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1.
Med Image Anal ; 94: 103153, 2024 May.
Article in English | MEDLINE | ID: mdl-38569380

ABSTRACT

Monitoring the healing progress of diabetic foot ulcers is a challenging process. Accurate segmentation of foot ulcers can help podiatrists to quantitatively measure the size of wound regions to assist prediction of healing status. The main challenge in this field is the lack of publicly available manual delineation, which can be time consuming and laborious. Recently, methods based on deep learning have shown excellent results in automatic segmentation of medical images, however, they require large-scale datasets for training, and there is limited consensus on which methods perform the best. The 2022 Diabetic Foot Ulcers segmentation challenge was held in conjunction with the 2022 International Conference on Medical Image Computing and Computer Assisted Intervention, which sought to address these issues and stimulate progress in this research domain. A training set of 2000 images exhibiting diabetic foot ulcers was released with corresponding segmentation ground truth masks. Of the 72 (approved) requests from 47 countries, 26 teams used this data to develop fully automated systems to predict the true segmentation masks on a test set of 2000 images, with the corresponding ground truth segmentation masks kept private. Predictions from participating teams were scored and ranked according to their average Dice similarity coefficient of the ground truth masks and prediction masks. The winning team achieved a Dice of 0.7287 for diabetic foot ulcer segmentation. This challenge has now entered a live leaderboard stage where it serves as a challenging benchmark for diabetic foot ulcer segmentation.


Subject(s)
Diabetes Mellitus , Diabetic Foot , Humans , Diabetic Foot/diagnostic imaging , Neural Networks, Computer , Benchmarking , Image Processing, Computer-Assisted/methods
2.
Eur J Health Econ ; 21(7): 1105-1116, 2020 Sep.
Article in English | MEDLINE | ID: mdl-32506280

ABSTRACT

OBJECTIVES: We conduct a cost-utility analysis of inotuzumab ozogamicin (INO) versus chemotherapy as the standard of care (SOC) for adults with relapsed or refractory B cell acute lymphoblastic leukemia. METHODS: A Markov model incorporating transition probabilities between health states was applied to simulate disease progression. The model inputs, including overall survival, progression-free survival, and utility parameters, were obtained from the INO-VATE ALL trial and literatures. The Taiwan Cancer Registry Database and the Health and Welfare Database were utilized to identify the patient cohort and medical costs from the perspective of National Health Insurance Administration. The lifetime medical costs (in 2017 US dollars), quality-adjusted life years (QALYs) gained, and associated incremental cost-effectiveness ratio (ICER) were the main study outcomes. RESULTS: The lifetime medical costs for INO and SOC were $176,795 and $69,496, and the QALYs gained were 2.25 and 0.84, respectively. The ICER for INO versus SOC was $76,044 per QALY gained, which is slightly more than three times Taiwan's gross domestic product per capita (i.e., $73,224). Favorable economic results for INO versus SOC were found with an increased time horizon for model simulation, less discounting for the future benefit, and higher stem cell transplantation (SCT) rate after INO treatment; and among patients aged less than 55 years, with no SCT history, or in the first salvage treatment. CONCLUSIONS: INO versus SOC has higher costs but is more effective. The use of INO is favorable for patients in the early treatment course and when more future benefit associated with INO is considered.


Subject(s)
Antineoplastic Agents, Immunological/economics , Antineoplastic Agents, Immunological/therapeutic use , Inotuzumab Ozogamicin/economics , Inotuzumab Ozogamicin/therapeutic use , Precursor Cell Lymphoblastic Leukemia-Lymphoma/drug therapy , Antineoplastic Agents, Immunological/adverse effects , Antineoplastic Combined Chemotherapy Protocols/economics , Cost-Benefit Analysis , Health Expenditures/statistics & numerical data , Health Resources/economics , Health Resources/statistics & numerical data , Health Services/economics , Health Services/statistics & numerical data , Humans , Inotuzumab Ozogamicin/adverse effects , Markov Chains , Models, Econometric , Precursor Cell Lymphoblastic Leukemia-Lymphoma/mortality , Progression-Free Survival , Quality-Adjusted Life Years , Taiwan
3.
Int J Cancer ; 147(4): 1107-1116, 2020 08 15.
Article in English | MEDLINE | ID: mdl-31854456

ABSTRACT

The study was to compare the effectiveness of different epidermal growth factor receptor-tyrosine kinase inhibitors (EGFR-TKIs) in patients with advanced non-small-cell lung cancer (NSCLC) and received EGFR-TKIs as first-line therapy. This retrospective cohort study was conducted using data from real-world settings. Patients with stage IIIB and IV NSCLC and first received gefitinib, erlotinib, or afatinib between 2011 and 2015 were included. The date of the first claim for EGFR-TKIs was set as the index date. Study endpoints were all-cause death and treatment failure that was defined when patients added on or switched to chemotherapy or terminal care. A total of 5,940 patients, including 3,982 (67.0%) receiving gefitinib, 1,207 (20.3%) receiving erlotinib, and 751 (12.7%) receiving afatinib, were eligible for this study. The 1-year overall survival (OS) rates for gefitinib, erlotinib, and afatinib groups were 74% (95% confidence interval [CI]: 72-75%), 75% (95% CI: 73-77%), and 80% (95% CI: 77-83%), respectively. Compared to gefitinib, afatinib was associated with a lower risk of all-cause death (adjusted hazard ratio [aHR] = 0.82, 95% CI: 0.72-0.93) but not erlotinib (aHR = 0.95, 95% CI: 0.86-1.05). Similar results were also found regarding the effectiveness of treatment. All the three EGFR-TKIs showed no differences for both outcomes among patients with an Eastern Cooperative Oncology Group Performance Score of 2. The real-world data exhibited afatinib was more likely to be used for younger patients in a better condition than other EGFR inhibitors, and observed prolonged OS and treatment effectiveness compared to gefitinib after performing a multivariate Cox regression analysis.


Subject(s)
Carcinoma, Non-Small-Cell Lung/drug therapy , Lung Neoplasms/drug therapy , Protein Kinase Inhibitors/therapeutic use , Adult , Afatinib/therapeutic use , Aged , Carcinoma, Non-Small-Cell Lung/genetics , ErbB Receptors/antagonists & inhibitors , ErbB Receptors/genetics , ErbB Receptors/metabolism , Erlotinib Hydrochloride/therapeutic use , Female , Gefitinib/therapeutic use , Humans , Lung Neoplasms/genetics , Male , Middle Aged , Mutation , Retrospective Studies , Survival Analysis , Taiwan , Treatment Outcome , Young Adult
4.
Acta Biomater ; 86: 280-290, 2019 03 01.
Article in English | MEDLINE | ID: mdl-30616077

ABSTRACT

Recently, novel approaches for the delivery of therapeutic antibodies have attracted much attention, especially sustained release formulations. However, sustained release formulations capable of carrying a high antibody load remain a challenge for practical use. In this study, a novel injectable hydrogel composed of maleimide-modified γ-polyglutamic acid (γ-PGA-MA) and thiol end-functionalized 4-arm poly(ethylene glycol) (4-arm PEG-SH) was developed for the subcutaneous delivery of trastuzumab. γ-PGA-MA and 4-arm PEG-SH formed a hydrogel through thiol-maleimide reactions, which had shear-thinning properties and reversible rheological behaviors. Moreover, a high content of trastuzumab (>100 mg/mL) could be loaded into this hydrogel, and trastuzumab demonstrated a sustained release over several weeks through electrostatic attraction. In addition, trastuzumab released from the hydrogel had adequate stability in terms of its structural integrity, binding bioactivity, and antiproliferative effect on BT-474 cells. Pharmacokinetic studies demonstrated that trastuzumab-loaded hydrogel (Her-hydrogel-10, composed of 1.5% γ-PGA-MA, 1.5% 4-arm PEG-SH, and 10 mg/mL trastuzumab) and trastuzumab/Zn-loaded hydrogel (Her/Zn-hydrogel-10, composed of 1.5% γ-PGA-MA, 1.5% 4-arm PEG-SH, 5 mM ZnCl2, and 10 mg/mL trastuzumab) could lower the maximum plasma concentration (Cmax) than the trastuzumab solution. Furthermore, Her/Zn-hydrogel-10 was better able to release trastuzumab in a controlled manner, which was ascribed to electrostatic attraction and formation of trastuzumab/Zn nanocomplexes. In a BT-474 xenograft tumor model, Her-hydrogel-10 had a similar tumor growth-inhibitory effect as that of the trastuzumab solution. By contrast, Her/Zn-hydrogel-10 exhibited a superior tumor growth-inhibitory capability due to the functionality of Zn. This study demonstrated that this hydrogel has potential as a carrier for the local and systemic delivery of proteins and antibodies. STATEMENT OF SIGNIFICANCE: Recently, novel sustained-release formulations of therapeutic antibodies have attracted much attention. However, these formulations should be able to carry a high antibody load owing to the required high dose, and these formulations remain a challenge for practical use. In this study, a novel injectable chemically cross-linked hydrogel was developed for the subcutaneous delivery of trastuzumab. This novel hydrogel possessed ideal characteristics of loading high content of trastuzumab (>100 mg/mL), sustained release of trastuzumab over several weeks, and maintaining adequate stability of trastuzumab. In vivo studies demonstrated that a trastuzumab-loaded hydrogel possessed the ability of controlled release of trastuzumab and maintained antitumor efficacy same as that of trastuzumab. These results implied that a γ-PGA-MA and 4-arm PEG-SH-based hydrogel has great potential in serving as a carrier for the local or systemic delivery of therapeutic proteins or antibodies.


Subject(s)
Breast Neoplasms/drug therapy , Cross-Linking Reagents/chemistry , Drug Delivery Systems , Hydrogels/chemistry , Injections , Trastuzumab/administration & dosage , Trastuzumab/therapeutic use , Animals , Antineoplastic Agents/pharmacology , Antineoplastic Agents/therapeutic use , Body Weight/drug effects , Breast Neoplasms/pathology , Cell Line, Tumor , Cell Proliferation/drug effects , Cell Survival/drug effects , Drug Liberation , Female , Humans , Maleimides/chemical synthesis , Maleimides/chemistry , Mice, SCID , Polyglutamic Acid/analogs & derivatives , Polyglutamic Acid/chemical synthesis , Polyglutamic Acid/chemistry , Rats, Sprague-Dawley , Rheology , Trastuzumab/chemistry , Trastuzumab/pharmacology , Xenograft Model Antitumor Assays
5.
Sci Rep ; 8(1): 17778, 2018 12 12.
Article in English | MEDLINE | ID: mdl-30542209

ABSTRACT

Efficient gene delivery technologies play an essential role in the gene functional analyses that are necessary for basic and applied researches. Mosquitoes are ubiquitous insects, responsible for transmitting many deadly arboviruses causing millions of human deaths every year. The lack of efficient and flexible gene delivery strategies in mosquitoes are among the major hurdles for the study of mosquito biology and mosquito-pathogen interactions. We found that Autographa californica multiple nucleopolyhedrovirus (AcMNPV), the type baculovirus species, can efficiently transduce mosquito cells without viral propagation, allowing high level gene expression upon inducement by suitable promoters without obvious negative effects on cell propagation and viability. AcMNPV transduces into several mosquito cell types, efficiently than in commonly used mammalian cell lines and classical plasmid DNA transfection approaches. We demonstrated the application of this system by expressing influenza virus neuraminidase (NA) into mosquito hosts. Moreover, AcMNPV can transduce both larvae and adults of essentially all blood-sucking mosquito genera, resulting in bright fluorescence in insect bodies with little or no tissue barriers. Our experiments establish baculovirus as a convenient and powerful gene delivery vector in vitro and in vivo that will greatly benefit research into mosquito gene regulation, development and the study of mosquito-borne viruses.


Subject(s)
Baculoviridae/genetics , Culicidae/genetics , Culicidae/virology , Mosquito Vectors/genetics , Animals , Cell Line , Chlorocebus aethiops , Disease Vectors , Gene Expression/genetics , Gene Transfer Techniques , HEK293 Cells , Humans , Larva/genetics , Larva/virology , Neuraminidase/genetics , Nucleopolyhedroviruses/genetics , Orthomyxoviridae/genetics , Transfection/methods , Vero Cells
6.
Am J Med ; 126(7): 598-606.e2, 2013 Jul.
Article in English | MEDLINE | ID: mdl-23684060

ABSTRACT

BACKGROUND: Despite recent studies that suggested statins' beneficial effects on chronic obstructive pulmonary disease (COPD) outcomes, the impact, if any, of statins on COPD exacerbations remains unclear. This study aimed to examine the association between statin use and risk of hospitalized COPD exacerbation, and to assess whether the association varied by statin initiation, dose, or duration of use. METHODS: A retrospective nested case-control study among patients with COPD was conducted analyzing a nationwide health insurance claims database in Taiwan. Cases were subjects hospitalized for COPD exacerbations; each case was matched to 4 randomly selected controls on age, sex, cohort entry, and number of COPD-related outpatient visits by an incident-density sampling approach. Conditional logistic regressions were employed to quantify the COPD exacerbation risk associated with statin use. RESULTS: The study cohort comprised 14,316 COPD patients, from which 1584 cases with COPD exacerbations and 5950 matched controls were identified. Any use of statins was associated with a 30% decreased risk of COPD exacerbation (95% confidence interval [CI], 0.56-0.88), and current use of statins was related to a greater reduced risk (adjusted odds ratio [OR] 0.60; 95% CI, 0.44-0.81). A dose-dependent reduced risk of COPD exacerbation by statins was observed (medium average daily dose: adjusted OR 0.60; 95% CI, 0.41-0.89; high daily dose: adjusted OR 0.33; 95% CI, 0.14-0.73). The reduced risk remained significant for either short or long duration of statin use. CONCLUSIONS: Statin use was associated with a reduced risk of COPD exacerbation, with a further risk reduction for statins prescribed more recently or at high doses.


Subject(s)
Hydroxymethylglutaryl-CoA Reductase Inhibitors/administration & dosage , Pulmonary Disease, Chronic Obstructive/drug therapy , Aged , Aged, 80 and over , Databases, Factual , Disease Progression , Hospitalization , Humans , Middle Aged , Pharmacoepidemiology/methods , Pulmonary Disease, Chronic Obstructive/epidemiology , Retrospective Studies , Risk , Taiwan/epidemiology
7.
Value Health Reg Issues ; 2(1): 57-63, 2013 May.
Article in English | MEDLINE | ID: mdl-29702854

ABSTRACT

OBJECTIVES: To quantify the annual excess direct medical costs of vision impairment from the perspective of the Bureau of National Health Insurance in Taiwan and to examine whether the costs vary by severity and duration of vision impairment. METHODS: A retrospective matched cohort analysis was conducted by using data from the Longitudinal Health Insurance Databases between January 1, 2000, and December 31, 2008. All patients newly diagnosed with vision impairment were categorized as having moderate vision loss, severe vision loss, or blindness. Each patient with vision impairment was matched to one randomly selected patient with normal vision by age (±1 year) and sex. At each level of vision impairment, generalized linear models were used to quantify the total annual excess costs and component costs incurred in the first and second years. RESULTS: Vision impairment was associated with significantly higher crude excess medical costs. At each level of vision impairment, the total crude medical costs were attributable to different resource utilization and dominated by non-eye-related medical care. After adjusting for covariates, the first-year annual excess costs increased with escalating severity of vision impairment: New Taiwan (NT) $9894 for moderate vision loss, NT $22,760 for severe vision loss, and NT $52,687 for blindness. Similarly, the second-year adjusted costs were estimated as NT $3477, NT $19,532, and NT $28,272 for moderate vision loss, severe vision loss, and blindness, respectively. CONCLUSIONS: Consistent with Western countries, vision impairment is associated with significantly increased health care costs in Taiwan. The excess costs seem to increase with severity of vision impairment and decrease in the second year.

8.
Int J Cardiol ; 158(2): 279-84, 2012 Jul 12.
Article in English | MEDLINE | ID: mdl-22386700

ABSTRACT

BACKGROUND: Cardiovascular safety concerns about inhaled ipratropium bromide have recently been raised. Nonetheless, the specific stroke risk associated with ipratropium use has not been evaluated thoroughly. METHODS: This was a population-based nested case-control study analyzing data from the National Health Insurance Research Database in Taiwan. A cohort of 15,396 newly-diagnosed chronic obstructive pulmonary disease (COPD) patients was included between 2001 and 2007, in which 1477 cases of incident hospitalization for stroke were identified. Each case was individually matched to four randomly-selected controls based on age, sex, and cohort entry date. Conditional logistic regressions were used to estimate the odds ratio (OR) for risk of stroke-related hospitalization associated with ipratropium use. RESULTS: Any use of ipratropium within the 6 months before the index date was associated with an increased risk of stroke compared with nonuse (adjusted OR, 2.02; 95% CI, 1.71 to 2.41). The observed risk remained significant regardless of accumulated doses. Additionally, use of ipratropium within 30 days before the index date resulted in the greatest risk (adjusted OR, 2.97 95% CI, 2.27 to 3.88). Furthermore, an increased risk of stroke was found for ipratropium regimens involving concomitant use of inhaled short-acting ß(2)-agonists (SABAs; adjusted OR, 2.18; 95% CI, 1.81 to 2.62) or theophyllines (adjusted OR, 1.79; 95% CI, 1.42 to 2.26). CONCLUSIONS: Use of ipratropium is associated with an increased risk of stroke in COPD patients. Clinicians should be alert to that risk when prescribing ipratropium, especially for those receiving ipratropium more recently or those with concomitant use of SABAs or theophyllines.


Subject(s)
Ipratropium/adverse effects , Population Surveillance , Pulmonary Disease, Chronic Obstructive/epidemiology , Stroke/chemically induced , Stroke/epidemiology , Administration, Inhalation , Aged , Aged, 80 and over , Case-Control Studies , Cohort Studies , Female , Humans , Ipratropium/administration & dosage , Male , Middle Aged , Population Surveillance/methods , Retrospective Studies , Risk Factors
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