Muhammad Sanusi

Dr. Muhammad Sanusi

orcid

Research Focus & Metrics

Academic Career Length

4Years (2023-Present)

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

Representative Publications

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24 December 2025 in Cells
Verified
Journal Article
Open access
PDF file
MSMuhammad Sanusi
Muhammad Sanusi
RVRoopeessh Vempati
Roopeessh Vempati
DUDinakaran Umashankar
Dinakaran Umashankar
STSuha Tarannum
Suha Tarannum
YVYash Varma
Yash Varma
CGChristian C. Toquica Gahona
Christian C. Toquica Gahona
Atrial fibrillation (AF) is the most common sustained cardiac arrhythmia globally, linked to significant cardiovascular morbidity and mortality. Catheter ablation has emerged as a primary therapeutic approach, yet substantial recurrence rates limit its long-term efficacy. This review critically examines the molecular mechanisms underlying AF recurrence post-ablation, synthesizing recent findings from current literature. Key molecular pathways identified include structural remodeling mediated by fibrosis involving transforming growth factor-beta 1 (TGF-β1) and matrix metalloproteinases (MMPs), ion-channel dysregulation, inflammatory pathways, autonomic nervous system imbalance, and genetic and epigenetic alterations. Despite considerable advances, critical gaps persist due to small, heterogeneous studies and insufficient long-term follow-up. Comprehensive mechanistic research integrating genomics, proteomics, and advanced imaging is urgently needed to better characterize these pathways. Future studies must validate biomarkers such as TGF-β1, MMPs, connexins, and novel markers like GDF-15 and relaxin. Clinical translation of these molecular insights through precision diagnostics and personalized interventions holds great promise to enhance patient selection, optimize ablation strategies, reduce recurrence, and ultimately improve clinical outcomes in AF management.

Verified
Journal Article
Open access
PDF file
RVRoopeessh Vempati
Roopeessh Vempati
CGChristian C. Toquica Gahona
Christian C. Toquica Gahona
FHFadi Haddad
Fadi Haddad
HMHari Vorappan Manickavelan
Hari Vorappan Manickavelan
FZFaiza Zakaria
Faiza Zakaria
RNRajiv Nair
Rajiv Nair
Atrial fibrillation (AF) is the most prevalent sustained arrhythmia and is increasingly driven by cardiometabolic disease, including type 2 diabetes mellitus (T2DM), obesity, and insulin resistance. These conditions promote atrial electrical instability and a permissive substrate through mitochondrial dysfunction, oxidative stress, inflammation, calcium-handling abnormalities, and profibrotic signaling, culminating in atrial fibrosis and conduction heterogeneity. Metformin, the foundational glucose-lowering therapy for T2DM, exerts pleiotropic actions that intersect with these upstream pathways. Beyond glycemic control, metformin induces mild mitochondrial complex I modulation with reduction of reverse electron transfer-derived reactive oxygen species, activates adenosine monophosphate (AMP) activated protein kinase, and attenuates nuclear factor kappa-light-chain-enhancer of activated B cells (NF-κB)-mediated cytokine signaling; experimental data further suggest favorable effects on adiponectin–sarcoendoplasmic reticulum calcium adenosine triphosphatase (SERCA) 2a-dependent calcium cycling, connexin expression, small-conductance Ca2+-activated K+ channel remodeling, lipid handling, and transforming growth factor-β (TGF)-β-associated fibrotic remodeling. Observational cohort studies have reported associations between metformin exposure and a modest reduction in incident AF, particularly with longer treatment duration and in higher-risk metabolic phenotypes; device-based surveillance cohorts support a preventive association for new-onset AF rather than reduction of established AF burden. Data after catheter ablation suggest improved freedom from recurrence in metformin-treated patients, whereas evidence in postoperative AF is largely neutral, likely reflecting distinct acute mechanisms. Collectively, metformin may be best conceptualized as a potential substrate-modifying, upstream therapy candidate; however, confounding, exposure misclassification, and heterogeneity in comparators limit causal inference, underscoring the need for prospective randomized trials with AF endpoints. In practice, integration with comprehensive risk-factor modification (blood pressure, weight, sleep apnea, and glycemic optimization) remains essential when considering AF prevention strategies.

25 July 2026 in Radiology Case Reports
Verified
Journal Article
Open access
MSMuhammad Sanusi
Muhammad Sanusi
FHFadi Haddad
Fadi Haddad
FMFawaz Mohammed
Fawaz Mohammed
PBParjanya Bhatt
Parjanya Bhatt
DUDinakaran Umashankar
Dinakaran Umashankar
RNRajiv Nair
Rajiv Nair

15 October 2025 in American Journal of Cardiovascular Drugs
Verified
Journal Article
Closed access
PDF file
MSMuhammad Sanusi
Muhammad Sanusi
ANAndrew Ndakotsu
Andrew Ndakotsu
DUDinakaran Umashankar
Dinakaran Umashankar
PNPrami Nakarmi
Prami Nakarmi
RVRoopeessh Vempati
Roopeessh Vempati
GKGeetha Krishnamoorthy
Geetha Krishnamoorthy

30 September 2023 in ABHATS: Jurnal Islam Ulil Albab
Verified
Journal Article
Open access
PDF file
TATitik Husnawati Amini
Titik Husnawati Amini
MSMuhammad Sanusi
Muhammad Sanusi
Penelitian ini bertujuan untuk menganalisis bagaimana kinerja karyawan lulusan non-perbankan syariah di Bank BPD DIY Syariah serta kendala yang dihadapi dalam bekerja. Metode penelitian yang digunakan adalah penelitian kualitatif, yang mana dalam penelitian kualitatif instrument utama adalah penelitian itu sendiri. Dalam penelitian ini, teknik pengumpulan data yang digunakan adalah wawancara dan observasi pada karyawan di Bank BPD DIY Syariah. Hasil penelitian ini menunjukkan bahwa tidak terdapat perbedaan kinerja dari lulusan perbankan syariah dan lulusan non-perbankan syariah. Tingkat kinerja mereka diukur dari cepat tanggapnya dalam memahami pelatihan kayawan yang meliputi pemahaman aspek hukum, akad-akad syariah, jasa perbankan, produk bank syariah serta kualitas pelayanan karyawan kepada nasabah Bank BPD DIY Syariah. Kendala yang dialami oleh karyawan bank BPD DIY Syariah yang berlatar belakang non-perbankan syariah meliputi kurangnya pengetahuan mengenai jenis akad, sistem operasional, bentuk layanan jasa perbankan syariah, hingga produk-produk bank syariah itu sendiri