNPP accident.
CONCLUSIONS
For the samples examined in the present study, the 134Cs, 137Cs, 90Sr, and 239+240Pu dietary exposure levels were considerably lower than the regulatory levels and may not pose a health risk.
Fukushima Nuclear Accident
;
Cesium Radioisotopes/analysis*
;
Humans
;
Japan
;
Dietary Exposure/statistics & numerical data*
;
Adult
;
Plutonium/analysis*
;
Child
;
Food Contamination, Radioactive/analysis*
;
Strontium Radioisotopes/analysis*
;
Male
;
Female
;
Middle Aged
;
Child, Preschool
;
Radiation Monitoring
;
Young Adult
;
Adolescent
;
Aged
;
Radiation Exposure/analysis*
7.Hesperetin alleviates doxorubicin-induced cardiotoxicity by regulating the AMPK/NLRP3 pathway.
Aili YAN ; Mengyao LUO ; Jinrui CHANG ; Xinhua LI ; Juanxia ZHU
Journal of Southern Medical University 2025;45(9):1850-1858
OBJECTIVES:
To verify whether hesperetin (Hes) alleviates doxorubicin (DOX)-induced cardiotoxicity by reducing inflammation via regulating the AMPK/NLRP3 pathway.
METHODS:
C57/bl6 mice and H9c2 cells treated with DOX to mimic cardiotoxicity were randomly divided into Sham (or control) group, DOX group, DOX+Hes group, DOX+Hes+compound C (CC, an AMPK inhibitor) group. Cardiac function and myocardial pathologies of the mice were evaluated, and the changes in H9c2 cell morphology and viability were assessed. Lactate dehydrogenase (LDH) activity in mouse myocardial tissues and H9c2 cells was measured using ELISA, and H9c2 cell apoptosis was detected with TUNEL staining. In both H9c2 cells and the myocardial tissues of the mice, cellular expression levels of TNF-α, IL-6 and IL-1β mRNAs and cleaved caspase-3, Bcl2, Bax, IL-1β, IL-18, p-AMPK, AMPK, p-mTOR, mTOR, NLRP3, ASC and caspase-1 proteins were detected using RT-PCR and Western blotting.
RESULTS:
DOX treatment caused cell swelling, decreased cell viability and increased LDH activity in H9c2 cells, resulting also in significantly increased cell apoptosis and cleaved caspase-3 expression and decreased Bcl2/Bax ratio. The DOX-treated mice showed obvious myocardial fiber swelling and inflammatory infiltration, decreased cardiac function and significantly increased myocardial LDH activity. In H9c2 cells, DOX treatment significantly increased the mRNA expressions of TNF-α, IL-6 and IL-1β and protein expressions of IL-1β and IL-18, lowered the expressions of p-AMPK and p-mTOR, and increased the expressions of NLRP3, ASC and caspase-1. Hes treatment obviously reduced these toxic effects of DOX in H9c2 cells, but its protective effects were blocked by application of compound C.
CONCLUSIONS
Hes reduces DOX-induced cardiotoxicity by inhibiting inflammation via regulating the AMPK/NLRP3 pathway.
Animals
;
Doxorubicin/toxicity*
;
NLR Family, Pyrin Domain-Containing 3 Protein/metabolism*
;
Mice, Inbred C57BL
;
Mice
;
Signal Transduction/drug effects*
;
Cardiotoxicity
;
AMP-Activated Protein Kinases/metabolism*
;
Apoptosis/drug effects*
;
Cell Line
;
Myocytes, Cardiac/drug effects*
;
Rats
8.Study on the effects of telomerase reverse transcriptase in alleviating doxorubicin induced cardiotoxicity.
Qingqing GU ; Qianwe CHEN ; Yu WANG ; Dabei CAI ; Tingting XIAO ; Qingjie WANG ; Ling SUN
Chinese Critical Care Medicine 2025;37(6):583-589
OBJECTIVE:
To investigate the role of telomerase reverse transcriptase (TERT) in alleviating doxorubicin (DOX)-induced cardiotoxicity.
METHODS:
(1) Cell experiments: rat H9c2 cardiomyocytes were divided into control group (CON group), null adenovirus transfection group (NC group), TERT overexpression adenovirus transfection group (TERT group), DOX group (treated with 1 μmol/L DOX for 12 hours), DOX+NC group, and DOX+TERT group (null adenovirus or TERT overexpression adenovirus were transfected for 24 hours and then treated with 1 μmol/L DOX for 12 hours). The mRNA expression of TERT in cardiomyocytes was detected by real-time fluorescence quantitative polymerase chain reaction (RT-qPCR). The level of mitochondrial membrane potential was detected by immunofluorescence. The expression levels of intracellular Bax, Bcl-2, microtubule-associated protein 1 light chain 3 (LC3) and p62 were detected by Western blotting. (2) Animal experiments: male C57BL/6 mice were randomly divided into a sham operation group (Sham group), DOX group (acute cardiotoxicity model was constructed by intraperitoneal injection of DOX 15 mg/kg), DOX+NC group and DOX+TERT group (modeled after transfection with airborne adenovirus or TERT overexpression adenovirus for 7 days). After 7 days of modeling, the area of myocardial fibrosis was detected by Sirius scarlet staining, and cardiac function was detected by echocardiography.
RESULTS:
(1) Cellular experiments: the mRNA expression level of TERT was significantly higher in the TERT group compared with the CON and NC groups. Compared with the CON group, the TERT mRNA expression level of cardiomyocytes in the DOX group and the DOX+NC group were significantly lower, the level of mitochondrial membrane potential was significantly lower, the protein expressions of Bax and LC3 were significantly increased, and the protein expressions of Bcl-2 and p62 were significantly decreased. No significant differences were found between the DOX group and DOX+NC group. Compared with the DOX group and DOX+NC group, the TERT mRNA expression level was increased in the DOX+TERT group (relative expression: 1.02±0.10 vs. 0.61±0.05, 0.54±0.03, both P < 0.05), the level of mitochondrial membrane potential was significantly increased (1.14±0.05 vs. 0.96±0.01, 0.96±0.01, both P < 0.05), the protein expressions of Bax and LC3 were significantly decreased, and the protein expressions of Bcl-2 and p62 were significantly increased (Bax/β-actin: 0.88±0.01 vs. 1.31±0.02, 1.26±0.01; LC3-II/I: 2.16±0.05 vs. 2.64±0.06, 2.58±0.02; Bcl-2/β-actin: 0.65±0.01 vs. 0.40±0.01, 0.41±0.01; p62/β-actin: 0.45±0.01 vs. 0.23±0.02, 0.29±0.01; all P < 0.05). (2) Animal experiments: compared with the Sham group, the percentage of myocardial fibrosis area was significantly increased and left ventricular ejection fraction (LVEF) and fractional shortening (FS) were significantly decreased in the DOX group and DOX+NC group. Compared with the DOX group and DOX+NC group, the percentage of myocardial fibrotic area was significantly decreased in the DOX+TERT group (%: 2.33±0.06 vs. 3.76±0.07, 3.87±0.06, both P < 0.05), and the LVEF and FS were significantly increased [LVEF (%): 67.00±1.14 vs. 54.60±1.57, 53.40±2.18; FS (%): 38.60±0.51 vs. 30.60±1.10, 30.00±0.71; all P < 0.05].
CONCLUSION
Up-regulation of TERT expression can inhibit DOX-induced cardiomyocyte autophagy and apoptosis, attenuate DOX-induced myocardial fibrosis in mice, improve cardiac function, and thus alleviate DOX-induced cardiotoxicity.
Animals
;
Doxorubicin/toxicity*
;
Telomerase/metabolism*
;
Myocytes, Cardiac/metabolism*
;
Rats
;
Male
;
Cardiotoxicity
;
Mice, Inbred C57BL
;
Mice
;
Membrane Potential, Mitochondrial
;
Adenoviridae
;
bcl-2-Associated X Protein/metabolism*
;
Proto-Oncogene Proteins c-bcl-2/metabolism*
;
Transfection
;
Apoptosis
9.Clinical study on low-energy semiconductor laser treatment in the promotion of wound healing after maxillofacial fracture surgery.
Maojing XIONG ; Lu YANG ; Liyuan MA ; Lei LIU ; Bo YANG
West China Journal of Stomatology 2025;43(1):68-75
OBJECTIVES:
This study aims to evaluate the clinical effect of low-energy semiconductor laser treatment on the promotion of wound healing after maxillofacial fracture surgery.
METHODS:
A prospective randomized controlled study was conducted. Patients with maxillofacial fractures who were hospitalized in the Department of Trauma and Plastic Surgery, West China Hospital of Stomatology, Sichuan University, from August 2021 to June 2023 were selected as the study subjects and randomly divided into experimental and control groups. The experimental group was treated with a low-energy semiconductor laser once a day for six consecutive days after daily routine dressing change on the first day after surgery. The control group only underwent routine dressing change treatment and did not receive low-energy semiconductor laser treatment. Wound healing times, wound healing conditions, modified Stony Brook scar evaluation scale (mSBSES) scores, pain indices, and wound infection rates were compared between the two groups.
RESULTS:
A total of 211 patients were included in this study. A total of 104 and 107 cases comprised the experimental and control groups, respectively. A total of 128 males and 83 females were included. After low-energy semiconductor laser treatment, the facial skin wound healing time of the experimental group was found to be significantly shorter than that of the control group (P<0.05). Moreover, the wound grade A healing rate of the experimental group was higher than that of the control group on the seventh day after surgery (P<0.05). Among postoperative facial skin wound evaluation indices, the mSBSES scores of the experimental group at all observation points were higher than those of the control group (P<0.05), and the scores of the experimental group were higher than those of the control group in terms of wound width reduction, height reduction, color lightening, and incision line loss (P<0.05). In postoperative wound pain evaluation, the pain index of the experimental group after low-energy semiconductor laser treatment was significantly lower than that of the control group (P<0.05). No significant difference in wound infection rates was found between the two groups (P>0.05).
CONCLUSIONS
For facial skin wounds in maxillofacial fracture surgery, low-energy semiconductor laser treatment can effectively promote wound healing, improve wound healing quality, fade scars, and relieve wound pain.
Humans
;
Wound Healing/radiation effects*
;
Male
;
Female
;
Lasers, Semiconductor/therapeutic use*
;
Prospective Studies
;
Adult
;
Middle Aged
;
Low-Level Light Therapy
;
Maxillofacial Injuries/surgery*
;
Young Adult
10.Performance of multi-modality and multi-classifier fusion models for predicting radiation-induced oral mucositis in patients with nasopharyngeal carcinoma.
Yue HU ; Yu ZENG ; Linjing WANG ; Zhiwei LIAO ; Jianming TAN ; Yanhao KUANG ; Pan GONG ; Bin QI ; Xin ZHEN
Journal of Southern Medical University 2024;44(12):2434-2442
OBJECTIVES:
To evaluate the performance of different multi-modality fusion models for predicting radiation-induced oral mucositis (RIOM) following radiotherapy in patients with nasopharyngeal carcinoma (NPC).
METHODS:
We retrospectively collected the data from 198 patients with locally advanced NPC who experienced RIOM following radiotherapy at the Affiliated Tumor Hospital of Guangzhou Medical University from September, 2022 to February, 2023. Based on oral radiation dose-volume parameters and clinical features of NPC, basic classification models were developed using different combinations of feature selection algorithms and classifiers and integrated using a multi-criterion decision-making (MCDM)-based classifier fusion (MCF) strategy and its variant, the H-MCF model. The basic classification models, MCF model, the H-MCF model with a single modality or multiple modalities and other ensemble classifiers were compared for performances for predicting RIOM by assessing the area under the ROC curve (AUC), accuracy, sensitivity, and specificity.
RESULTS:
The H-MCF model, which integrated multi-modality features, achieved the highest accuracy for predicting severe RIOM with an AUC of 0.883, accuracy of 0.850, sensitivity of 0.933, and specificity of 0.800.
CONCLUSIONS
Compared with each of the individual classifiers, the multimodal multi-classifier fusion algorithm combining clinical and dosimetric modalities demonstrates superior performance in predicting the incidence of severe RIOM in NPC patients following radiotherapy.
Humans
;
Nasopharyngeal Carcinoma/radiotherapy*
;
Nasopharyngeal Neoplasms/radiotherapy*
;
Retrospective Studies
;
Stomatitis/diagnosis*
;
Algorithms
;
Radiation Injuries/diagnosis*
;
Female
;
Male
;
ROC Curve


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