Health Commission Research Articles

Association of long-term exposure to ozone with cardiovascular mortality and its metabolic mediators: evidence from a nationwide, population-based, prospective cohort study

Previous studies about chronic effects of ozone (O3) on cardiovascular mortality are scarce and inconclusive. We aimed to investigate the association between cardiovascular mortality and a broad range of long-term O3 exposure levels. This analysis included 3,206,871 participants aged 35-75 years enrolled in the ChinaHEART study. Participants were recruited from the 31 provinces of the Chinese mainland between January 2015 and December 2020. The five-year average O3 concentrations before baseline visits were calculated to represent long-term exposure. Over a median follow-up period of 4.7 (interquartile range: 3.7-6.2) years, 35,553 (1.1%) participants died from cardiovascular diseases (CVD). Following multivariable adjustment, nonlinear relationships were identified between O3 concentrations and CVD and ischemic heart disease (IHD) mortality, with inflection points at 85.44 and 88.15μg/m3, respectively. Above these points, a 10.0μg/m3 increase in the O3 level was associated with a 13.9% (hazard ratio [HR]: 1.139, 95% confidence interval [CI]: 1.096-1.184) and 25.0% (HR: 1.250, 95% CI: 1.151-1.357) greater risk of CVD and IHD mortality, respectively. Conversely, O3 exposure exhibited a linear relationship with ischemic stroke mortality. Moreover, the metabolic factors explained more than half of the association between O3 exposure and CVD mortality. Substantial influences of long-term O3 exposure on CVD mortality were identified, with notable mediation proportions attributed to metabolic factors. These findings could facilitate the air quality standard revisions and risk reduction strategy making in the future. This study was supported by the CAMS Innovation Fund for Medical Science (2021-1-I2M-011), the CAMS Innovation Fund for Medical Science (CIFMS, 2022-I2M-C&T-A-010), the National High Level Hospital Clinical Research Funding (2022-GSP-GG-4), the Ministry of Finance of China and National Health Commission of China, the 111 Project from the Ministry of Education of China (B16005).

Practice guideline of influenza vaccination and antiviral drugs use in children(2024 editon)

Influenza is the most common acute respiratory infectious diseases among children in China. The annual seasonal influenza outbreak has a significant impact on children's health, poses a significant disease and socioeconomic burden, and arouses a wide public concern. In recent years, a number of new influenza vaccines and influenza antivirals have been approved for use in children, expanding the choices for prevention and treatment of influenza. Pediatric Infection Group, Chinese Society of Infectious Diseases of Chinese Medical Association and Infection Group, Pediatric Expert Committee of National Health Commission Capacity Building and Continuing Education, and China Clinical Practice Guidelines Alliance Methodology Committee organized a multidisciplinary guideline development group (GDG) consisting of experts in pediatrics, infectious diseases,epidemiologists,health policy,and guideline methodology proposed eight key issues concerning influenza vaccination and antiviral use from a practice perspective. Through research question construction, evidence retrieval and synthesis, evidence appraisal and evidence-to-decision discussion, recommendations and implementation suggestions were formulated. This guideline is intended to provide guidance for pediatricians at different facility levels and healthcare providers engaged in vaccination services,and institutional professionals dealing with prevention and control of infectious diseases.

Co-producing evidence to inform universal health coverage implementation in Ireland: 2019-2024

Abstract Background In 2017, Ireland’s parliamentary health committee published a ten-year health reform plan, entitled Sláintecare, with the aim of delivering universal healthcare. Endorsed by government in 2018, progressing Sláintecare remains government policy in 2024. In 2019, Prof Burke was awarded public funding to co-produce knowledge for the design and implementation of the regions, a key aspect of Sláintecare. In 2020, with the arrival of COVID-19, regional reform was paused and the research pivoted to capture the learning from the COVID-19 health system response to inform Sláintecare. In 2022/3, the research returned to focus on the regions. Methods Foundations’ research resulted in 14 peer-reviewed publications between 2019 and 2023. These were mixed-methods using qualitative and quantitative data and analysis. Coproduction with health system leaders that were devising and implementing the regions and the COVID-19 health system response underpinned the research. Results There are 14 academic publications from the Foundations Research (2019-2023). At the core of co-production is trust and good working relationships. Co-producing research with senior policy makers and implementers has benefits and drawbacks. The benefits include access to resources and data and that the data and knowledge generated are more likely to be adopted. Drawbacks include control over areas researched, denial of access to data and lack of openness to research findings. Producing controversial findings, unpopular with government, minister or health system leaders can also lead to difficulties for the research team. Discussion/conclusions Details of the coproduction process with senior health system and policy leaders will be presented. It will detail specific examples of the research which were initiated by the health system and those that came from the academic research team. It will give examples of how the research influenced the policy making and implementation processes. Key messages • Co-producing research between academics and health system and policy leaders leads to better use of evidence. • Trust and good workign relationships are key to co-producing research that is used in policy making and implementation processes.

Adult decision-making capacity and health research in Aotearoa New Zealand.

The Code of Health and Disability Services Consumers' Rights (the Code)1 and the Health and Disability Commissioner Act (the Act)2 are up for review. The Code currently applies to clinical care, teaching and research. When it was introduced, there were no national mechanisms to govern research, but since then the National Ethics Advisory Committee (NEAC) has developed detailed guidelines and established a network of ethics committees at various institutional levels. As currently written, the Code prohibits research on a patient who lacks capacity unless it is in their "best interests." This precludes some important research. The NEAC guidelines are more nuanced and measured, designed to balance the risks to the patient with the benefits to the community. We argue that the Code and the Act should be amended to allow decisions about research proposals on people who lack capacity to be made by an ethics committee set up by NEAC.

Use of restrictive practices in approved mental health centres in Ireland: consideration of five years of national data.

To evaluate the rates of use of restrictive practices (RPs), such as seclusion and physical restraint, in approved mental health centres (ACs) in Ireland. Examination of data reported to the regulator of mental health in Ireland, the Mental Health Commission (MHC), and the Health Research Board (HRB). There has been a substantial reduction in RP use in Irish ACs between 2018 and 2022. The MHC welcomes this reduction in RP use and considers several possible reasons for this data.

Comparison and analysis of ophthalmic resources and service ability in Shanxi Province in 2014 and 2021

Objective: To compare and analyze the ophthalmic resources and service ability in Shanxi Province in 2014 and 2021, and to provide reference for the development planning of ophthalmology and eye care. Methods: In this cross-sectional study, a questionnaire survey was conducted among all ophthalmic institutions registered in the health administrative department in 11 cities of Shanxi Province by the end of 2014 and 2021 by using the National Ophthalmology Competency Resource Questionnaire (compiled by the Medical Administration and Hospital Authority of the National Health and Wellness Commission). The basic situations of ophthalmic institutions in 2014 and 2021, as well as the human resources, ophthalmic equipment configuration, technology and medical service capabilities, were recorded and compared. The chi-square test was used for statistical analysis. Results: A total of 270 questionnaires for 2014 were collected from 270 ophthalmic institutions, and 292 questionnaires for 2021 from 292 ophthalmic institutions. The institution categories in 2014 (197 general hospitals, 31 eye hospitals and 42 others) were statistically different from those in 2021 (182 general hospitals, 45 eye hospitals and 65 others) (P<0.05). The proportion of doctors with senior titles in ophthalmic institutions increased from 25.5% (346/1 358) in 2014 to 41.7% (580/1 391) in 2021, the proportion of senior technicians increased from 9.4% (14/148) to 25.3% (110/435), the proportion of doctors with junior titles decreased from 42.1% (572/1 358) to 26.5% (369/1 391), and the proportion of junior technicians decreased from 45.3% (67/148) to 39.1% (170/435). There was a significant difference in the distribution of professional titles between doctors and technicians in ophthalmic institutions (P<0.05). The number of doctors (130 to 28), nurses (152 to 50), technicians (33 to 11) and full-time optometrists (44 to 12) in the first-class ophthalmic institutions decreased, the increase of equipment with the ophthalmic A-ultrasound scan system, fundus camera and coherent optical tomography system (35.1%, 28.9% and 25.4%; P<0.05) ranked the top three, and the increase of performing the phacoemulsification procedure, intraocular lens implantation, intravitreal injection and iris surgery (30.2%, 24.7% and 20.7%; P<0.05) ranked the top three in 2021 as compared to 2014. Conclusions: The resources and service ability of ophthalmology in Shanxi Province developed in 2021 in comparison with 2014. However, there were some problems, such as changes in the type and structure of eye institutions, unreasonable proportions of professional titles, insufficient human resources in primary ophthalmic institutions, and slow improvement in the allocation of ophthalmology equipment and technical capabilities.

A psychometric evaluation of the Opening Minds Scale for Workplace Attitudes (OMS-WA), a measure of public stigma towards mental illnesses in the workplace

The anti-stigma Opening Minds initiative (Mental Health Commission of Canada) identified the workplace as one of four critical areas for stigma evaluation and programming. Researchers found, however, that no validated tool to measure stigma in this context existed at the time. The purpose of the current research was to develop and assess the psychometric properties of a multi-component quantitative measure of public stigma towards mental illnesses in the workplace: Opening Minds Scale for Workplace Attitudes (OMS-WA). Three studies are discussed. Study 1 outlines the initial development of the OMS-WA, finding a five-factor structure with 23 items (EFA analysis; N = 207). Study 2 utilized employees from various businesses to further validate the OMS-WA, (N = 107), finding good internal consistency and good convergent/divergent validity. Study 3 utilized baseline data from two national large-scale stigma reduction and resiliency programs (first responders and general workplaces) to confirm the factor structure, finding good model fit and reliability with both samples (N = 5385; N = 1207). Together, these results provide strong evidence of the OMS-WA. Its use in measuring workplace stigma related to mental illness is recommended. Considerable future evaluation is warranted, and directions for generalizability studies, as well as suggestions for using the OMS-WA in intervention trials, are provided.

Management Roles in Promoting Safety Awareness Among Teaching Staff in TVET Institutions

The recent government focus on Technical Vocational Education and Training (TVET) underscores its pivotal role in developing a highly skilled workforce. TVET institutions primarily offer diploma and certificate courses in technical and vocational fields, which involve teaching and learning activities in workshops and laboratories. These settings pose inherent hazards which present risks to both students and staff. Therefore, ensuring safety awareness is essential to prevent industrial accidents. This quantitative cross-sectional study examines the impact of the management's roles in promoting safety awareness among teaching staff in selected Government TVET Institutions. The study focuses on three critical independent variables representing the management's duties: safety policy, safety and health committee functions, and safety training. Data were collected through self-administered questionnaires distributed to 119 teaching staff across four institutions in the central, northern, and east-coast regions of Peninsular Malaysia. The findings highlight the significant role of management in shaping safety awareness among teaching staff within Government TVET Institutions. Based on these results, it is recommended that institutions prioritize implementing robust safety policies, enhancing the effectiveness of safety and health committees, and investing in comprehensive safety training programs to further increase safety awareness levels among staff members.

Exploring the early experiences of assisted dying in Aotearoa New Zealand: a qualitative study protocol

IntroductionIncreasing numbers of jurisdictions are legalising assisted dying (AD). Developing research protocols to study the experiences and outcomes of legislation is imperative. AD is a topic that, by nature of...

Comparing qualitative and quantitative echocardiographic markers to assess cardiac contractility in newborn infants: protocol for a prospective cohort study

IntroductionNeonatologist-performed echocardiography (NPE) is increasingly used in the neonatal intensive care unit, aiding clinicians in enhancing diagnostic precision and guiding treatment decisions based on underlying pathophysiology. Experienced NPE operators typically...

A Self-led Self-management Intervention Supporting Teens with IBD (ASSIST-IBD): protocol for a feasibility study of a novel digital treatment adherence intervention

IntroductionTreatment non-adherence is common in young people with inflammatory bowel disease (IBD), yet support is lacking. A self-led self-management intervention supporting teens with IBD (ASSIST-IBD) is a new theory-based digital...

Area-level socioeconomic inequalities in mortality in China: a nationwide cohort study based on the ChinaHEART project

Socioeconomic status is a key social determinant of health. Compared with individual-level socioeconomic status, the association between area-level socioeconomic status and mortality has not been well investigated in China. We aimed to assess associations between area-level socioeconomic status and all-cause mortality and cause-specific mortality in China, as well as the interplay of area-level and individual-level socioeconomic status on mortality. In this nationwide cohort study, residents aged 35-75 years from 453 districts and counties were included in the China Health Evaluation and Risk Reduction Through Nationwide Teamwork (ChinaHEART) Study. The composite value of area-level socioeconomic status was generated from national census data and categorised into tertiles. Mortality rates and their 95% CIs were calculated using the Clopper-Pearson method. Cox frailty models were fitted to calculate adjusted hazard ratios and 95% CIs for area-level socioeconomic status with the risk of all-cause mortality and cause-specific mortality and their disparities across different population. We also assessed the roles of multiple individual factors as potential mediators. Between December, 2015, and December, 2022, 1 119 027 participants were included, for whom the mean age was 56·1 (SD 9·9) years and 672 385 (60·1%) were female. 24 426 (5·24 [95% CI 5·18-5·31] per 1000 person-years) deaths occurred during the median 4·5-year follow-up. Compared with high area-level socioeconomic status, low area-level socioeconomic status was significantly associated with an increased risk of all-cause (hazard ratio 1·11, 95% CI 1·07-1·16), cardiovascular disease (1·38, 1·29-1·48), and respiratory disease (1·44, 1·22-1·71) mortality. The stronger associations were observed in people older than 60 years, females, and participants with lower individual-level socioeconomic status. The individual-level socioeconomic, behavioural, and metabolic factors mediated 39·5% of the association between area-level socioeconomic status and mortality, of which individual-level socioeconomic status made the largest contribution. There are substantial area-level socioeconomic status-related inequalities in mortality in China. Individual-level socioeconomic, behavioural, and metabolic factors had mediating effects. Actions to improve area-level circumstances and individual factors are needed to improve health equity. The Chinese Academy of Medical Sciences Innovation Fund for Medical Science, the National High Level Hospital Clinical Research Funding, the Ministry of Finance of China, and the National Health Commission of China. For the Chinese translation of the abstract see Supplementary Materials section.

The Lancet Public Health Commission on gambling

The Lancet Public Health Commission on gambling

Electronic senses and UPLC-Q-TOF/MS combined with chemometrics analyses of Cynanchum species (Baishouwu).

Baishouwu, derived from Cynanchum auriculatum (CA) Royle ex Wight, Cynanchum bungei (CB) Decne., and Cynanchum wilfordii (CW) (Maxim.) Hemsl., is a valuable traditional Chinese medicine. CA is also recognized as a new food resource by China's National Health Commission. Given the considerable variations in flavor and chemical composition among these species and lack of their qualitative assessments, accurately differentiating between the species constituting Baishouwu is essential. To develop a method combining electronic tongue (E-tongue), electronic nose (E-nose), and ultra-performance liquid chromatography-quadrupole-time of flight/mass spectrometry (UPLC-Q-TOF/MS) to differentiate between Baishouwu samples. Fifteen batches of Baishouwu samples were analyzed using E-tongue, E-nose, and UPLC-Q-TOF/MS. Flavor differences and key differential metabolites were determined through principal component analysis and orthogonal partial least squares discriminant analysis. E-tongue results revealed umami, sweetness, and richness as the predominant flavors of Baishouwu, with CA having the highest umami response, CW exhibiting the highest bitterness, and CB the highest sweetness. E-nose sensors showed consistent responses across species, with variations in signal strength; W1W and W2W sensors showed the highest response values. A total of 158 and 41 characteristic variables in the positive and negative ion modes, respectively, were selected as candidate differential metabolites, of which 29 and 14 were confirmed through database comparison. Eight critical differential metabolites, including C21 steroids and acetophenone compounds, were identified. This study presents a strategy for differentiating among the species constituting Baishouwu, providing a basis for broader application and establishing quality standards for these medicinal compounds.

Association of mixed exposure to microplastics with sperm dysfunction: a multi-site study in China

Microplastics are environmental pollutants detected in various human organs and tissues. These particles originate from multiple sources including the degradation of larger plastic items and the intentional inclusion in consumer goods. Potential risks for human health resulting from microplastics exposure have also been reported. However, the distribution in the male reproductive system and its effect remains largely unknown. This study aims to investigate the presence of multiple microplastics in human semen and urine and their association with sperm quality in a multi-site study across China. We conducted a cross-sectional study involving 113 male participants from three regions in China. Semen and urine samples were collected and analysed using Raman microscopy to detect eight types of microplastics: polystyrene (PS), polypropylene (PP), polycarbonate (PC), polyethylene (PE), polyvinyl chloride (PVC), polytetrafluoroethylene (PTFE), polyethylene terephthalate (PET), and acrylonitrile butadiene styrene (ABS). Semen quality parameters, including total sperm count, concentration, motility, and morphology, were assessed. Statistical analyses, including single and multi-variable models, were used to evaluate the relationship between microplastic exposure and semen quality, with a focus on PTFE, after adjusting confounding factors of age, body mass index (BMI), smoking, alcohol drinking, and sites. Microplastics were detected in all semen and urine samples, with participants typically exposed to 3-5 different types. The detection rates of PS, PP and PE were the highest. Notably, PTFE exposure was significantly associated with decreased semen quality. Participants exposed to PTFE showed reductions in total sperm count [188.90±163.71 vs. 207.67±132.36 million, p=0.091], sperm concentration [52.13±47.47 vs. 58.32±37.26 million/mL, p=0.041], and progressive motility [40.29%±19.06 vs. 34.11%±17.02, p=0.083]. The multi-linear regression analysis indicated that each additional type of microplastic exposure was associated with a significant decrease in total sperm number [β=-15.4 (95% CI:-25.6,-5.2)], sperm concentration [β=-7.2 (95% CI:-12.4,-2.0)], and progressive motility [β=-8.3 (95% CI:-13.5,-3.1)]. Latent category analysis further refined these groups by types of microplastic exposure, highlighting specific types more strongly associated with decreased semen quality (OR=3.5, 95% CI: 1.8, 6.9, p<0.001). The nomogram can be used to assess the risk of sperm damage by combining the type of microplastic exposure in urine with age and BMI. Our findings highlight the potential reproductive health risks posed by microplastic contamination, particularly PTFE, a non-stick pan coating material, and raise concerns about the potential of urine testing as an indicator of male reproductive microplastic exposure. Future research is warranted to further elucidate the mechanisms underlying the adverse effects of microplastics on male fertility and cross-generational effects. This study was funded by the Clinical Research Project of Shanghai Municipal Commission of Health and Family planning (20224Y0085), Open Fund Project of Guangdong Academy of Medical Sciences (YKY-KF202202), CAMS Innovation Fund for Medical Sciences (2019-I2M-5-064), Shanghai Clinical Research Center for Gynecological Diseases (22MC1940200), Shanghai Urogenital System Diseases Research Centre (2022ZZ01012), Key Discipline Construction Project (2023-2025) of Three-Year Initiative Plan for Strengthening Public Health System Construction in Shanghai (GWVI-11.1-35, GWVI-11.2-YQ29) and Shanghai Frontiers Science Research Base of Reproduction and Development.

Ireland's Mental Health Bill 2024: progress, problems and Procrustean perils.

Ireland's Mental Health Bill 2024 proposes the most significant revision of mental health legislation since the Mental Health Act 2001. To explore the 2024 Bill and provide suggestions for the subsequent Act. Review of the 2024 Bill and related literature. The 2024 Bill proposes useful new definitions (e.g., 'mental disorder', 'treatment') and provisions governing specific practices (e.g., 'physical restraint'). Revision is needed to better provide care and protect rights: (a) proposed treatment criteria for involuntary admission should be retained, but 'risk' criteria deleted; (b) treatment provisions should ensure mental health legislation provides for timely, accountable treatment for all patients; (c) detailed provisions about the content of treatment plans do not belong in primary legislation, which is ill-suited to micro-managing individual care and (d) the Mental Health Commission should be incorporated into the Health Information and Quality Authority. The 2024 Bill proposes useful changes but requires revision, especially for involuntary patients who lack decision-making capacity and decline care, for whom the Assisted Decision-Making (Capacity) Act 2015 does not (and was not designed to) provide solutions. Relying on a convoluted combination of the 2015 Act, Circuit Court and High Court would be legally impossible, clinically impracticable and de facto denial of the rights of people with serious mental illness and their families. The final Act can accord with principles of the 2015 Act without relying on its provisions and should benefit patients and support staff in delivering mental health care that is essential and often life-saving.

Nuclear magnetic resonance-based metabolomics with machine learning for predicting progression from prediabetes to diabetes.

Identification of individuals with prediabetes who are at high risk of developing diabetes allows for precise interventions. We aimed to determine the role of nuclear magnetic resonance (NMR)-based metabolomic signature in predicting the progression from prediabetes to diabetes. This prospective study included 13,489 participants with prediabetes who had metabolomic data from the UK Biobank. Circulating metabolites were quantified via NMR spectroscopy. Cox proportional hazard (CPH) models were performed to estimate the associations between metabolites and diabetes risk. Supporting vector machine, random forest, and extreme gradient boosting were used to select the optimal metabolite panel for prediction. CPH and random survival forest (RSF) models were utilized to validate the predictive ability of the metabolites. During a median follow-up of 13.6 years, 2525 participants developed diabetes. After adjusting for covariates, 94 of 168 metabolites were associated with risk of progression to diabetes. A panel of nine metabolites, selected by all three machine-learning algorithms, was found to significantly improve diabetes risk prediction beyond conventional risk factors in the CPH model (area under the receiver-operating characteristic curve, 1 year: 0.823 for risk factors + metabolites vs 0.759 for risk factors, 5 years: 0.830 vs 0.798, 10 years: 0.801 vs 0.776, all p < 0.05). Similar results were observed from the RSF model. Categorization of participants according to the predicted value thresholds revealed distinct cumulative risk of diabetes. Our study lends support for use of the metabolite markers to help determine individuals with prediabetes who are at high risk of progressing to diabetes and inform targeted and efficient interventions. Shanghai Municipal Health Commission (2022XD017). Innovative Research Team of High-level Local Universities in Shanghai (SHSMU-ZDCX20212501). Shanghai Municipal Human Resources and Social Security Bureau (2020074). Clinical Research Plan of Shanghai Hospital Development Center (SHDC2020CR4006). Science and Technology Commission of Shanghai Municipality (22015810500).

Prepackaged foods healthiness ranking index: developing front-of-pack labeling to facilitate the assessment and validation of healthiness rankings of prepackaged foods in China

BackgroundThe Medium and Long-Term Plan for the Prevention and Treatment of Chronic Diseases (2017–2025) in China has highlighted the importance of reducing fat, sodium, and sugar in foods. However, front-of-pack labeling, which enables consumers to assess the health levels of prepackaged foods, is lacking in China. In response to the Zhejiang Provincial Health Commission’s request, we sought to develop a method for efficiently evaluating the health level of prepackaged foods.MethodsThrough a comprehensive literature review, we established a systematic framework: the Prepackaged Foods Healthiness Ranking Index (PHRI). We determined specific threshold values and grading criteria and conducted two rounds of Delphi survey to refine the index. Using a measurement dataset, we aimed to determine the optimal limit values for assessing the health level of prepackaged foods in real-world settings.ResultsAfter two rounds of Delphi surveys, the PHRI underwent multiple revisions until consensus among experts was reached. The final decision regarding the upper limit values set 30% Nutrient Reference Values as the limit for solid foods and 15% Nutrient Reference Values for liquid foods. The calculation of PHRI values was successfully implemented with the dataset, in accord with current nutrition awareness and real-world conditions.ConclusionsThe PHRI provides a valuable tool for assessing the healthiness of prepackaged foods. This front-of-pack labeling system provides a convenient method for evaluating the nutritional quality of prepackaged foods. Ultimately, the PHRI has the potential to contribute to advancements in health policy, practice, and education in China.

Machine learning identifies a 5-serum cytokine panel for the early detection of chronic atrophy gastritis patients.

Chronic atrophy gastritis (CAG) is a high-risk pre-cancerous lesion for gastric cancer (GC). The early and accurate detection and discrimination of CAG from benign forms of gastritis (e.g. chronic superficial gastritis, CSG) is critical for optimal management of GC. However, accurate non-invasive methods for the diagnosis of CAG are currently lacking. Cytokines cause inflammation and drive cancer transformation in GC, but their utility as a diagnostic for CAG is poorly characterized. Blood samples were collected, and 40 cytokines were quantified using a multiplexed immunoassay from 247 patients undergoing screening via endoscopy. Patients were divided into discovery and validation sets. Each cytokine importance was ranked using the feature selection algorithm Boruta. The cytokines with the highest feature importance were selected for machine learning (ML), using the LightGBM algorithm. Five serum cytokines (IL-10, TNF-α, Eotaxin, IP-10 and SDF-1a) that could discriminate between CAG and CSG patients were identified and used for predictive model construction. This model was robust and could identify CAG patients with high performance (AUC = 0.88, Accuracy = 0.78). This compared favorably to the conventional approach using the PGI/PGII ratio (AUC = 0.59). Using state-of-the-art ML and a blood-based immunoassay, we developed an improved non-invasive screening method for the detection of precancerous GC lesions. Supported in part by grants from: Jiangsu Science and Technology Project (no. BK20211039); Top Talent Support Program for young and middle-aged people of Wuxi Health Committee (BJ2023008); Medical Key Discipline Program of Wuxi Health Commission (ZDXK2021010), Wuxi Science and Technology Bureau Project (no. N20201004); Scientific Research Program of Wuxi Health Commission (Z202208, J202104).

A comparative study of linear type multiple instance learning techniques for detecting COVID-19 by chest X-ray images

AbstractAt the end of 2019, the World Health Organization (WHO) referred that the Public Health Commission of Hubei Province, China, reported cases of severe and unknown pneumonia. A new coronavirus, SARS-CoV-2, was identified as responsible for the lung infection, called COVID-19 (COronaVIrus Disease 2019). Although the definitive COVID-19 diagnosis is made through specific molecular tests, an early diagnosis by imaging became crucial to contain the spread, morbidity and mortality of the pandemic. In such context, chest X-ray radiography, as an element that assists the diagnosis allowing also the follow-up of the disease, plays a very important role since it is the most easily available and least expensive alternative. This work focuses on applying different linear type instance-level Multiple Instance Learning techniques to discriminate between COVID-19 and common viral pneumonia chest X-ray images, which is a difficult task due to the strong similarity characterizing the two classes. A relevant advantage of such approaches is that they are also suitable in terms of interpretability, as they easily allow clinicians to identify abnormal subregions in a positive radiographic image. Numerical experiments have been performed on a set of 200 images, obtaining the following results: accuracy = 95%, sensitivity = 99.29%, specificity = 91.24% and MCC = 0.9. The used algorithms appear promising in practical applications, taking into account their high speed and considering that no particular pre-processing techniques have been employed.