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Ghaith, Abdul Karim

https://orcid.org/0000-0002-9600-609X

Mayo Clinic

University of Alabama

Citations 41

Super-Resolution Ultrasound Imaging Reveals Spatiotemporal Vascular and Glial Remodelling Following Spinal Cord Injury
Ghaith, Abdul Karim , Moinuddin, F M, Dhar, Ashis , Zhang, Jingke, Chen, Yongbin, Huang, Chengwu, Sheehan, Jason, Windebank, Anthony, Chen, Shigao, Bydon, Mohamad , Ghaith, Abdul Karim , Moinuddin, F. M. , Lok, U‐Wai , Huang, Chengwu, Windebank, Anthony J.

No container title available | April 8, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-9151086/v1 Get It

Abstract Background Spinal cord injury (SCI) induces complex secondary pathophysiological cascades, including microvascular disruption, glial activation, and chronic neuroinflammation. These vascular changes are dynamic and spatially heterogeneous across acute, subacute, and chronic phases. However, limitations in in vivo imaging resolution have impeded precise, longitudinal evaluation of spinal microcirculation. Objective To quantify post-SCI alterations in spinal cord vessel density, flow speed, and morphology over time using ultrasound localization microscopy (ULM), and to correlate these changes with chronic astrocytic reactivity assessed by GFAP expression. Methods Eleven Sprague-Dawley rats underwent T9–T11 laminectomy; nine received a standardized 200 kdyn contusion using the Infinite Horizons Impactor and were assigned to acute (24h), subacute (7d), and chronic (21d) groups (n = 3/group), while two served as uninjured controls. ULM was performed using a Vevo 3100 high-frequency ultrasound system with a 40 MHz transducer following intravenous Definity® microbubble injection. Vessel density (VD) and flow speed (FS) were quantified at the lesion epicenter and adjacent rostral/caudal regions. Arterial and venous compartments were distinguished by flow direction. Histological sections were stained for glial fibrillary acidic protein (GFAP), and %Area was quantified across phases. One-way ANOVA and Tukey’s test evaluated between-group differences; Pearson correlation identified phase-specific relationships between vascular metrics and chronic GFAP expression. Results ULM provided super-resolved imaging of spinal microvasculature at 5–10 µm resolution. Venous VD significantly declined from 0.92 ± 0.18 (acute) to 0.42 ± 0.23 (subacute) and 0.11 ± 0.07 (chronic, p < 0.001), particularly in dorsal regions. Arterial VD remained stable across timepoints (p > 0.05), while FS demonstrated transient reductions in both arterial and venous systems during the subacute phase. Chronic venous FS partially recovered by Day 21. GFAP-positive area increased significantly in the chronic group (3.3 ± 0.87%) compared to acute (1.52 ± 0.42%) and subacute (1.40 ± 0.05%) (p < 0.05), indicating delayed astrocyte reactivity. Correlation analysis revealed significant inverse associations between chronic GFAP %Area and early ventral venous density (r = − 1.0, p < 0.05), as well as positive correlations with chronic ventral arterial FS (r = 1.0, p < 0.01), suggesting early microvascular deficits may predict long-term gliosis. Conclusion This study demonstrates the feasibility and power of ULM to quantify dynamic microvascular remodeling in SCI with unprecedented resolution. Venous rarefaction precedes chronic astrocytosis, while arterial flow speed partially recovers over time. These findings highlight key spatiotemporal biomarkers of injury progression and support the use of ULM as a noninvasive platform for monitoring SCI pathophysiology and guiding therapeutic timing.
A supervised machine learning approach for predicting the need for postsurgical intervention in acromegaly
Shinya, Yuki , Hong, Sukwoo , Palit, Sandhya R. , Erickson, Dana , Sáez-Alegre, Miguel , Meyer, Fredric B. , Atkinson, John L. D., Herndon, Justine S, Pinheiro Neto, Carlos, Shinya, Yuki , Ghaith, Abdul Karim , Herndon, Justine , Bancos, Irina , Morshed, Ramin A. , Pinheiro‐Neto, Carlos , Gompel, Jamie J. Van

Neurosurgical Focus | July 1, 2025 | Volume: 59 | Issue: 1 | Pages: E10

10.3171/2025.4.focus2597 Get It

OBJECTIVE Patients with growth hormone (GH)–secreting pituitary adenomas (PAs) experience various symptoms and comorbidities, which can ultimately lead to increased mortality. This study aimed to develop and validate a machine learning (ML) model for predicting long-term outcomes in patients with GH-secreting PAs following endonasal transsphenoidal surgery (ETS). METHODS The authors conducted a retrospective three-institution cohort study that included patients with GH-secreting PAs treated with ETS between 2013 and 2023. Clinical, radiological, and biochemical data were collected. The main outcome of interest was the intervention-free rate (IFR) after primary ETS. Supervised ML algorithms, including decision trees and random forests, were developed to predict the IFR. Model performance was evaluated using area under the receiver operating characteristic curve (AUROC) and Shapley Additive Explanations (SHAP) values. RESULTS The median follow-up for 100 patients with GH-secreting PAs (53% female) was 64 months (range 1–130 months). Additional intervention for persistent or recurrent acromegaly was required in 32% of patients. Following primary ETS alone, the 3-year IFR was 70% and the 5-year IFR was 67%. Multiple ML models were developed and evaluated using AUROCs. The decision tree analysis achieved an accuracy of 81% and emphasized the importance of both gross-total resection (GTR) and patient age in determining the long-term IFR. To better understand the factors that contributed to model performance, SHAP analysis was applied to the best-performing model. The SHAP dependence plots showed that key factors associated with a longer IFR included tumor size < 9 mm, GTR, patient age > 65 years, and Knosp grade 0. CONCLUSIONS This ML model offers a more nuanced and potentially more accurate approach to identify patients more likely to develop recurrent or persistent acromegaly following primary ETS and require additional treatment. Following external validation, this ML model could improve personalized treatment planning and follow-up strategies and enhance patient care and resource allocation in clinical practice.
The Safety and Feasibility of a Care Hotel Model in Elective Neuroendovascular Interventions: A Pilot Study
Ríos-Zermeño, Jorge , Perez‐Vega, Carlos , Awad, Al-Wala A., Dholakia, Ruchita, Dean, Jacqueline C., Bojaxhi, Elird , Greco, Elena , Rios Zermeno, Jorge , Perez-Vega, Carlos, Ghaith, Abdul K, Tawk, Rabih G , Greco, Elena, Freeman, William D. , Ghaith, Abdul Karim , Kashyap, Samir , Borah, Bijan J. , Chadha, Ryan , Tawk, Rabih G.

Neurosurgery | March 30, 2025 | Volume: 97 | Issue: 3 | Pages: 580-587

10.1227/neu.0000000000003413 Get It

BACKGROUND AND OBJECTIVES: Rising US healthcare costs and the COVID-19 pandemic put increased pressure on hospitals to reduce patient length of stay (LOS) while maintaining high-quality care. We aimed to determine if implementing a pathway for same-day discharge after elective neuroendovascular procedures to a monitored hotel setting is safe, feasible, and cost-effective. METHODS: We evaluated patient outcomes after elective neuroendovascular procedures and same-day discharge to an on-campus Care Hotel. The study enrolled patients aged ≥18 years from October 1, 2020, to February 28, 2023. Exclusion criteria comprised major comorbidities, additional care necessitating hospitalization, absence of a caregiver, insurer-mandated hospitalization, or patient refusal of the Care Hotel model. Primary outcomes were readmission rate or prolonged LOS, new ischemic or hemorrhagic complications rate, and death rate from vascular causes within 6 months. Secondary outcomes included adverse events and deaths related to causes other than vascular complications within 6 months and changes in modified Rankin Scale score by 1 or more points at last follow-up. Healthcare cost savings associated with same-day discharge were analyzed using a control group. RESULTS: The study included 42 patients discharged to the Care Hotel and 84 controls. The average age was 61 years in the Care Hotel group and 64 years in the control group, and aneurysm treatment was the most frequent neuroendovascular procedure (83.3% and 79.8%, respectively). The readmission and extended LOS rates were 4.8% for the Care Hotel group. The rate of new ischemic or hemorrhagic complications was 4.8%. Cost analysis estimated savings of $7730.12 per procedure. CONCLUSION: This study suggests that the Care Hotel model is a safe, feasible, and cost-effective option for carefully selected patients undergoing elective neuroendovascular interventions. Adherence to discharge readiness criteria and meticulous patient selection are critical to minimizing complications and readmissions.
Machine learning–based model to predict long-term tumor control and additional interventions following pituitary surgery for Cushing’s disease
Shinya, Yuki , Hong, Sukwoo , Erickson, Dana , Davidge‐Pitts, Caroline , Nguyen, Ryan , Nieves, Antonio Bon, Sáez-Alegre, Miguel , Celda, María Peris, Pollock, Bruce E. , Meyer, Fredric B. , Atkinson, John L. D., Herndon, Justine S, Bon Nieves, Antonio, Sáez Alegre, Miguel, Pinheiro Neto, Carlos D, Peris Celda, Maria, Shinya, Yuki , Ghaith, Abdul Karim , Bancos, Irina , Herndon, Justine , Morshed, Ramin A. , Pinheiro‐Neto, Carlos , Gompel, Jamie J. Van

Journal of Neurosurgery | March 14, 2025 | Volume: 143 | Issue: 1 | Pages: 184-193

10.3171/2024.10.jns241338 Get It

OBJECTIVE In this study, the authors aimed to establish a supervised machine learning (ML) model based on multiple tree-based algorithms to predict long-term biochemical outcomes and intervention-free survival (IFS) after endonasal transsphenoidal surgery (ETS) in patients with Cushing’s disease (CD). METHODS The medical records of patients who underwent ETS for CD between 2013 and 2023 were reviewed. Data were collected on the patient’s baseline characteristics, intervention details, histopathology, surgical outcomes, and postoperative endocrine functions. The study’s primary outcome was IFS, and the therapeutic outcomes were labeled as "under control" or "treatment failure," depending on whether additional therapeutic interventions after primary ETS were required. The decision tree and random forest classifiers were trained and tested to predict long-term IFS based on unseen data, using an 80/20 cohort split. RESULTS Data from 150 patients, with a median follow-up period of 56 months, were extracted. In the cohort, 42 (28%) patients required additional intervention for persistent or recurrent CD. Consequently, the IFS rates following ETS alone were 83% at 3 years and 78% at 5 years. Multivariable Cox proportional hazards analysis demonstrated that a smaller tumor diameter that could be detected by MRI (hazard ratio 0.95, 95% CI 0.90–0.99; p = 0.047) was significantly associated with greater IFS. However, the lack of tumor detection on MRI was a poor predictor. The ML-based model using a decision tree model displayed 91% accuracy (95% CI 0.70–0.94, sensitivity 87.0%, specificity 89.0%) in predicting IFS in the unseen test dataset. Random forest analysis revealed that tumor size (mean minimal depth 1.67), Knosp grade (1.75), patient age (1.80), and BMI (1.99) were the four most significant predictors of long-term IFS. CONCLUSIONS The ML algorithm could predict long-term postoperative endocrinological remission in CD with high accuracy, indicating that prognosis may vary not only with previously reported factors such as tumor size, Knosp grade, gross-total resection, and patient age but also with BMI. The decision tree flowchart could potentially stratify patients with CD before ETS, allowing for the selection of personalized treatment options and thereby assisting in determining treatment plans for these patients. This ML model may lead to a deeper understanding of the complex mechanisms of CD by uncovering patterns embedded within the data.
Machine Learning-Based Model to Predict Long-Term Tumor Control and Additional Interventions following Transsphenoidal Surgery for Acromegaly Patients
Sáez-Alegre, Miguel , Erickson, Dana , Davidge‐Pitts, Caroline , Meyer, Fredric B. , Atkinson, John L. D., Shinya, Yuki , Ghaith, Abdul Karim , Herndon, Justine , Palit, Sandhya R. , Hong, Sukwoo , Morshed, Ramin A. , Bancos, Irina , Gompel, Jamie J. Van

Journal of Neurological Surgery Part B: Skull Base | February 7, 2025 | Volume: 86 | Issue: No issue available | Pages: No page available

10.1055/s-0045-1803039 Get It

Surgical versus conservative management of spinal cord cavernous malformations: a systematic review and comparative meta-analysis
Llano, Juan P Navarro-Garcia de , Ortega-Ruiz, Omar R. , Ravindran, Krishnan , Kumar, Jeyan S. , Williams, Lindsy N., Bydon, Mohamad , Ríos-Zermeño, Jorge , Ghaith, Abdul Karim , El-Hajj, Victor Gabriel , Greco, Elena, Goyal, Anshit , Tawk, Rabih G.

Journal of Neurosurgery: Spine | January 31, 2025 | Volume: 42 | Issue: 4 | Pages: 509-519

10.3171/2024.10.spine24432 Get It

OBJECTIVE Spinal cord cavernous malformations (SCCMs) are rare vascular malformations with a capricious prognosis. Given the eloquent nature of the spinal cord, considerable surgical morbidity may be encountered. Therefore, conservative management has emerged as a valid alternative, especially for incidental lesions diagnosed on ubiquitous imaging. The aim of this systematic review and meta-analysis was to evaluate the safety and efficacy of surgical versus conservative management of SCCMs. METHODS Following PRISMA guidelines, this study included articles published in full-text form comparing the outcomes following conservative and surgical management of SCCMs. Collected variables included the total number of patients, spine level, resection, myelotomy, follow-up duration, bleeding, motor weakness, pain, bladder and/or bowel dysfunction, and neurological improvement or deterioration after discharge. The primary outcome of interest was long-term functional outcome. RESULTS Eleven articles comprising 515 patients were included, of whom 343 (66.6%) underwent resection and 172 (33.4%) were managed conservatively. Patients who underwent surgery were more likely to have preoperative motor deficits, hemorrhagic episodes, and bladder and/or bowel dysfunction, indicating increased disease severity. Resection was associated with significantly improved long-term functional outcomes (OR 3.27, 95% CI 1.72–6.24) compared with conservative management. There was no significant difference between the two groups regarding odds of long-term clinical deterioration (OR 1.03, 95% CI 0.35–3.03). However, the risk of hemorrhagic episodes during follow-up was higher in the conservative group (17.3%) compared with the surgical group (1.69%). The odds of hemorrhage during follow-up were lower in the surgical group, although not statistically significant (OR 0.24, 95% CI 0.05–1.05). CONCLUSIONS This study highlights that while surgical management of SCCMs is associated with better long-term functional outcomes and reduced risk of recurrent hemorrhage, treatment decisions must be carefully tailored to the individual patient, particularly given the potential risks associated with surgery. Conservative management, although less invasive, carries a nonnegligible risk of hemorrhage during follow-up, warranting close monitoring. These findings parallel management strategies used for brainstem cavernomas, for which surgery is reserved for cases with low surgical risk and worsening neurological symptoms. However, the limitations of current data, including selection bias and heterogeneity in reporting, emphasize the need for a multi-institutional registry to better define the natural history of SCCMs and inform future management strategies.
Determining the Predictors of Recurrence or Regrowth Following Spinal Astrocytoma Resection: A Systematic Review and Meta-Analysis
Hoang, Harry , Mellal, Amine , Dulloo, Milad, Nguyen, Ryan , Saïdi, N. , Magableh, Hamzah M , Cailleteau, Alexis, Ghaith, Abdul Karim , El-Hajj, Victor Gabriel , Elmi‐Terander, Adrian , Nguyen, Ryan T , Al-Saidi, Neil Nazar , Magableh, Hamzah , Ghaith, Abdul Karim , Elmi-Terander, Adrian , El-Hajj, Victor Gabriel , Dulloo, Milad, Cailleteau, Alexis

Brain Sciences | December 4, 2024 | Volume: 14 | Issue: 12 | Pages: 1226

10.3390/brainsci14121226 Get It

Background/Objectives: Spinal astrocytomas (SA) represent 30–40% of all intramedullary spinal cord tumors (IMSCTs) and present significant clinical challenges due to their aggressive behavior and potential for recurrence. We aimed to pool the evidence on SA and investigate predictors of regrowth or recurrence after surgical resection. Methods: A systematic review and meta-analysis were conducted on peer-reviewed human studies from several databases covering the field of SA. Data were collected including sex, age, tumor location, extent of resection, histopathological diagnosis, and adjuvant therapy to identify predictors of SA recurrence. Recurrence was defined as failure of local tumor control or regrowth after treatment. Results: A total of 53 studies with 1365 patients were included in the meta-analysis. A postoperative deterioration in neurological outcomes, as assessed by the modified McCormick scale, was noted in most of the patients. The overall recurrence rate amounted to 41%. On meta-analysis, high-grade WHO tumors were associated with higher odds of recurrence (OR = 2.65; 95% CI: 1.87, 3.76; p = 0.001). Similarly, GTR was associated with lower odds of recurrence compared to STR (OR = 0.33; 95% CI: 0.18, 0.60; p = 0.0003). Sex (p = 0.5848) and tumor location (p = 0.3693) did not show any significant differences in the odds of recurrence. Intraoperative neurophysiological monitoring was described in 8 studies and adjuvant radiotherapy in 41 studies. Conclusions: The results highlight the significant importance of tumor grade and extent of resection in patient prognosis. The role of adjuvant radiotherapy remains unclear, with most studies suggesting no differences in outcomes, with limitations due to potential confounders.
Impact of proton versus photon adjuvant radiotherapy on overall survival in the management of skull base and spinal chordomas: a National Cancer Database analysis
El-Hajj, Victor Gabriel , Hoang, Harry , Saïdi, N. , Graepel, Stephen , Atallah, Elias , Elmi‐Terander, Adrian , Lehrer, Eric J. , Brown, Paul D. , Bydon, Mohamad , Al-Saidi, Neil Nazar, Graepel, Stephen P, Elmi-Terander, Adrian , Al-Saidi, Neil Nazar , Ghaith, Abdul Karim , Nguyen, Ryan H.

Journal of Neurosurgery | August 24, 2024 | Volume: No volume available | Issue: No issue available | Pages: 1-9

10.3171/2024.5.jns24511 Get It

OBJECTIVE Chordomas are rare tumors that originate from undifferentiated remnants of the notochord. Currently, there are no established guidelines regarding the choice of adjuvant radiation modality for patients surgically treated for chordomas. Using a nationwide, multicenter database, the authors aimed to compare long-term survival outcomes associated with the use of proton or photon adjuvant therapy for the management of chordomas of skull base and spine. METHODS The National Cancer Database (NCDB) was queried for chordoma cases from 2004 to 2017. Patient, tumor, and treatment characteristics were extracted from the database. The primary outcome was overall survival (OS). Kaplan-Meier survival analyses were conducted to investigate differences in outcome on propensity score–matched cohorts of patients treated with proton or photon adjuvant radiotherapy. RESULTS Of the 3490 patients available, 424 met the inclusion criteria for this study. In the prematching analysis, patients receiving adjuvant photon therapy were significantly older (median age 57.0 vs 45.0 years, p < 0.001) and were more commonly male (61% vs 43%, p < 0.001) compared with those receiving proton therapy. Races were equally distributed among radiotherapy modalities (p = 0.64). Patients with chordomas of the mobile spine or sacrum were less likely to receive proton compared with photon therapy (37% vs 58%). Patients receiving proton therapy were more often represented among private insurance holders (69% vs 52%, p < 0.001) as well as in the highest income quartile (52% vs 40%, p = 0.008). Patients traveled farther to receive proton, as opposed to photon, therapy (median 59.0 vs 34.9 miles, p < 0.001). On postmatching Kaplan-Meier analysis encompassing all chordoma cases, no difference in OS between photon and proton therapy was revealed (HR 0.75, 95% CI 0.39–1.44; p = 0.39). A Kaplan-Meier analysis only including patients with skull base chordomas reached similar results (HR 0.83, 95% CI 0.31–2.22; p = 0.71). In patients with spine chordomas, however, a significant difference was found, as proton therapy exhibited a superior OS over photon therapy (HR 0.28, 95% CI 0.09–0.81; p = 0.012). CONCLUSIONS Based on this nationwide analysis, patients with private insurance and higher income were more likely to receive proton adjuvant radiotherapy, while those with spinal or sacral chordomas were less likely to receive this modality. Despite this disparity, an OS benefit was observed in patients with chordomas of the spine and sacrum who received adjuvant proton therapy, in comparison with a matched cohort of patients treated with photon therapy. Conversely, this advantageous outcome was not evident in cases of chordomas located at the skull base.
Minimally invasive posterior cervical foraminotomy versus the anterior transcorporeal approach for cervical radiculopathy: a systematic review and meta-analysis
Rajjoub, Rami , Nguyen, Ryan, El-Hajj, Victor Gabriel , Onyedimma, Chiduziem , Yolcu, Yagiz U. , Elmi‐Terander, Adrian , Bydon, Mohamad , Jarrah, Ryan , Elmi-Terander, Adrian , El-Hajj, Victor Gabriel , Nguyen, Ryan, Ghaith, Abdul Karim , Biase, Gaetano De , Akinduro, Oluwaseun O. , Abode-Iyamah, Kingsley

Journal of Neurosurgery: Spine | August 10, 2024 | Volume: 41 | Issue: 4 | Pages: 508-518

10.3171/2024.5.spine2497 Get It

OBJECTIVE Surgical decompression is often indicated for symptomatic cases of cervical radiculopathy. In the cervical spine, minimally invasive posterior cervical foraminotomy (MIS-PCF) and the anterior transcorporeal approach (ATCA) are modern techniques available to surgeons. This systematic review and single-arm meta-analysis aimed to assess surgical and patient-reported outcomes of MIS-PCF and ATCA for cervical radiculopathy. METHODS A systematic review of the literature was conducted using 1) Ovid; 2) Epub Ahead of Print and In-Process, In-Data-Review & Other Non-Indexed Citations; and 3) Scopus databases, which reported outcomes following cervical decompression using MIS-PCF or the ATCA. Specifically, baseline characteristics, operative outcomes, and changes in visual analog scale (VAS) neck pain score were assessed. The quality of the studies was graded using the modified Newcastle-Ottawa Scale for observational studies. RESULTS Forty studies with 1661 patients were identified. The comparative analysis of both techniques revealed no significant differences in complication (7%, 95% CI 5%–10%, p = 0.75) or reoperation rates (5%, 95% CI 3%–7%, p = 0.41). Additionally, there were no significant differences in estimated blood loss (55.39, 95% CI 44.62–66.16 ml, p = 0.55) or operative time (85.15, 95% CI 65.38–104.92 minutes, p = 0.05). The ATCA showed significantly greater improvement (p < 0.01) in VAS neck pain scores following surgery (ATCA point reduction 6.7, 95% CI 6.0–7.5 points vs MIS-PCF 3.0, 95% CI 1.0–5.0 points). CONCLUSIONS The ATCA and MIS-PCF are effective modern techniques for the surgical treatment of radiculopathy. Both approaches showed comparable postoperative outcomes, including complication and reoperation rates. However, the ATCA was shown to provide significantly greater improvement in VAS neck pain scores.
CUFFLESS BLOOD PRESSURE IN CLINICAL PRACTICE: CHALLENGES, OPPORTUNITIES AND CURRENT LIMITS
Henry, Benoît , Merz, Maxime, Hoang, Harry , Wosik, Jedrek , Henry, Benoit, Ghaith, Abdul Karim , Schoettker, Patrick

Journal of Hypertension | May 22, 2024 | Volume: 42 | Issue: Suppl 1 | Pages: e82

10.1097/01.hjh.0001020076.66245.93 Get It

Objective: Cuffless blood pressure measurement technologies have attracted significant attention for their potential to transform cardiovascular monitoring. This updated narrative review thoroughly examines the challenges, opportunities, and limitations associated with the implementation of cuffless blood pressure monitoring systems. By summarizing the current state of the art and identifying future directions, this article aims to participate in the debate around cuffless BP measurement while contributing substantial scientific value to this rapidly evolving field. Design and method: The search procedure involved using Google Scholar and PubMed databases. During the initial search, a substantial number of articles unrelated to this literature survey were retrieved. Authors then selected the articles that were relevant for this review on cuffless noninvasive BP measurement. Results: Diverse technologies, including photoplethysmography, tonometry, and ECG waveform analysis, enable cuffless blood pressure measurement and are integrated into devices like smartphones and smartwatches. Signal processing emerges as a critical aspect, dictating the accuracy and reliability of readings. Despite its potential, the integration of cuffless technologies into clinical practice faces obstacles, including the need to address concerns related to accuracy, calibration, and standardization across diverse devices and patient populations. The development of robust algorithms to mitigate artifacts and environmental disturbances is essential for extracting clear physiological signals. Based on extensive research, this review emphasizes the necessity for standardized protocols, validation studies, and regulatory frameworks to ensure the reliability and safety of cuffless blood pressure monitoring devices and their implementation in mainstream medical practice. Interdisciplinary collaborations between engineers, clinicians, and regulatory bodies are crucial to address technical, clinical, and regulatory complexities during implementation. Conclusions: While cuffless blood pressure monitoring holds immense potential to transform cardiovascular care. The resolution of existing challenges and the establishment of rigorous standards are imperative for its seamless incorporation into routine clinical practice. The emergence of these new technologies shifts the paradigm of cardiovascular health management, presenting a new possibility for non-invasive continuous and dynamic monitoring. The concept of cuffless blood pressure measurement is viable and more finely tuned devices are expected to enter the market, which could redefine our understanding of blood pressure and hypertension.