1.A novel deep learning based cloud service system for automated acupuncture needle counting: a strategy to improve acupuncture safety
WONG Tsz Ho ; WEI Junyi ; CHEN Haiyong ; NG Bacon Fung Leung
Digital Chinese Medicine 2024;7(1):40-46
Objective :
The unintentional retention of needles in patients can lead to severe consequences. To enhance acupuncture safety, the study aimed to develop a deep learning-based cloud system for automated process of counting acupuncture needles.
Methods:
This project adopted transfer learning from a pre-trained Oriented Region-based Convolutional Neural Network (Oriented R-CNN) model to develop a detection algorithm that can automatically count the number of acupuncture needles in a camera picture. A training set with 590 pictures and a validation set with 1 025 pictures were accumulated for finetuning. Then, we deployed the MMRotate toolbox in a Google Colab environment with a NVIDIA Tesla T4 Graphics processing unit (GPU) to carry out the training task. Furthermore, we integrated the model with a newly-developed Telegram bot interface to determine the accuracy, precision, and recall of the needling counting system. The end-to-end inference timewas also recorded to determine the speed of our cloud service system.
Result:
In a 20-needle scenario, our Oriented R-CNN detection model has achieved an accuracy of 96.49%, precision of 99.98%, and recall of 99.84%, with an average end-to-end inference time of 1.535 s.
Conclusion
The speed, accuracy, and reliability advancements of this cloud service system innovation have demonstrated its potential of using object detection technique to improve acupuncture practice based on deep learning.
2.Investigation and control of a measles outbreak at the Hong Kong International Airport, 2019
Wong Chi Hong ; Chuang Shuk Kwan ; Lam Wing Hang ; Lam Ho Yeung ; Ho Lei Ming Raymond ; Leung Yiu Hong ; Lam Chau Keun Yonnie ; Lam Tsz Sum
Western Pacific Surveillance and Response 2020;11(2):1-4
Introduction:
Hong Kong SAR (China) achieved measles elimination status in 2016, and the incidence of measles
infection had been low over the past few years. However, the Centre for Health Protection (CHP) at the Department of Health was notified on 22 March 2019 of an outbreak of three cases of measles infection among workers at the Hong Kong International Airport (HKIA).
Methods:
We reviewed notifications of measles received by CHP from 1 January to 17 May 2019. We defined a
confirmed case of measles as having laboratory evidence of measles infection. All confirmed cases among airport workers or those with epidemiological information suggesting they had been infected by contact with airport workers were included in the review. We described the epidemiological features and reviewed the control measures against the outbreak.
Results:
We identified 33 cases, 29 of which were among airport workers. They comprised 22 men and 11 women,
aged 20–49 years (median 25 years). The majority of people with confirmed measles presented with fever and rash. All required hospitalization. None developed complications. Control measures, including enhanced environmental hygiene and improved ventilation at HKIA and vaccinations for the airport community, were implemented.
Discussion
Early recognition of the outbreak and prompt control measures, especially targeted vaccination of the
exposed population, effectively controlled the outbreak in just two weeks.
3.Coronavirus disease 2019 (COVID-19) outbreak during a Chinese New Year dinner in a restaurant, Hong Kong Special Administrative Region SAR (China), 2020
Tsz-sum Lam ; Chi-hong Wong ; Wing-hang Lam ; Ho-yeung Lam ; Yonnie Chau-kuen Lam ; Emily Chi-mei Leung ; Shuk kwan Chuang
Western Pacific Surveillance and Response 2021;12(1):32-34
We reported a local family cluster of 6 confirmed COVID-19 cases among 29 attendees of a Chinese New Year family dinner gathering in a restaurant, with 1 additional case from secondary transmission. This report illustrates that the public should maintain physical distancing during the COVID-19 pandemic.
4.A superspreading event involving a cluster of 14 coronavirus disease 2019 (COVID-19) infections from a family gathering in Hong Kong SAR (China)
Ho Leung Lam ; Tsz Sum Lam ; Chi Hong Wong ; Wing Hang Lam ; Chi Mei Emily Leung ; Chau Kuen Yonnie Lam ; Tin Wai Winnie Lau ; Chi Hin Billy Ho ; Ka Hing Wong ; Shuk Kwan Chuang
Western Pacific Surveillance and Response 2020;11(4):36-40
Objective: An outbreak of coronavirus disease 2019 (COVID-19) caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) was first reported in Wuhan, China, in December 2019, with subsequent spread around the world. Hong Kong Special Administrative Region SAR (China) recorded its first confirmed cases on 23 January 2020. In this report, we describe a family cluster of 12 confirmed cases, with two additional confirmed cases from secondary transmission.
Methods: We reported the epidemiological, clinical and laboratory findings of the family cluster, as well as the public health measures instituted.
Results: All 12 confirmed COVID-19 cases were among the 19 attendees of a three-hour Chinese New Year family dinner consisting of hotpot and barbecue dishes. Environmental sampling of the gathering venue was negative. Two additional confirmed cases, who were co-workers of two confirmed cases, were later identified, indicating secondary transmission. Contact tracing, quarantine and environmental disinfection were instituted to contain further spread.
Discussion: Our findings were highly suggestive of a superspreading event during the family gathering. The source was likely one of the cases during the pre-symptomatic phase. The event attested to the high infectivity of SARS-CoV-2 through human-to-human transmission from social activities and argued for the necessity of social distancing in curtailing the disease spread.
5.Genomics-driven derivatization of the bioactive fungal sesterterpenoid variecolin: Creation of an unnatural analogue with improved anticancer properties.
Dexiu YAN ; Jemma ARAKELYAN ; Teng WAN ; Ritvik RAINA ; Tsz Ki CHAN ; Dohyun AHN ; Vladimir KUSHNAREV ; Tsz Kiu CHEUNG ; Ho Ching CHAN ; Inseo CHOI ; Pui Yi HO ; Feijun HU ; Yujeong KIM ; Hill Lam LAU ; Ying Lo LAW ; Chi Seng LEUNG ; Chun Yin TONG ; Kai Kap WONG ; Wing Lam YIM ; Nikolay S KARNAUKHOV ; Richard Y C KONG ; Maria V BABAK ; Yudai MATSUDA
Acta Pharmaceutica Sinica B 2024;14(1):421-432
A biosynthetic gene cluster for the bioactive fungal sesterterpenoids variecolin ( 1) and variecolactone ( 2) was identified in Aspergillus aculeatus ATCC 16872. Heterologous production of 1 and 2 was achieved in Aspergillus oryzae by expressing the sesterterpene synthase VrcA and the cytochrome P450 VrcB. Intriguingly, the replacement of VrcB with homologous P450s from other fungal terpenoid pathways yielded three new variecolin analogues ( 5- 7). Analysis of the compounds' anticancer activity in vitro and in vivo revealed that although 5 and 1 had comparable activities, 5 was associated with significantly reduced toxic side effects in cancer-bearing mice, indicating its potentially broader therapeutic window. Our study describes the first tests of variecolin and its analogues in animals and demonstrates the utility of synthetic biology for creating molecules with improved biological activities.