1.A Novel Early Warning Model for Hand, Foot and Mouth Disease Prediction Based on a Graph Convolutional Network.
Tian Jiao JI ; Qiang CHENG ; Yong ZHANG ; Han Ri ZENG ; Jian Xing WANG ; Guan Yu YANG ; Wen Bo XU ; Hong Tu LIU
Biomedical and Environmental Sciences 2022;35(6):494-503
Objectives:
Hand, foot and mouth disease (HFMD) is a widespread infectious disease that causes a significant disease burden on society. To achieve early intervention and to prevent outbreaks of disease, we propose a novel warning model that can accurately predict the incidence of HFMD.
Methods:
We propose a spatial-temporal graph convolutional network (STGCN) that combines spatial factors for surrounding cities with historical incidence over a certain time period to predict the future occurrence of HFMD in Guangdong and Shandong between 2011 and 2019. The 2011-2018 data served as the training and verification set, while data from 2019 served as the prediction set. Six important parameters were selected and verified in this model and the deviation was displayed by the root mean square error and the mean absolute error.
Results:
As the first application using a STGCN for disease forecasting, we succeeded in accurately predicting the incidence of HFMD over a 12-week period at the prefecture level, especially for cities of significant concern.
Conclusions
This model provides a novel approach for infectious disease prediction and may help health administrative departments implement effective control measures up to 3 months in advance, which may significantly reduce the morbidity associated with HFMD in the future.
China/epidemiology*
;
Cities/epidemiology*
;
Data Visualization
;
Disease Outbreaks/statistics & numerical data*
;
Forecasting/methods*
;
Hand, Foot and Mouth Disease/prevention & control*
;
Humans
;
Incidence
;
Neural Networks, Computer
;
Reproducibility of Results
;
Spatio-Temporal Analysis
;
Time Factors
2.Paediatric emergency department attendances during COVID-19 and SARS in Singapore.
Ronald M R TAN ; Sashikumar GANAPATHY ; Arif TYEBALLY ; Khai Pin LEE ; Shu Ling CHONG ; Jenifer S L SOO ; Koh Cheng THOON ; Yoke Hwee CHAN ; Kee Chong NG
Annals of the Academy of Medicine, Singapore 2021;50(2):126-134
INTRODUCTION:
We evaluated the impact of public health measures on paediatric emergency department attendances during the COVID-19 and severe acute respiratory syndrome (SARS) outbreaks in Singapore.
METHODS:
Between 1 January 2020 and 31 July 2020, we retrospectively reviewed paediatric emergency department attendances and admissions in a tertiary paediatric hospital in Singapore before and after a national lockdown to combat the spread of COVID-19 in Singapore. Hospital attendances and admissions were compared with data from a corresponding period in 2019 (1 January 2019 to 31 July 2019), as well as during and after the SARS outbreak (1 January 2003 to 31 December 2004).
RESULTS:
Compared with a corresponding non-outbreak period, emergency department attendances decreased in line with nationwide public health measures during the COVID-19 and SARS outbreaks (2020 and 2003 respectively), before increasing gradually following lifting of restrictions, albeit not to recorded levels before these outbreaks. During the COVID-19 outbreak, mean daily attendances decreased by 40%, from 458 per day in January-July 2019, to 274 per day in January-July 2020. The absolute number of hospital inpatient admissions decreased by 37% from January-July 2019 (19,629) to January-July 2020 (12,304). The proportion of emergency department attendances requiring admission remained similar: 20% in January-July 2019 and 21% in January-July 2020.
CONCLUSION
Nationwide public health measures in Singapore have had an impact on paediatric emergency department attendances and hospital inpatient admissions. Data from this study could inform planning and resource allocation for emergency departments in Singapore and internationally.
Adolescent
;
COVID-19/prevention & control*
;
Child
;
Child, Preschool
;
Disease Outbreaks
;
Emergency Service, Hospital/trends*
;
Facilities and Services Utilization/trends*
;
Female
;
Health Policy
;
Humans
;
Infant
;
Infant, Newborn
;
Male
;
Patient Acceptance of Health Care/statistics & numerical data*
;
Patient Admission/trends*
;
Pediatrics
;
Retrospective Studies
;
Severe Acute Respiratory Syndrome/epidemiology*
;
Singapore/epidemiology*
4.Foodborne Illness Outbreaks in Gyeonggi Province, Korea, Following Seafood Consumption Potentially Caused by Kudoa septempunctata between 2015 and 2016.
Joon Jai KIM ; Sukhyun RYU ; Heeyoung LEE
Osong Public Health and Research Perspectives 2018;9(2):66-72
OBJECTIVES: Investigations into foodborne illness, potentially caused by Kudoa septempunctata, has been ongoing in Korea since 2015. However, epidemiological analysis reporting and positive K septempunctata detection in feces in Korea has been limited. The aim of this study was to provide epidemiologic data analysis of possible food poisoning caused by K septempunctata in Korea. METHODS: This study reviewed 16 Kudoa outbreak investigation reports, including suspected cases between 2015 and 2016 in Gyeonggi province, Korea. Suspected Kudoa foodborne illness outbreak was defined as “evidence of K septempunctata in at least one sample.” The time and place of outbreak, patient symptoms and Kudoa (+) detection rate in feces was analyzed. RESULTS: Kudoa foodborne illness outbreaks occurred in most patients in August (22.6%) and in most outbreaks in April (25%). The attack rate was 53.9% and the average attack rate in patients who had consumed olive flounder was 64.7%. The average incubation period was 4.3 hours per outbreak. Diarrhea was the most common symptom which was reported by 91.5% patients. The Kudoa (+) detection rate in feces was 69.2% of cases. CONCLUSION: Monthly distribution of Kudoa foodborne illness was different from previous studies. The Kudoa (+) detection rate in feces decreased rapidly between 25.5 and 28.5 hours of the time interval from food intake to epidemiologic survey. To identify effective period of time of investigation, we believe additional study with extended number of cases is necessary.
Diarrhea
;
Disease Outbreaks*
;
Eating
;
Feces
;
Flounder
;
Foodborne Diseases
;
Gyeonggi-do*
;
Humans
;
Korea*
;
Myxozoa
;
Olea
;
Seafood*
;
Statistics as Topic
5.The influence of statutory holidays on the proportion of the outpatient and emergency visits for influenza-like illness.
T CHEN ; J YANG ; L J WANG ; D Y WANG
Chinese Journal of Epidemiology 2018;39(8):1100-1105
Objective: To analyze the reasons for the fluctuations in the percentage of outpatient or emergency visits for influenza-like illness (ILI) during the Spring Festival and National Day in 2014-2018 surveillance season. Methods: ILI surveillance data was collected during the period of Spring Festival and National Day in mainland China, and downloaded from Chinese Influenza Surveillance Information System, during the 2014-2018 surveillance season. Results: There was no significant difference noticed in the number of ILI reports in the festival week with weeks before or after in both the southern and northern provinces. The number of outpatient visits was much less than that of the week before and after, but the number of emergency visits was statistically significantly increased. Conclusion: In the holiday peak of ILI%, the major causes was the impact of holiday-off at sentinel hospitals, resulting in a large reduction in the number of outpatient visits in the consulting room during the festivals.
Adolescent
;
Adult
;
Biometry
;
Child
;
Child, Preschool
;
China/epidemiology*
;
Disease Outbreaks/prevention & control*
;
Emergency Service, Hospital/statistics & numerical data*
;
Holidays
;
Hospitals
;
Humans
;
Influenza, Human/virology*
;
Outpatients/statistics & numerical data*
;
Population Surveillance
;
Respiratory Syncytial Virus Infections/virology*
;
Respiratory Syncytial Virus, Human/isolation & purification*
;
Respiratory Tract Infections/virology*
;
Seasons
;
Young Adult
6.Measles Outbreak in Pediatric Hematology and Oncology Patients in Shanghai, 2015.
Yan-Ling GE ; Xiao-Wen ZHAI ; Yan-Feng ZHU ; Xiang-Shi WANG ; Ai-Mei XIA ; Yue-Fang LI ; Mei ZENG
Chinese Medical Journal 2017;130(11):1320-1326
BACKGROUNDDespite substantial progress toward measles control are making in China, measles outbreaks in immunocompromised population still pose a challenge to interrupt endemic transmission. This study aimed to investigate the features of measles in pediatric hematology and oncology patients and explore the reasons behind the outbreak.
METHODSWe collected demographic, epidemiological, and clinical data of immunocompromised measles children. All suspected measles cases were laboratory-confirmed based on the presence of measles IgM and/or identification of measles RNA. The clinical data were statistically analyzed by t-test for continuous variables and Fisher's exact test for categorical variables.
RESULTSFrom March 9 to July 25 in 2015, a total of 23 children with malignancies and post hematopoietic stem cell transplantation (post-HSCT) were notified to develop measles in Shanghai. Of these 23 patients with the median age of 5.5 years (range: 11 months-14 years), 20 (87.0%) had received 1-3 doses of measles vaccine previously; all patients had fever with the median fever duration of 8 days; 21 (91.3%) had cough; 18 (78.3%) had rash; 13 (56.5%) had Koplik's spot; 13 (56.5%) had complications including pneumonia and acute liver failure; and five (21.7%) vaccinated patients died from severe pneumonia or acute liver failure. Except the first patient, all patients had hospital visits within 7-21 days before measles onset and 20 patients were likely to be exposed to each other.
CONCLUSIONSThe outcome of measles outbreak in previously vaccinated oncology and post-HSCT pediatric patients during chemotherapy and immunosuppressant medication was severe. Complete loss of protective immunity induced by measles vaccine during chemotherapy was the potential reason. Improved infection control practice was critical for the prevention of measles in malignancy patients and transplant recipients.
Adolescent ; Child ; Child, Preschool ; China ; Disease Outbreaks ; statistics & numerical data ; Female ; Hematologic Diseases ; epidemiology ; Humans ; Immunocompromised Host ; immunology ; Infant ; Male ; Measles ; epidemiology ; Neoplasms ; epidemiology
7.Factors Influencing Emergency Nurses' Burnout During an Outbreak of Middle East Respiratory Syndrome Coronavirus in Korea.
Asian Nursing Research 2016;10(4):295-299
PURPOSE: Emergency department (ED) nurses suffer from persistent stress after experiencing the traumatic event of exposure to Middle East respiratory syndrome coronavirus (MERS-CoV), which can subsequently lead to burnout. This study aimed to assess ED nurses' burnout level during an outbreak of MERS-CoV and to identify influencing factors in order to provide basic information for lowering and preventing the level of burnout. METHODS: Study participants were ED nurses working in eight hospitals designated for treating MERS-CoV-infected patients in Korea. We performed multiple regression analysis to explore the factors influencing burnout. RESULTS: The ED nurses' burnout was affected by job stress (β = 0.59, p < .001), poor hospital resources for the treatment of MERS-CoV (β = −0.19, p < .001) and poor support from family and friends (β = −0.14, p < .05). These three variables explained 47.3% of the variance in burnout. CONCLUSIONS: ED nurses taking care of MERS-CoV-infected patients should be aware that burnout is higher for nurses in their divisions than nurses in other hospital departments and that job stress is the biggest influential factor of burnout. To be ready for the outbreak of emerging contagious diseases such as MERS-CoV, efforts and preparations should be made to reduce burnout. Job stress should be managed and resolved. Working conditions for mitigating job stress and systematic stress management programs should be provided, and hospital resources for the treatment of MERS-CoV need to be reinforced. Moreover, promoting support from family and friends is required.
Adult
;
Burnout, Professional/*epidemiology/etiology
;
Coronavirus Infections/*epidemiology/psychology
;
Cross-Sectional Studies
;
Disease Outbreaks
;
Emergency Nursing/*statistics & numerical data
;
Female
;
Humans
;
Job Satisfaction
;
Male
;
Middle Aged
;
*Middle East Respiratory Syndrome Coronavirus
;
Nurses/*psychology
;
Republic of Korea/epidemiology
;
Young Adult
8.Role of syndromic surveillance program in the practice of early detection on disease outbreak.
Shenggen WU ; ; Yuwei WENG ; Wenjing YE ; Linglan WANG ; ; Yansheng YAN ; Rongtao HONG ; Jianming OU ; Wu CHEN ; Shaojian CAI
Chinese Journal of Epidemiology 2016;37(4):531-534
OBJECTIVEA Dengue outbreak was reported in Dongfen town Jianou county, Fujian province on September 19, 2014. The goal of this project was to explore the role of syndromic surveillance program in the practice of early detection on disease outbreak through the case mentioned above.
METHODSThe authors retrospectively collected data related to Outpatient log and Pharmacy drug use in Dongfen township hospital through the electronic information system of the hospital from August to November, 2014. All the abnormal events were recorded, according to related data on fever and drug use. Description of fever, syndromic characteristics, correlation and Linear regression analyses were conducted, using the surveillance data on fever syndrome and drug use from the pharmacy.
RESULTSA total of 1 102 cases with fever and 2 437 fever-related clinic visits were reported which showing an increased number of 19.6, 10.2 times respectively, when compared to the same period of the previous year in which men accounted for 45.3% (499/1 102) and female accounted for 54.7% (603/1 102). Age groups presented an atypical type " M" type. 5 and 10 year olds groups formed the largest proportion, accounted for 11.5% (127/1 102) of the total number os the patients. The correlation coefficient ranged from 0.85 to 0.97 (P<0.05). Data from the syndromic surveillance program showed an " outbreak" was occured in August 23, 2014.
CONCLUSIONSCompared to routine surveillance program, the syndromic surveillance program could detect the appearence of an outbreak, a month or even more earlier. The role of syndromic surveillance program needs to be further explored.
Data Collection ; Dengue ; diagnosis ; epidemiology ; prevention & control ; Disease Outbreaks ; prevention & control ; Drug Prescriptions ; statistics & numerical data ; Drug Utilization ; statistics & numerical data ; trends ; Early Diagnosis ; Female ; Fever ; etiology ; Health Information Systems ; Humans ; Male ; Pharmacy Service, Hospital ; Population Surveillance ; methods ; Retrospective Studies
9.Factors Influencing University Nursing Students' Measles Vaccination Rate During a Community Measles Outbreak.
Asian Nursing Research 2016;10(1):56-61
PURPOSE: The purpose of this study was to survey the current state of measles vaccination in university nursing students during a measles outbreak and to identify factors influencing nursing students' vaccination rate. METHODS: In 2014, this study used a self-administered questionnaire to survey 380 university nursing students. Factors influencing measles vaccination were identified through logistic regression analysis using variables between the vaccinated and nonvaccinated groups. RESULTS: Measles vaccination rate was 52.1%. The vaccination rate was significantly higher in juniors, seniors, and those who had heard about measles. In relation to health beliefs, the measles vaccination rate was higher when perceived benefits were high and perceived barriers were low. CONCLUSIONS: A systematic measles vaccination program targeting nursing students upon their entry to university is needed. In order to increase the measles vaccination rate, application of effective promotion campaigns and education programs is necessary.
Adult
;
Disease Outbreaks/*prevention & control
;
Female
;
*Health Knowledge, Attitudes, Practice
;
Humans
;
Immunization Programs/*statistics & numerical data
;
Male
;
Measles/*prevention & control
;
Republic of Korea
;
Students, Nursing/*psychology
;
Surveys and Questionnaires
;
Universities
;
Vaccination/*psychology
;
Young Adult
10.Hospitalised Malaysian children with pandemic (H1N1) 2009 influenza: clinical characteristics, risk factors for severe disease and comparison with the 2002-2007 seasonal influenza.
Mia Tuang KOH ; Kah Peng EG ; Soon Shan LOH
Singapore medical journal 2016;57(2):81-86
INTRODUCTIONThe pandemic caused by the H1N1 influenza virus in 2009 resulted in extensive morbidity and mortality worldwide. As the virus was a novel virus, there was limited data available on the clinical effects of the virus on children in Malaysia. Herein, we describe the clinical characteristics of children hospitalised with H1N1 influenza in a tertiary care centre; we also attempted to identify the risk factors associated with disease severity.
METHODSIn this retrospective study, we compared the characteristics of the children who were admitted into the University of Malaya Medical Centre, Malaysia, for H1N1 influenza during the pandemic with those who were admitted for seasonal influenza in 2002-2007.
RESULTSAmong the 77 children (aged ≤ 12 years) admitted to the centre due to H1N1 influenza from 1 July 2009-30 June 2010, nearly 60% were aged < 6 years and 40.3% had an underlying medical condition. The top three underlying medical conditions were bronchial asthma (14.3%), cardiac disease (10.4%) and neurological disorder (11.7%). The risk factors for severe disease were age < 2 years, underlying bronchial asthma and chronic lung disease. The three patients who died had a comorbid medical condition. The underlying cause of the deaths was acute respiratory distress syndrome or shock.
CONCLUSIONThe clinical presentation of the children infected with the pandemic (H1N1) 2009 influenza virus did not differ significantly from that of children infected with seasonal influenza. However, there were more complaints of fever, cough and vomiting in the former group.
Adolescent ; Child ; Child, Hospitalized ; statistics & numerical data ; Child, Preschool ; Disease Outbreaks ; Female ; Follow-Up Studies ; Humans ; Infant ; Infant, Newborn ; Influenza A Virus, H1N1 Subtype ; Influenza, Human ; epidemiology ; therapy ; Malaysia ; epidemiology ; Male ; Retrospective Studies ; Risk Factors ; Seasons ; Tertiary Care Centers ; statistics & numerical data

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