Silke Vogel

Dr. Silke Vogel

Office of Clinical Sciences, Duke-NUS Graduate Medical School Singapore, 8 College Road, Singapore 169857, Singapore

Research Focus & Metrics

Academic Career Length

10Years (2017-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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28 February 2024 in Healthcare
Verified
Journal Article
Open access
PDF file
KPKavitha Palaniappan
Kavitha Palaniappan
ELElaine Yan Ting Lin
Elaine Yan Ting Lin
SVSilke Vogel
Silke Vogel
The healthcare sector is faced with challenges due to a shrinking healthcare workforce and a rise in chronic diseases that are worsening with demographic and epidemiological shifts. Digital health interventions that include artificial intelligence (AI) are being identified as some of the potential solutions to these challenges. The ultimate aim of these AI systems is to improve the patient’s health outcomes and satisfaction, the overall population’s health, and the well-being of healthcare professionals. The applications of AI in healthcare services are vast and are expected to assist, automate, and augment several healthcare services. Like any other emerging innovation, AI in healthcare also comes with its own risks and requires regulatory controls. A review of the literature was undertaken to study the existing regulatory landscape for AI in the healthcare services sector in developed nations. In the global regulatory landscape, most of the regulations for AI revolve around Software as a Medical Device (SaMD) and are regulated under digital health products. However, it is necessary to note that the current regulations may not suffice as AI-based technologies are capable of working autonomously, adapting their algorithms, and improving their performance over time based on the new real-world data that they have encountered. Hence, a global regulatory convergence for AI in healthcare, similar to the voluntary AI code of conduct that is being developed by the US-EU Trade and Technology Council, would be beneficial to all nations, be it developing or developed.

30 August 2024 in Healthcare
Verified
Journal Article
Open access
PDF file
KPKavitha Palaniappan
Kavitha Palaniappan
ELElaine Yan Ting Lin
Elaine Yan Ting Lin
SVSilke Vogel
Silke Vogel
JLJohn CW Lim
John CW Lim
Artificial Intelligence (AI) has shown remarkable potential to revolutionise healthcare by enhancing diagnostics, improving treatment outcomes, and streamlining administrative processes. In the global regulatory landscape, several countries are working on regulating AI in healthcare. There are five key regulatory issues that need to be addressed: (i) data security and protection—measures to cover the “digital health footprints” left unknowingly by patients when they access AI in health services; (ii) data quality—availability of safe and secure data and more open database sources for AI, algorithms, and datasets to ensure equity and prevent demographic bias; (iii) validation of algorithms—mapping of the explainability and causability of the AI system; (iv) accountability—whether this lies with the healthcare professional, healthcare organisation, or the personified AI algorithm; (v) ethics and equitable access—whether fundamental rights of people are met in an ethical manner. Policymakers may need to consider the entire life cycle of AI in healthcare services and the databases that were used for the training of the AI system, along with requirements for their risk assessments to be publicly accessible for effective regulatory oversight. AI services that enhance their functionality over time need to undergo repeated algorithmic impact assessment and must also demonstrate real-time performance. Harmonising regulatory frameworks at the international level would help to resolve cross-border issues of AI in healthcare services.

23 March 2017 in JCI Insight
Verified
Journal Article
Open access
PDF file
CHChunyan Hu
Chunyan Hu
HKHenry L. Keen
Henry L. Keen
KLKo-Ting Lu
Ko-Ting Lu
XLXuebo Liu
Xuebo Liu
JWJing Wu
Jing Wu
CSCurt D. Sigmund
Curt D. Sigmund
Impaired PPARγ activity in endothelial cells causes oxidative stress and endothelial dysfunction which causes a predisposition to hypertension, but the identity of key PPARγ target genes that protect the endothelium remain unclear. Retinol-binding protein 7 (RBP7) is a PPARγ target gene that is essentially endothelium specific. Whereas RBP7-deficient mice exhibit normal endothelial function at baseline, they exhibit severe endothelial dysfunction in response to cardiovascular stressors, including high-fat diet and subpressor angiotensin II. Endothelial dysfunction was not due to differences in weight gain, impaired glucose homeostasis, or hepatosteatosis, but occurred through an oxidative stress–dependent mechanism which can be rescued by scavengers of superoxide. RNA sequencing revealed that RBP7 was required to mediate induction of a subset of PPARγ target genes by rosiglitazone in the endothelium including adiponectin. Adiponectin was selectively induced in the endothelium of control mice by high-fat diet and rosiglitazone, whereas RBP7 deficiency abolished this induction. Adiponectin inhibition caused endothelial dysfunction in control vessels, whereas adiponectin treatment of RBP7-deficient vessels improved endothelium-dependent relaxation and reduced oxidative stress. We conclude that RBP7 is required to mediate the protective effects of PPARγ in the endothelium through adiponectin, and RBP7 is an endothelium-specific PPARγ target and regulator of PPARγ activity.

2 July 2024 in Clinical and Translational Science
Verified
Journal Article
Open access
RHRichard Hatchett
Richard Hatchett
MCMei Xuan Jessalyn Chan
Mei Xuan Jessalyn Chan
AHAdam Hacker
Adam Hacker
WTWei Chuen Tan-Koi
Wei Chuen Tan-Koi
SVSilke Vogel
Silke Vogel
JLJohn CW Lim
John CW Lim

18 August 2025 in Health Policy and Technology
Verified
Journal Article
Closed access
NBNatasha A. Bujang
Natasha A. Bujang
CGChandrani Ghosh
Chandrani Ghosh
KPKavitha Palaniappan
Kavitha Palaniappan
SVSilke Vogel
Silke Vogel
JLJohn CW Lim
John CW Lim
BLBeatrice Lee
Beatrice Lee

25 March 2023 in Clinical Pharmacology & Therapeutics
Verified
Journal Article
Open access
PHPenny M. Heaton
Penny M. Heaton
KPKavitha Palaniappan
Kavitha Palaniappan
ASAnne‐Claire Stona
Anne‐Claire Stona
SVSilke Vogel
Silke Vogel
JLJohn CW Lim
John CW Lim
The Centre of Regulatory Excellence (CoRE) launched an annual lecture series in 2021 in Singapore to honor the memory of the late Professor Sir Alasdair Breckenridge, CoRE's founding Chair, and foster dialogue on global biomedical and regulatory perspectives, challenges, and advances. The 2022 Sir Alasdair Breckenridge Lecture “Success and Opportunities in the Pandemic” was delivered by Dr Penny M Heaton, former CEO of the Bill & Melinda Gates Foundation Research Institute and current Global Therapeutics Lead for Vaccines at Johnson & Johnson. Dr Heaton highlighted key lessons on the importance of trust, collaboration, and transparency in the context of health care and vaccine production.