Vivek Muthurangu
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Previous Organizations / Institutes
The organizations / institutes from the scholar's other articles in the past ten years
Research Subjects
Vivek Muthurangu has a total of 386 co-authors. Here are the top co-authors by number of shared publications:
- Jennifer Anne Steeden
Institute of Cardiovascular Science University College London London UK
18 shared publications Jennifer A. Steeden
Institute of Cardiovascular Science, University College London, London, UK
16 shared publications- Michael A. Quail
Centre for Cardiovascular Imaging, Heart and Lung Division, Great Ormond Street Hospital for Children NHS Foundation Trust
11 shared publications Bejal Pandya
Barts heart Centre, London, United Kingdom
7 shared publicationsMichael Quail
UCL Centre for Translational Cardiovascular Imaging, University College London, 20c Guilford St, London, UK, WC1N 1DZ; Great Ormond Street Hospital, Great Ormond St, London, UK, WC1N 3JH
7 shared publicationsAndrew M. Taylor
From the Centre for Cardiovascular Imaging, Institute of Cardiovascular Science, University College London and Great Ormond Street Hospital for Children, London, United Kingdom (M.A.Q., R.S., B.P., J.A.S., A.K., A.M.T., V.M.); Adult Congenital Heart Disease Department, St. Bartholomew's Hospital, London, United Kingdom (B.P.); and IBiTech-bioMMeda, iMinds Medical IT, Ghent University, Gent, Belgium (P.S.).
6 shared publications
Latest Publications
- Open Access
- 2 November 2026
- Published by Elsevier in JTCVS Open
Machine learning in risk stratification of prolonged hospital stay after congenital heart surgery
- 2 November 2026
- Published by Elsevier in JTCVS Open
Open AccessMachine learning in risk stratification of prolonged hospital stay after congenital heart surgery
- Open Access
- 4 October 2026
- Published by Wiley in NMR in Biomedicine
- Vol. 39 (11) , e70412
Validation of a Novel, Low‐Cost, Portable MRI‐Compatible Exercise Device in Healthy Volunteers and Patients With Pulmonary Hypertension
The value of exercise cardiovascular magnetic resonance (CMR) has been shown in many clinical scenarios. We have developed a novel MR‐compatible exercise device and aim to validate it against the reference standard MR‐conventional ergometer. The novel device consisted of two half‐pipes fixed to a wooden base, with participants wearing knee‐length socks with a 0.5 kg weight in each sock. Increased workload was achieved by increasing the rate of alternating leg flexion and extension in time with a bleep sound of increasing frequency. Twenty subjects (10 healthy volunteers, 10 patients with pulmonary arterial hypertension) performed two CMR‐augmented cardiopulmonary exercise tests (CMR/CPET) using the novel exercise device and a conventional ergometer in a randomised order. Comparing peak metrics elicited on both exercise devices, there was a moderate correlation in peak oxygen consumption (VO 2 , r = 0.86, p < 0.001), cardiac output (CO, r = 0.73, p < 0.001), stroke volume (SV, r = 0.90, p < 0.001), peak heart rate (HR, r = 0.65, p = 0.002) and peak arteriovenous oxygen content gradient (ΔavO 2 , r = 0.71, p < 0.001). However, all metrics were significantly lower with the novel device. Both devices were able to elicit statistically significant differences in VO 2 , HR and right ventricular ejection fraction (RVEF) between patients and healthy subjects ( p ≤ 0.04). We have created a simple, easy to use and affordable exercise device for the CMR environment. This may encourage greater dissemination of exercise CMR in clinical and research practice.
- 4 October 2026
- Published by Wiley in NMR in Biomedicine
- Vol. 39 (11) , e70412
Open AccessValidation of a Novel, Low‐Cost, Portable MRI‐Compatible Exercise Device in Healthy Volunteers and Patients With Pulmonary Hypertension
The value of exercise cardiovascular magnetic resonance (CMR) has been shown in many clinical scenarios. We have developed a novel MR‐compatible exercise device and aim to validate it against the reference standard MR‐conventional ergometer. The novel device consisted of two half‐pipes fixed to a wooden base, with participants wearing knee‐length socks with a 0.5 kg weight in each sock. Increased workload was achieved by increasing the rate of alternating leg flexion and extension in time with a bleep sound of increasing frequency. Twenty subjects (10 healthy volunteers, 10 patients with pulmonary arterial hypertension) performed two CMR‐augmented cardiopulmonary exercise tests (CMR/CPET) using the novel exercise device and a conventional ergometer in a randomised order. Comparing peak metrics elicited on both exercise devices, there was a moderate correlation in peak oxygen consumption (VO 2 , r = 0.86, p < 0.001), cardiac output (CO, r = 0.73, p < 0.001), stroke volume (SV, r = 0.90, p < 0.001), peak heart rate (HR, r = 0.65, p = 0.002) and peak arteriovenous oxygen content gradient (ΔavO 2 , r = 0.71, p < 0.001). However, all metrics were significantly lower with the novel device. Both devices were able to elicit statistically significant differences in VO 2 , HR and right ventricular ejection fraction (RVEF) between patients and healthy subjects ( p ≤ 0.04). We have created a simple, easy to use and affordable exercise device for the CMR environment. This may encourage greater dissemination of exercise CMR in clinical and research practice.
- Open Access
Aortic Haemodynamics Are Independent Longitudinal Determinants of Left Ventricular Function in Repaired Tetralogy of Fallot
BACKGROUND: Left ventricular ejection fraction (LVEF) independently predicts mortality in repaired tetralogy of Fallot (ToF), but the causes of LV dysfunction are incompletely understood. The intrinsic aortopathy of ToF increases pulsatile afterload, yet whether this contributes to LV dysfunction is unknown. We sought to determine whether aortic dimensions and flow-derived afterload act as cross-sectional markers of LV dysfunction, dynamic contributors to change in LV function over time, or both. METHODS: Retrospective longitudinal study of 554 patients with repaired ToF (1,448 serial cardiovascular magnetic resonance examinations, 2003-2026). Aortic root dimensions, total arterial compliance (TAC: aortic forward flow volume/pulse pressure), and systemic vascular resistance (SVR) were derived, and a within-between decomposition separated between-patient from within-patient associations with LVEF in mixed-effects models. RESULTS: In the analytic sample (1,053 observations, 521 patients), aortic sinus diameter predicted LVEF at both levels (within:β = -0.23, p<0.001; between: β = -0.20, p=0.003). Associations were reproduced at the sinotubular junction but absent at the ascending aorta, localising the effect to the root. TAC predicted LVEF within patients (β=0.90 per mL/mmHg, p=0.014) but not between patients (p=0.62), indicating that pulsatile afterload is a dynamic contributor to LV function. SVR predicted LVEF at both levels (within: β = -0.23; between: β = -0.25; both p<0.001). Blood pressure components alone, expressed as systolic and diastolic or as mean arterial and pulse pressure, did not predict LVEF and fitted the data less well. Adjustment for right ventricular ejection fraction attenuated the within-patient compliance association by 35%, suggesting a component shared with right ventricular function. CONCLUSIONS: Aortic root dimensions, TAC and SVR are independent longitudinal determinants of LVEF in repaired ToF, establishing an important role for aortic haemodynamics in LV function and identifying the systemic vasculature as a potentially modifiable contributor to LV dysfunction.
Open AccessAortic Haemodynamics Are Independent Longitudinal Determinants of Left Ventricular Function in Repaired Tetralogy of Fallot
BACKGROUND: Left ventricular ejection fraction (LVEF) independently predicts mortality in repaired tetralogy of Fallot (ToF), but the causes of LV dysfunction are incompletely understood. The intrinsic aortopathy of ToF increases pulsatile afterload, yet whether this contributes to LV dysfunction is unknown. We sought to determine whether aortic dimensions and flow-derived afterload act as cross-sectional markers of LV dysfunction, dynamic contributors to change in LV function over time, or both. METHODS: Retrospective longitudinal study of 554 patients with repaired ToF (1,448 serial cardiovascular magnetic resonance examinations, 2003-2026). Aortic root dimensions, total arterial compliance (TAC: aortic forward flow volume/pulse pressure), and systemic vascular resistance (SVR) were derived, and a within-between decomposition separated between-patient from within-patient associations with LVEF in mixed-effects models. RESULTS: In the analytic sample (1,053 observations, 521 patients), aortic sinus diameter predicted LVEF at both levels (within:β = -0.23, p<0.001; between: β = -0.20, p=0.003). Associations were reproduced at the sinotubular junction but absent at the ascending aorta, localising the effect to the root. TAC predicted LVEF within patients (β=0.90 per mL/mmHg, p=0.014) but not between patients (p=0.62), indicating that pulsatile afterload is a dynamic contributor to LV function. SVR predicted LVEF at both levels (within: β = -0.23; between: β = -0.25; both p<0.001). Blood pressure components alone, expressed as systolic and diastolic or as mean arterial and pulse pressure, did not predict LVEF and fitted the data less well. Adjustment for right ventricular ejection fraction attenuated the within-patient compliance association by 35%, suggesting a component shared with right ventricular function. CONCLUSIONS: Aortic root dimensions, TAC and SVR are independent longitudinal determinants of LVEF in repaired ToF, establishing an important role for aortic haemodynamics in LV function and identifying the systemic vasculature as a potentially modifiable contributor to LV dysfunction.
- Open Access
- 29 July 2026
- Published by Elsevier in Journal of Cardiovascular Magnetic Resonance
- p. 102780
High Resolution Isotropic ‘Pseudo’ 3D Cine imaging with Automated Segmentation using Concatenated 2D Real-time Imaging and Deep Learning
- 29 July 2026
- Published by Elsevier in Journal of Cardiovascular Magnetic Resonance
- p. 102780
Open AccessHigh Resolution Isotropic ‘Pseudo’ 3D Cine imaging with Automated Segmentation using Concatenated 2D Real-time Imaging and Deep Learning
- Open Access
- 9 July 2026
- Published by Wiley in Journal of Magnetic Resonance Imaging
Standardized Reporting of Cardiac Magnetic Resonance Examinations in Children With Cardiac Diseases and Adults With Congenital Heart Disease: A Scientific Statement From the Association for European Pediatric and Congenital Cardiology ( AEPC ) and the International Society for Magnetic Resonance in Medicine ( ISMRM )
- 9 July 2026
- Published by Wiley in Journal of Magnetic Resonance Imaging
Open AccessStandardized Reporting of Cardiac Magnetic Resonance Examinations in Children With Cardiac Diseases and Adults With Congenital Heart Disease: A Scientific Statement From the Association for European Pediatric and Congenital Cardiology ( AEPC ) and the International Society for Magnetic Resonance in Medicine ( ISMRM )
- Open Access
- 2 July 2026
- Published by Oxford University Press (OUP) in European Heart Journal - Imaging Methods and Practice
- Vol. 4 (3)
A minimally invasive pre-operative measure of total pulmonary resistance is associated with early adverse outcomes following total cavopulmonary connection
Aims: Survival following total cavopulmonary connection (TCPC) is influenced by pre-operative haemodynamics. We developed a minimally invasive method to measure total pulmonary resistance (TPR) at the bidirectional cavopulmonary connection (BCPC) stage, reflecting the combined pulmonary impedance of the TCPC circulation. We evaluated whether TPR predicted early Fontan failure [EFF; death, TCPC take-down, emergency fenestration, or mechanical circulatory support (MCS) ≤ 6months post-TCPC] or prolonged post-operative intensive care unit (ICU) stay (>14 days). Methods and results: TPR was derived using jugular venous pressure as a surrogate for central venous pressure (CVP) and pulmonary blood flow (Qp) measured non-invasively from cardiovascular magnetic resonance (CMR). Indexed TPR (TPRi) was calculated as CVP/Qp indexed to body surface area. Logistic regression evaluated predictors of early post-TCPC outcomes. Receiver operating characteristic (ROC) analysis assessed TPRi discrimination for EFF or the composite endpoint of EFF or prolonged ICU stay [early adverse outcome (EAO)]. Of 232 patients with BCPC undergoing CMR, 96% (n = 223) proceeded to TCPC. TPR data were available in 204 patients. On multivariable analysis, TPRi (adjusted OR 1.28, P = 0.030) and isomerism [adjusted odds ratio (OR) 14.34, P = 0.002] were independently associated with EFF. Both TPRi (adjusted OR 1.37, P = 0.001) and isomerism (adjusted OR 14.53, P = 0.001) also independently predicted EAO. ROC analysis identified optimal TPRi thresholds of ≥5.78 WU·m2 for EFF (sensitivity 80%, specificity 54%) and ≥5.7 WU·m2 for EAO (sensitivity 75%, specificity 53%). Conclusion: TPRi, calculated by combining pressure and flow data at the BCPC stage, independently predicts early adverse post-TCPC outcomes and may help identify high-risk patients without cardiac catheterization.
- 2 July 2026
- Published by Oxford University Press (OUP) in European Heart Journal - Imaging Methods and Practice
- Vol. 4 (3)
Open AccessA minimally invasive pre-operative measure of total pulmonary resistance is associated with early adverse outcomes following total cavopulmonary connection
Aims: Survival following total cavopulmonary connection (TCPC) is influenced by pre-operative haemodynamics. We developed a minimally invasive method to measure total pulmonary resistance (TPR) at the bidirectional cavopulmonary connection (BCPC) stage, reflecting the combined pulmonary impedance of the TCPC circulation. We evaluated whether TPR predicted early Fontan failure [EFF; death, TCPC take-down, emergency fenestration, or mechanical circulatory support (MCS) ≤ 6months post-TCPC] or prolonged post-operative intensive care unit (ICU) stay (>14 days). Methods and results: TPR was derived using jugular venous pressure as a surrogate for central venous pressure (CVP) and pulmonary blood flow (Qp) measured non-invasively from cardiovascular magnetic resonance (CMR). Indexed TPR (TPRi) was calculated as CVP/Qp indexed to body surface area. Logistic regression evaluated predictors of early post-TCPC outcomes. Receiver operating characteristic (ROC) analysis assessed TPRi discrimination for EFF or the composite endpoint of EFF or prolonged ICU stay [early adverse outcome (EAO)]. Of 232 patients with BCPC undergoing CMR, 96% (n = 223) proceeded to TCPC. TPR data were available in 204 patients. On multivariable analysis, TPRi (adjusted OR 1.28, P = 0.030) and isomerism [adjusted odds ratio (OR) 14.34, P = 0.002] were independently associated with EFF. Both TPRi (adjusted OR 1.37, P = 0.001) and isomerism (adjusted OR 14.53, P = 0.001) also independently predicted EAO. ROC analysis identified optimal TPRi thresholds of ≥5.78 WU·m2 for EFF (sensitivity 80%, specificity 54%) and ≥5.7 WU·m2 for EAO (sensitivity 75%, specificity 53%). Conclusion: TPRi, calculated by combining pressure and flow data at the BCPC stage, independently predicts early adverse post-TCPC outcomes and may help identify high-risk patients without cardiac catheterization.
- Open Access
- 15 June 2026
- Published by Oxford University Press (OUP) in European Heart Journal - Imaging Methods and Practice
- Vol. 4 (3) , qyag108
Reduced regadenoson dose using heart rate-targeted titration in paediatric stress perfusion CMR
Aims: Weight-based regadenoson dosing for paediatric stress perfusion cardiac magnetic resonance (CMR) achieves coronary vasodilation but may result in excessive drug exposure in some patients. We evaluated the feasibility, safety, and diagnostic performance of heart rate-targeted regadenoson titration as an individualized alternative to fixed-based dosing. Methods and results: We performed a retrospective analysis of 31 consecutive regadenoson stress perfusion CMR studies (29 technically successful) in paediatric patients with known or suspected coronary artery disease (2015–2025). Regadenoson was administered incrementally, targeting ≥20% heart rate increase. Outcomes included achieved doses, haemodynamic responses, adverse events, image quality, and positivity rate. Results were compared with published weight-based dosing protocols.Mean age was 11.8 ± 4 years (range 3–18) and weight 50.4 ± 21 kg (range 14.9–91.8). Complete dosing data were available for 21/29 studies. Target heart rate response was achieved in all 29 studies (100% success) with a median dose 3.2 mcg/kg (range 1.6–8), representing 60% reduction compared with standard 8 mcg/kg protocols. Among patients >50 kg, 83% achieved adequate stress with ≤160 mcg (≤40% of the standard 400 mcg adult dose). Mean heart rate increased 42% (range 16–77%). Transient blood pressure reductions ≥10 mmHg occurred in nine patients. All studies yielded diagnostic-quality images. Stress-inducible perfusion defects were identified in 7/29 studies (24%). No major adverse events occurred. Conclusion: Heart rate-targeted regadenoson titration for paediatric stress perfusion CMR is feasible, achieving diagnostic-quality images with substantially reduced drug exposure. Consistent haemodynamic responses and positivity rates comparable to published series suggest adequacy of pharmacological stress, though prospective validation with quantitative perfusion measurement is required.
- 15 June 2026
- Published by Oxford University Press (OUP) in European Heart Journal - Imaging Methods and Practice
- Vol. 4 (3) , qyag108
Open AccessReduced regadenoson dose using heart rate-targeted titration in paediatric stress perfusion CMR
Aims: Weight-based regadenoson dosing for paediatric stress perfusion cardiac magnetic resonance (CMR) achieves coronary vasodilation but may result in excessive drug exposure in some patients. We evaluated the feasibility, safety, and diagnostic performance of heart rate-targeted regadenoson titration as an individualized alternative to fixed-based dosing. Methods and results: We performed a retrospective analysis of 31 consecutive regadenoson stress perfusion CMR studies (29 technically successful) in paediatric patients with known or suspected coronary artery disease (2015–2025). Regadenoson was administered incrementally, targeting ≥20% heart rate increase. Outcomes included achieved doses, haemodynamic responses, adverse events, image quality, and positivity rate. Results were compared with published weight-based dosing protocols.Mean age was 11.8 ± 4 years (range 3–18) and weight 50.4 ± 21 kg (range 14.9–91.8). Complete dosing data were available for 21/29 studies. Target heart rate response was achieved in all 29 studies (100% success) with a median dose 3.2 mcg/kg (range 1.6–8), representing 60% reduction compared with standard 8 mcg/kg protocols. Among patients >50 kg, 83% achieved adequate stress with ≤160 mcg (≤40% of the standard 400 mcg adult dose). Mean heart rate increased 42% (range 16–77%). Transient blood pressure reductions ≥10 mmHg occurred in nine patients. All studies yielded diagnostic-quality images. Stress-inducible perfusion defects were identified in 7/29 studies (24%). No major adverse events occurred. Conclusion: Heart rate-targeted regadenoson titration for paediatric stress perfusion CMR is feasible, achieving diagnostic-quality images with substantially reduced drug exposure. Consistent haemodynamic responses and positivity rates comparable to published series suggest adequacy of pharmacological stress, though prospective validation with quantitative perfusion measurement is required.
- Open Access
- 19 March 2026
- Published by Elsevier in Journal of Cardiovascular Magnetic Resonance
- Vol. 28 (1) , 102714
Sotatercept improves right ventricular function but is associated with new or worsening pericardial effusions: a cardiovascular magnetic resonance study in intermediate-high risk pulmonary arterial hypertension
- 19 March 2026
- Published by Elsevier in Journal of Cardiovascular Magnetic Resonance
- Vol. 28 (1) , 102714
Open AccessSotatercept improves right ventricular function but is associated with new or worsening pericardial effusions: a cardiovascular magnetic resonance study in intermediate-high risk pulmonary arterial hypertension
- Open Access
- 4 March 2026
- Published by Springer Nature in Scientific Reports
- Vol. 16 (1)
Deep learning for vessel segmentation and flow analysis to identify clusters associated with adverse outcomes in a fontan patient registry
We introduce a deep learning framework comprising two models for automated segmentation (DCS) and large-scale deep temporal clustering (DTC) within a registry of single ventricle patients. The DCS model performs simultaneous classification and segmentation of velocity-encoded phase-contrast magnetic resonance (PCMR) data for five individual blood vessels, the left and right pulmonary arteries, aorta, superior vena cava, and inferior vena cava. Trained, validated and tested on 260 cardiac MRI exams (each containing 5 PCMR scans), it demonstrated a median Dice score of 0.91 on 50 unseen test exams. Integrated into a fully automated pipeline, the DCS model processed over 4500 registry exams without manual intervention, reaching 98% classification accuracy and 90% segmentation accuracy in cases with all five vessels present. Flow curves obtained from successful segmentations were used to train the DTC model, which performs deep temporal clustering to uncover unique flow patterns. Survival analysis showed that these groups were statistically correlated to increased risk of mortality or transplantation and to liver disease, highlighting the clinical relevance of the proposed framework.
- 4 March 2026
- Published by Springer Nature in Scientific Reports
- Vol. 16 (1)
Open AccessDeep learning for vessel segmentation and flow analysis to identify clusters associated with adverse outcomes in a fontan patient registry
We introduce a deep learning framework comprising two models for automated segmentation (DCS) and large-scale deep temporal clustering (DTC) within a registry of single ventricle patients. The DCS model performs simultaneous classification and segmentation of velocity-encoded phase-contrast magnetic resonance (PCMR) data for five individual blood vessels, the left and right pulmonary arteries, aorta, superior vena cava, and inferior vena cava. Trained, validated and tested on 260 cardiac MRI exams (each containing 5 PCMR scans), it demonstrated a median Dice score of 0.91 on 50 unseen test exams. Integrated into a fully automated pipeline, the DCS model processed over 4500 registry exams without manual intervention, reaching 98% classification accuracy and 90% segmentation accuracy in cases with all five vessels present. Flow curves obtained from successful segmentations were used to train the DTC model, which performs deep temporal clustering to uncover unique flow patterns. Survival analysis showed that these groups were statistically correlated to increased risk of mortality or transplantation and to liver disease, highlighting the clinical relevance of the proposed framework.
- Open Access
- 1 March 2026
- Published by Wolters Kluwer Health in Circulation: Cardiovascular Imaging
- Vol. 19 (3) , e019264
Current State of RV Multimodality Imaging in Pediatric Pulmonary Hypertension: Current Evidence, Knowledge Gaps, and Future Research Directions
Right ventricular (RV) failure is a principal determinant of morbidity and mortality in children with pulmonary hypertension, making accurate RV assessment a cornerstone of risk stratification and long-term management. Noninvasive imaging plays a central role in this evaluation; however, commonly used modalities, including 2- and 3-dimensional echocardiography and cardiac magnetic resonance imaging, each have distinct advantages and limitations in the pediatric population. Consequently, an integrated, multimodal imaging strategy is required. This review provides a contemporary, critical appraisal of the existing evidence and key knowledge gaps related to noninvasive multimodality imaging of the RV in pediatric pulmonary hypertension. The discussion is structured around fundamental aspects of RV physiology, including chamber size and mass, systolic function, diastolic function and stiffness, RV-left ventricle interactions, ventriculoarterial coupling, and exercise assessment. Echocardiography and cardiac magnetic resonance imaging are presented in parallel to highlight their complementary roles within a multimodality framework. Current prognostic thresholds in pediatric pulmonary hypertension imaging are largely supported by level of evidence C, underscoring persistent gaps that limit the development of definitive clinical recommendations and a unified approach. We propose a roadmap to guide future research efforts and collaborative initiatives among pediatric pulmonary hypertension and imaging specialists, emphasizing the role of professional networks in advancing the field.
- 1 March 2026
- Published by Wolters Kluwer Health in Circulation: Cardiovascular Imaging
- Vol. 19 (3) , e019264
Open AccessCurrent State of RV Multimodality Imaging in Pediatric Pulmonary Hypertension: Current Evidence, Knowledge Gaps, and Future Research Directions
Right ventricular (RV) failure is a principal determinant of morbidity and mortality in children with pulmonary hypertension, making accurate RV assessment a cornerstone of risk stratification and long-term management. Noninvasive imaging plays a central role in this evaluation; however, commonly used modalities, including 2- and 3-dimensional echocardiography and cardiac magnetic resonance imaging, each have distinct advantages and limitations in the pediatric population. Consequently, an integrated, multimodal imaging strategy is required. This review provides a contemporary, critical appraisal of the existing evidence and key knowledge gaps related to noninvasive multimodality imaging of the RV in pediatric pulmonary hypertension. The discussion is structured around fundamental aspects of RV physiology, including chamber size and mass, systolic function, diastolic function and stiffness, RV-left ventricle interactions, ventriculoarterial coupling, and exercise assessment. Echocardiography and cardiac magnetic resonance imaging are presented in parallel to highlight their complementary roles within a multimodality framework. Current prognostic thresholds in pediatric pulmonary hypertension imaging are largely supported by level of evidence C, underscoring persistent gaps that limit the development of definitive clinical recommendations and a unified approach. We propose a roadmap to guide future research efforts and collaborative initiatives among pediatric pulmonary hypertension and imaging specialists, emphasizing the role of professional networks in advancing the field.