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Search Results (265)

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Keywords = capsule endoscopy

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25 pages, 27482 KB  
Article
A Compliant SMA-Actuated Capsule Robot with Integrated Locomotion and Steering for Wireless Capsule Endoscopy
by Ahmad M. Alshorman, Bashar Sh. Al-zu’bi, Omar A. Ababneh, Abdel Rahman Al Manasra, Khaled Alshurman and Tarik Alhmoud
Micromachines 2026, 17(4), 471; https://doi.org/10.3390/mi17040471 - 14 Apr 2026
Viewed by 272
Abstract
Wireless Capsule Endoscopy (WCE) is a minimally invasive technology for imaging the gastrointestinal (GI) tract, particularly the small intestine, where conventional endoscopy faces accessibility limitations. Traditional capsule endoscopes rely on passive motion driven by natural peristalsis, which limits controllability and may increase the [...] Read more.
Wireless Capsule Endoscopy (WCE) is a minimally invasive technology for imaging the gastrointestinal (GI) tract, particularly the small intestine, where conventional endoscopy faces accessibility limitations. Traditional capsule endoscopes rely on passive motion driven by natural peristalsis, which limits controllability and may increase the risk of capsule retention. To address these challenges, this study presents the design and experimental validation of a compliant active capsule endoscope actuated by four Shape Memory Alloy (SMA) spring actuators. A key feature of the proposed system is a steering mechanism that reuses the same SMA actuators responsible for locomotion, enabling control of the camera orientation without increasing system complexity, size, or weight. The capsule architecture consists of rigid polylactic acid (PLA) links connected through thermoplastic polyurethane (TPU) flexure hinges, fabricated using dual-material 3D printing. Nonlinear finite element analysis (FEA) was employed to optimize the flexure hinge geometry for maximum displacement while maintaining safe stress levels. To validate the concept, a 3.5× scaled prototype was fabricated and integrated with SMA actuators and an Arduino-based control system. The experimental results demonstrate effective locomotion and steering capabilities, achieving a maximum stroke of approximately 5.4 mm and a steering angle of 24° for the 3.5× scaled prototype, corresponding to an estimated stroke of approximately 1.98 mm (Based on the FEA) at the intended clinical scale. Thermal characterization of the SMA actuators was also conducted to identify suitable operating current ranges for future biomedical deployment. The results demonstrate the feasibility of integrating locomotion and steering within a compact compliant capsule architecture, representing a step toward next-generation capsule endoscopy systems with improved navigation and diagnostic capability. Full article
(This article belongs to the Special Issue Microrobots: Design, Fabrication and Application)
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9 pages, 261 KB  
Article
A Real-Life Evaluation of the Best Bowel Preparation Regimen Identified in the PrepRICE Trial for Capsule Endoscopies
by Catarina Costa, Maria Manuela Estevinho, Pedro Mesquita, Rita Ferreira, Pedro Vilela Teixeira, João Santos, Ana Ponte and Rolando Pinho
Gastrointest. Disord. 2026, 8(2), 17; https://doi.org/10.3390/gidisord8020017 - 14 Apr 2026
Viewed by 173
Abstract
Background: The optimal bowel preparation regimen for a small bowel capsule endoscopy (SBCE) remains uncertain. The PrepRICE clinical trial showed that the administration of purgatives after the capsule reached the duodenum improved the mucosal visualization and diagnostic yield. However, it was limited [...] Read more.
Background: The optimal bowel preparation regimen for a small bowel capsule endoscopy (SBCE) remains uncertain. The PrepRICE clinical trial showed that the administration of purgatives after the capsule reached the duodenum improved the mucosal visualization and diagnostic yield. However, it was limited to patients with suspected mid-gastrointestinal bleeding who met strict inclusion criteria. This work aims to report real-life results after the implementation of the new protocol and to compare them with those of the PrepRICE trial. Methods: A prospective analysis was performed on all consecutive patients who underwent an SBCE between December of 2024 and December of 2025. The quality of the small bowel visualization (QSBV), gastric transit time (GTT), small bowel transit time (SBTT), adequate visualization rate, and complete examination rate were assessed. The QSBV was evaluated according to the Brotz quantitative scale. Results: A total of 188 patients were included (52.1% male; median age 56 years [IQR 30]). The median Brotz scale scores were 9 (IQR 1), 9 (IQR 1), 8 (IQR 2), and 8 (IQR 1) in the first, second, and third terciles and overall, respectively (compared to 9, 9, 9, 9 in PrepRICE, p < 0.001). No significant differences were found in the complete examination rate (96.8% vs. 99%, p = 0.43), adequate visualization rate (91.3% vs. 92.0%, p = 0.68), GTT and SBTT. Conclusions: The real-life results were good and similar to those of the original study, with a high rate of complete examination and adequate visualization, with slightly weaker QSBV compared to that reported in the periprocedural group in the PrepRICE study yet still superior to the preprocedural groups. Full article
12 pages, 2582 KB  
Article
Non-Steroidal Anti-Inflammatory Drugs and Capsule Endoscopy—Spectrum of Presentation and Longitudinal Follow-Up
by Nicoletta Nandi, Priya Oka, Mohamed G. Shiha, Mark E. McAlindon and Reena Sidhu
Gastroenterol. Insights 2026, 17(2), 26; https://doi.org/10.3390/gastroent17020026 - 14 Apr 2026
Viewed by 201
Abstract
Background/Objectives: Non-steroidal anti-inflammatory drug (NSAID)-induced small bowel (SB) injuries have a variable clinical and endoscopic presentation. Limited data exists regarding their long-term outcomes, natural course, and discerning factors and differentiation from Crohn’s disease (CD). This study aims to evaluate the spectrum of presentation [...] Read more.
Background/Objectives: Non-steroidal anti-inflammatory drug (NSAID)-induced small bowel (SB) injuries have a variable clinical and endoscopic presentation. Limited data exists regarding their long-term outcomes, natural course, and discerning factors and differentiation from Crohn’s disease (CD). This study aims to evaluate the spectrum of presentation at capsule endoscopy (CE) and outcome in patients with documented NSAID use. Methods: We retrospectively evaluated all CEs performed at our hospital from 2014 to July 2023 in patients with documented NSAID use and with SB injury on CE. Patients’ demographics, clinical and endoscopic data, CE findings and outcome were recorded. Results: A total of 52 patients (33 females; median age 54 years, IQR 41–65) with documented NSAID use who underwent CE were included. The most prominent findings were erosions (56%) and superficial (46%) and deep ulcers (21%). Median follow-up time was 16 months (IQR 4–57). A total of 26 (50%) patients underwent repeat CE after a median interval of 12 months (IQR 10–15). In 77% (n = 20) of patients, SB injury was still present, with the majority (80%) having a Lewis score of < 790. Overall, compared to the previous CE, there were no changes in 35% of cases, worse appearance in 35%, and an improvement in 30%. SB CD was diagnosed in 7 out of 26 patients on follow-up. There were no statistically significant clinical or endoscopic differences between those with NSAID enteropathy and those diagnosed with CD. Conclusions: NSAID enteropathy presents with a wide spectrum of SB injuries, which cannot be differentiated on CE images alone. This highlights the importance of the clinical picture in the diagnostic process of these patients. Furthermore, our study demonstrated that a percentage of patients still exhibit some degree of SB damage despite cessation of NSAIDs for several months. Full article
(This article belongs to the Section Gastrointestinal Disease)
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16 pages, 1212 KB  
Article
Quad-Element Implantable MIMO Antenna for Wireless Capsule Endoscopy
by Amor Smida, Jun Jiat Tiang, Mohamed I. Waly and Surajo Muhammad
Sensors 2026, 26(7), 2276; https://doi.org/10.3390/s26072276 - 7 Apr 2026
Viewed by 375
Abstract
Compared to antennas bearing a single port, MIMO antennas with several ports enable higher data throughput by exploiting spatial diversity. This capability is essential for next-generation implantable medical devices, where high channel capacity is a key requirement. A quad-element implantable MIMO antenna is [...] Read more.
Compared to antennas bearing a single port, MIMO antennas with several ports enable higher data throughput by exploiting spatial diversity. This capability is essential for next-generation implantable medical devices, where high channel capacity is a key requirement. A quad-element implantable MIMO antenna is designed and practically validated at 1420 MHz in this paper. It occupies a compact volume of 7×8×0.1 mm3 (5.6 mm3). The compactness is realized by combining high-permittivity substrate (Rogers 3010 with relative permittivity of 10.2) with meandered radiator paths, which increase the effective current length while maintaining a small physical size. All antennas have very small mutual coupling with isolation of more than 31.78 dB, which is mainly due to the spacing of 1 mm between the elements and the substrate, which is thin. The peak realized gain for each antenna element is 27.3 dBi. The simulation is performed within a capsule-like structure, which is embedded in the stomach tissue model. The experimental verification is carried out by embedding antenna within minced meat. The ECC, channel capacity, and link margin are also evaluated and found to be satisfactory. The proposed antenna ensures reliable communication performance, with the transmission range being as high as 2.5 m, link margin being 15 dB, and the data rate being 120 Mb/s. The proposed antenna ensures a good level of ECC, which is less than 0.1. The SAR is 52.3 W/kg at 1420 MHz. This design is favorable for implants because of the small size, good impedance matching, high isolation, low correlation, good level of gain, and good link performance. Full article
(This article belongs to the Section Biomedical Sensors)
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23 pages, 6673 KB  
Article
ERZA-DETR: A Deep Learning-Based Detection Transformer with Enhanced Relational-Zone Aggregation for WCE Lesion Detection
by Shiren Ye, Haipeng Ma, Zetong Zhang and Liangjing Li
Algorithms 2026, 19(4), 268; https://doi.org/10.3390/a19040268 - 1 Apr 2026
Viewed by 258
Abstract
Wireless capsule endoscopy (WCE) plays a vital role in non-invasive screening of small intestinal lesions. However, the automated detection of lesions remains challenging due to low contrast, uneven illumination, and severe visual variability across images. Existing convolutional detectors rely heavily on manually designed [...] Read more.
Wireless capsule endoscopy (WCE) plays a vital role in non-invasive screening of small intestinal lesions. However, the automated detection of lesions remains challenging due to low contrast, uneven illumination, and severe visual variability across images. Existing convolutional detectors rely heavily on manually designed anchors and post-processing, while end-to-end detection transformers developed for natural images exhibit limited adaptability to the complex texture and spectral characteristics of WCE data. To overcome these limitations, this study proposes a deep learning-based detection transformer with enhanced relational-zone aggregation for WCE lesion detection, termed ERZA-DETR, specifically tailored for WCE lesion detection. The framework integrates three complementary modules: a Dual-Band Adaptive Fourier Spectral module (DBFS) that recalibrates frequency responses to suppress illumination artifacts and highlight lesion boundaries; a Fused Dual-scale Gated Convolutional module (FD-gConv) that selectively fuses multi-scale texture features; and a Graph-Linked Embedding at Semantic Scales module (GLES) that preserves local topological relationships through coordinate-gated aggregation. Experimental evaluations on the SEE-AI small intestine dataset demonstrate that ERZA-DETR achieves a 3.2% improvement in mAP@50 and a 12.4% reduction in parameters compared with RT-DETRv2, achieving a superior balance between detection accuracy, computational efficiency, and clinical applicability. Full article
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6 pages, 1011 KB  
Interesting Images
Capsule Endoscopy-Guided Diagnosis of Small Bowel Lymphoma Presenting as Protein-Losing Enteropathy: Complementary Role of Peripheral Blood Flow Cytometry
by Mohammed Abdulrasak, Olof Axler, Balázs Kapás and Ervin Toth
Diagnostics 2026, 16(7), 1006; https://doi.org/10.3390/diagnostics16071006 - 27 Mar 2026
Viewed by 344
Abstract
Protein-losing enteropathy (PLE) is an uncommon and often underrecognized manifestation of lymphoproliferative disorders and may be difficult to diagnose when conventional gastrointestinal investigations are unrevealing. We present an 82-year-old woman with recurrent hospital admissions initially spanning six months for diarrhea, weight loss, peripheral [...] Read more.
Protein-losing enteropathy (PLE) is an uncommon and often underrecognized manifestation of lymphoproliferative disorders and may be difficult to diagnose when conventional gastrointestinal investigations are unrevealing. We present an 82-year-old woman with recurrent hospital admissions initially spanning six months for diarrhea, weight loss, peripheral edema, and persistent hypoalbuminemia. Initial upper gastrointestinal endoscopy was normal, and colonoscopy was deferred due to intercurrent infection. Despite extensive laboratory and radiologic evaluation, including routine biochemical testing and imaging, the etiology of PLE remained unclear. Peripheral blood flow cytometry subsequently identified a small kappa-restricted monoclonal B-cell population compatible with marginal zone lymphoma, later confirmed on bone marrow biopsy, raising suspicion for gastrointestinal involvement. Video capsule enteroscopy demonstrated diffuse erosive and ulcerative disease throughout the small intestine, providing an anatomical explanation for the patient’s protein loss. Following lymphoma-directed therapy, repeat capsule enteroscopy showed complete normalization of the small bowel mucosa. This case highlights the diagnostic value of combining peripheral blood flow cytometry and capsule endoscopy in unexplained protein-losing enteropathy, a rare and diagnostically challenging presentation of indolent lymphoma, and illustrates the role of capsule imaging in both disease localization and treatment monitoring. As a single-case report, these findings are not generalizable, and further studies are required to evaluate the broader applicability of this diagnostic approach. Full article
(This article belongs to the Special Issue New Insights into Endoscopy-Guided Diagnosis)
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24 pages, 962 KB  
Review
New Technologies for IBD Endoscopy
by Cristina Bezzio, Valeria Farinola, Giuseppe Privitera, Arianna Dal Buono, Roberto Gabbiadini, Laura Loy, Gianluca Franchellucci, Erica Bartolotta, Giulia Migliorisi and Alessandro Armuzzi
J. Clin. Med. 2026, 15(7), 2539; https://doi.org/10.3390/jcm15072539 - 26 Mar 2026
Viewed by 509
Abstract
Background: Endoscopic assessment is central to the management of inflammatory bowel disease (IBD), particularly within treat-to-target strategies. However, conventional high-definition white-light endoscopy (HD-WLE) is limited by interobserver variability and its inability to reliably reflect microscopic inflammation or predict long-term outcomes. Over the last [...] Read more.
Background: Endoscopic assessment is central to the management of inflammatory bowel disease (IBD), particularly within treat-to-target strategies. However, conventional high-definition white-light endoscopy (HD-WLE) is limited by interobserver variability and its inability to reliably reflect microscopic inflammation or predict long-term outcomes. Over the last decade, multiple technological innovations have reshaped the role of endoscopy in both disease activity monitoring and dysplasia surveillance. Methods: This narrative review provides a comprehensive and clinically oriented overview of emerging endoscopic technologies in IBD, including image-enhanced endoscopy, ultra-high-magnification techniques, artificial intelligence (AI), and molecular imaging. We discuss their diagnostic performance, prognostic implications, and potential integration into clinical practice. Results: Image-enhanced endoscopy improves visualization of subtle mucosal and vascular alterations and demonstrates stronger correlation with histological activity compared with HD-WLE alone. Confocal laser endomicroscopy and endocytoscopy enable in vivo microscopic assessment of epithelial architecture and barrier integrity, redefining remission beyond macroscopic healing. AI systems have shown expert-level performance in grading inflammatory severity in ulcerative colitis and high sensitivity in capsule endoscopy for Crohn’s disease, supporting objective and reproducible assessment. In surveillance, targeted high-definition inspection has replaced random biopsies, while adjunctive optical and AI-based tools enhance lesion detection and characterization. Molecular imaging introduces a predictive dimension by enabling visualization of drug–target engagement and dysplasia-specific pathways. Conclusions: Endoscopy in IBD is evolving from a descriptive modality toward a multimodal precision tool integrating enhanced imaging, AI-driven standardization, and molecular profiling. Although further validation and cost-effectiveness studies are required, these innovations have the potential to improve therapeutic stratification, surveillance strategies, and long-term patient outcomes. Full article
(This article belongs to the Special Issue Novel Developments in Digestive Endoscopy)
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26 pages, 4030 KB  
Article
DuDeM: A Dual-Network Model for Early Gastric Cancer Detection Based on Capsule Endoscopy
by Tianyi Feng, Qian He, Tianqi Chen and Weibing Wang
Bioengineering 2026, 13(3), 356; https://doi.org/10.3390/bioengineering13030356 - 18 Mar 2026
Viewed by 569
Abstract
Early detection is critical for improving outcomes in gastric cancer, yet lesion recognition in capsule endoscopy is challenged by interference from different gastric anatomical sites, patient posture changes, and gastric peristalsis. This study aims to prompt a robust deep learning model to address [...] Read more.
Early detection is critical for improving outcomes in gastric cancer, yet lesion recognition in capsule endoscopy is challenged by interference from different gastric anatomical sites, patient posture changes, and gastric peristalsis. This study aims to prompt a robust deep learning model to address these challenges. A dual-network model, named DuDeM (DualNet Detection Model), was developed by integrating a ResNet50-based convolutional branch with a CapsuleNet branch incorporating dynamic routing. The convolutional branch extracts local lesion features that are transmitted to primary capsules, while dynamic routing enables adaptive matching between capsule layers to establish local–global feature associations. An attention-weighted strategy is applied for feature fusion. The model was trained using capsule endoscopy images from nine hospitals in China and public datasets, and its performance was compared with eight representative models, with ablation analyses validating key components. Results showed that DuDeM achieved an area under the curve (AUC) of 0.981 and an F1-score of 0.979, with sensitivity, specificity, and precision all exceeding 97%, and performance degradation limited to within 3% under mild image perturbations. These findings suggest that DuDeM enables reliable early gastric cancer (EGC) recognition and may support large-scale capsule endoscopy screening in clinical practice. Full article
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17 pages, 13727 KB  
Article
Ultra-Miniaturized Dual-Band MIMO Antenna for Biomedical Implantable Devices in Wireless Health Monitoring Systems
by Tahir Bashir, Shunbiao Chen, Guanjie Feng, Yunqi Cao and Wei Li
Biosensors 2026, 16(3), 163; https://doi.org/10.3390/bios16030163 - 14 Mar 2026
Viewed by 437
Abstract
This paper proposed an ultra-miniaturized four-port dual-band multi-input multi-output (MIMO) antenna designed for wireless biomedical implantable devices, including wireless capsule endoscopy (WCE) and cardiac leadless pacemakers. The antenna supports operation in the wireless medical telemetry service (WMTS) band of 1.395–1.4 GHz and the [...] Read more.
This paper proposed an ultra-miniaturized four-port dual-band multi-input multi-output (MIMO) antenna designed for wireless biomedical implantable devices, including wireless capsule endoscopy (WCE) and cardiac leadless pacemakers. The antenna supports operation in the wireless medical telemetry service (WMTS) band of 1.395–1.4 GHz and the industrial, scientific, and medical (ISM) band of 2.4–2.4835 GHz for wireless power transfer and data telemetry applications. Miniaturization is achieved through a partial meandered structural configuration, yielding an overall size of 8 × 6.4 × 0.5 mm3. The antenna is encapsulated within implantable biomedical devices containing batteries, sensors, and electronic components, and evaluated in both homogeneous and realistic heterogeneous body phantoms, including the large intestine and heart. The full-wave electromagnetic simulation results demonstrate good performance, including reflection coefficients of −31.19 dB and −30.07 dB, gains of −27.5 dBi and −17.5 dBi, −10 dB impedance bandwidths of 170 MHz and 370 MHz, mutual coupling below 20 dB, and fractional bandwidths of 12.2% and 15.1% at 1.4 GHz and 2.45 GHz, respectively. Specific absorption rate (SAR) analysis satisfies implantation safety limits. Link budget analysis confirms reliable communication over distances more than 20 m in both frequency bands with high-data rates up to 100 Mbps. MIMO channel parameters such as envelope correlation coefficient (ECC), diversity gain (DG), channel capacity loss (CCL), and total active reflection coefficient (TARC) confirm the usefulness of the proposed MIMO antenna. Consequently, the proposed MIMO antenna emerges as a highly promising candidate with, ultra-miniaturization, isolation, multiband operation ability with omnidirectional-like radiation pattern characteristics for several biomedical implants in wireless health monitoring systems. Full article
(This article belongs to the Special Issue Wearable Biosensors for Biomedical Applications)
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12 pages, 814 KB  
Review
Acute Gastrointestinal Bleeding: An Update and a Practical Diagnostic Approach
by Elio Antonucci, Ilaria Zanichelli and Alessandro Rimondi
Diagnostics 2026, 16(6), 860; https://doi.org/10.3390/diagnostics16060860 - 13 Mar 2026
Viewed by 1134
Abstract
Acute gastrointestinal bleeding (GIB) is one of the most common and dangerous condition in patients admitted in Emergency Departments. The incidence and the mortality of acute GIB remain significant, although some positive trends were observed in recent years. Initial evaluation of GIB needs [...] Read more.
Acute gastrointestinal bleeding (GIB) is one of the most common and dangerous condition in patients admitted in Emergency Departments. The incidence and the mortality of acute GIB remain significant, although some positive trends were observed in recent years. Initial evaluation of GIB needs an accurate assessment of the medical history and the clinical presentation. Physicians should pay attention about the presence of hemorrhagic shock that usually requires urgent diagnosis and treatment. Only a prompt diagnostic approach can identify the source of bleeding and improve the outcomes in acute GIB patients. Risk stratification and time of endoscopy are fundamental issues in the management of upper and lower GIB. Small bowel capsule enteroscopy (SBCE) and device-assisted enteroscopy (DAE) are the basic approaches to suspected small bowel bleeding. Machine Learning Prognostic Models have been proposed, such as alternative prognostic tools in GIB, but they are currently recommended only to identify low-risk outpatients. Full article
(This article belongs to the Special Issue Advances in Clinical and Interventional Gastroenterology)
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8 pages, 1801 KB  
Case Report
An Unusual Case of Upper Digestive Bleeding—Metastatic Amelanotic Melanoma: Case Report and Literature Review
by Mihaela Dranga, Cristina Cijevschi Prelipcean, Otilia Nedelciuc, Alina-Ecaterina Jucan, Georgiana-Elena Sârbu, Atodiresei Carmen, Iolanda Valentina Popa, Roxana Nemțeanu, Irina Ciortescu, Victor Ianole and Catalina Mihai
Life 2026, 16(3), 469; https://doi.org/10.3390/life16030469 - 13 Mar 2026
Viewed by 429
Abstract
Metastatic melanoma is one of the most common malignancies associated with the spread of the primary tumor. The primary site is usually the skin or the eyes. The most frequent site of metastases is the gastrointestinal tract, accounting for 60% of cases at [...] Read more.
Metastatic melanoma is one of the most common malignancies associated with the spread of the primary tumor. The primary site is usually the skin or the eyes. The most frequent site of metastases is the gastrointestinal tract, accounting for 60% of cases at autopsy. In 2% of patients, metastases occur without a detectable primary tumor. We present a rare case of upper digestive bleeding caused by multiple gastrointestinal tract metastases from an amelanotic melanoma. This case report describes a 65-year-old male who arrived at the emergency department after experiencing an episode of upper gastrointestinal bleeding (melena). One week prior to admission, he had been treated with nonsteroidal anti-inflammatory drugs for lower back pain due to L4–L5 disc herniation. Upper digestive endoscopy revealed multiple polypoid masses in the stomach and duodenum, and capsule endoscopy showed additional lesions in the small bowel. Histopathological examination confirmed the diagnosis: metastases from an amelanotic malignant melanoma. Abdominal and cranial computed tomography scans revealed multiple secondary lesions in the brain, gallbladder, retroperitoneal area, gastrointestinal tract, and peritoneum. Localized radiotherapy was applied to the cerebral metastasis, and systemic chemotherapy with dacarbazine was initiated, resulting in a partial clinical response. Unfortunately, the disease progressed, and the patient died one month after diagnosis. Metastatic melanoma of the gastrointestinal tract is an exceedingly rare cause of upper digestive bleeding. Full article
(This article belongs to the Section Medical Research)
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14 pages, 2347 KB  
Article
Posture Tracking of Active Capsule Endoscopes Integrated with Magnetic Actuation Using Hall-Effect Sensors
by Junho Han, Kim Tien Nguyen, Eui-Sun Kim, Jong-Oh Park, Eunho Choe, Chang-bae Moon and Jayoung Kim
Micromachines 2026, 17(3), 327; https://doi.org/10.3390/mi17030327 - 5 Mar 2026
Viewed by 430
Abstract
A capsule endoscope (CE) provides noninvasive access to the gastrointestinal tract, offering diagnostic information that cannot be obtained through external imaging alone. However, during the examination inside the stomach, the CE’s posture may change rapidly as it moves within a dynamically deforming organ, [...] Read more.
A capsule endoscope (CE) provides noninvasive access to the gastrointestinal tract, offering diagnostic information that cannot be obtained through external imaging alone. However, during the examination inside the stomach, the CE’s posture may change rapidly as it moves within a dynamically deforming organ, making it difficult to determine its orientation using only the onboard camera feedback. To address this problem, this study proposes a method that employs an external array of Hall Effect Sensors (HES) to estimate the capsule’s position and orientation in real time, based on the magnetic field generated by a permanent magnet (PM) embedded inside the capsule, without the need for any additional internal sensors. This approach introduces a unified magnetic actuation and localization framework that enables real-time 5-degree-of-freedom posture estimation using only the internal PM of the capsule. Furthermore, the proposed system features an integrated architecture capable of simultaneous actuation and localization. To enhance system practicality, the sensor module and communication board were combined into a single unit that employs a digital serial communication scheme, eliminating the need for analog to digital conversion of sensing signals. By avoiding additional onboard sensors and employing a PM-based actuation system, the proposed system simplifies hardware configuration by preserving capsule miniaturization and by eliminating the high power consumption and thermal issues associated with electromagnet-based actuation, while maintaining accurate real-time tracking performance. Through an optimization process, the system achieved a position error of less than 2 mm and an angular error within 2° over a sensing range of up to 60 mm. Repeated experiments further validated the system’s effectiveness and reliability under realistic operating conditions, demonstrating its feasibility for compact and clinically applicable active capsule endoscopy systems. Full article
(This article belongs to the Section E:Engineering and Technology)
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13 pages, 11104 KB  
Article
A Highly Compact and Isolated Triple-Band MIMO Antenna for Wireless Capsule Endoscopy and Cardiac Implant
by Tahir Bashir, Guanjie Feng, Shunbiao Chen, Yunqi Cao and Wei Li
Micromachines 2026, 17(3), 296; https://doi.org/10.3390/mi17030296 - 27 Feb 2026
Cited by 1 | Viewed by 462
Abstract
This work presents a highly compact triple-band multi-input-multi-output (MIMO) implantable antenna for wireless capsule endoscopy (WCE) and leadless cardiac pacemakers. The proposed antenna operates at industrial, scientific, and medical (ISM) bands of 2.400 to 2.480 GHz and 5.725 to 5.875 GHz for data [...] Read more.
This work presents a highly compact triple-band multi-input-multi-output (MIMO) implantable antenna for wireless capsule endoscopy (WCE) and leadless cardiac pacemakers. The proposed antenna operates at industrial, scientific, and medical (ISM) bands of 2.400 to 2.480 GHz and 5.725 to 5.875 GHz for data telemetry and the wireless medical telemetry service (WMTS) band of 1.395 to 1.432 GHz for efficient wireless power transfer. The four-element design measures 8.5 × 8.5 × 0.26 mm3 and achieves low mutual coupling through a planar four-port configuration with optimized inter-element spacing. The antenna is integrated within realistic capsule devices containing batteries, sensors, and electronic components, and evaluated in both homogeneous and realistic heterogeneous body phantoms, including the large intestine and heart. The design yields maximum reflection coefficients of −26.15 dB, −15 dB, and −36.32 dB, −10 dB bandwidths of 260 MHz, 160 MHz, and 160 MHz, mutual coupling of −37.74 dB, −44.55 dB, −26.48 dB, and peak realized gains of −35 dBi, −25 dBi, and −15 dBi at 1.4 GHz, 2.45 GHz, and 5.8 GHz, respectively. Specific absorption rate (SAR) analysis satisfies implantation safety limits. Link budget analysis confirms reliable communication over distances > 20 m in all bands with data rates up to 100 Mbps. MIMO channel parameters such as envelope correlation coefficient (ECC) and diversity gain (DG) remain within acceptable limits. Owing to its multi-band operation, miniaturization, and isolation, the proposed four-port antenna is a good candidate for next-generation WCE and leadless pacemaker systems. Full article
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18 pages, 936 KB  
Systematic Review
Neural Network Architectures in Video Capsule Endoscopy: A Systematic Review and Meta-Analysis on Accuracy and Reading Time Performances
by Daniele Salvi, Chiara Zani, Cristiano Spada, Stefania Piccirelli, Lorenzo Zileri Dal Verme, Giulia Tripodi, Loredana Gualtieri, Paola Cesaro and Clarissa Ferrari
Appl. Sci. 2026, 16(2), 1134; https://doi.org/10.3390/app16021134 - 22 Jan 2026
Viewed by 411
Abstract
Artificial intelligence (AI) has revolutionized medical image analysis. Several neural network (NN) architectures were developed and applied across the last decade, becoming essential for automated diagnosis and clinical applications. AI based on NNs has become increasingly integrated into gastroenterology, offering new opportunities for [...] Read more.
Artificial intelligence (AI) has revolutionized medical image analysis. Several neural network (NN) architectures were developed and applied across the last decade, becoming essential for automated diagnosis and clinical applications. AI based on NNs has become increasingly integrated into gastroenterology, offering new opportunities for automated lesion detection and workflow optimization. Small-bowel capsule endoscopy (SBCE) has benefited substantially from these advances, addressing long-standing challenges such as time-consuming video review and variability among readers. This systematic review and meta-analysis evaluated neural network-based models for lesion detection in SBCE, assessing pooled diagnostic accuracy and the impact of AI on reading time. A total of 44 primary studies were included: 36 validation studies for accuracy and 9 clinical studies for reading time. All NN architectures demonstrated high diagnostic performance, with a pooled accuracy of 95.3% (95% CI: 94.1–96.5%). More recent architectures, including transformer-based and capsule networks, outperformed classical convolutional neural networks (CNNs). AI assistance significantly reduced SBCE reading time, with a pooled mean reduction of 84% compared to standard review. These findings highlight the strong potential of AI to enhance SBCE efficiency and diagnostic reliability. Full article
(This article belongs to the Section Computing and Artificial Intelligence)
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10 pages, 3020 KB  
Article
Robotic Capsule Endoscopy: Simultaneous Gastric and Enteric Evaluation in Real-World Practice
by Hélder Cardoso, Miguel Mascarenhas, Joana Mota, Miguel Martins, Maria João Almeida, Joana Frias, Catarina Cardoso Araújo, Francisco Mendes, Margarida Marques, Patrícia Andrade and Guilherme Macedo
Diagnostics 2026, 16(2), 334; https://doi.org/10.3390/diagnostics16020334 - 20 Jan 2026
Viewed by 538
Abstract
Background/Objectives: Robotic capsule endoscopy (RCE) is an emerging technology that combines magnetically controlled gastric navigation with conventional capsule enteroscopy (CE), enabling a minimally invasive, comprehensive evaluation of the upper- and mid-gastrointestinal tract. This study aimed to characterize the real-world implementation and diagnostic [...] Read more.
Background/Objectives: Robotic capsule endoscopy (RCE) is an emerging technology that combines magnetically controlled gastric navigation with conventional capsule enteroscopy (CE), enabling a minimally invasive, comprehensive evaluation of the upper- and mid-gastrointestinal tract. This study aimed to characterize the real-world implementation and diagnostic performance of RCE in a European tertiary referral center. Methods: A retrospective, single-center analysis was conducted on adult patients (≥18 years) who underwent RCE (Omom RC) between June 2023 and July 2025. Eligible patients had a clinical indication for small bowel CE and a concurrent requirement for diagnostic gastroscopy or reassessment of known gastric lesions. The RCE protocol comprised an initial robotic-guided gastric examination followed by passive transit through the small bowel. Results: A total of 85 patients were included (52% female), with a median age of 49 years (IQR 40–64). The most common indications were suspected or established inflammatory bowel disease (57%) and iron deficiency anemia (31%). Gastric preparation was rated at least fair in 98% of cases, with good preparation in 38%. Median gastric transit time was 74 min (IQR 35–106). Relevant gastric findings were identified in 39 cases (46%), namely polyps (18%) and angiectasias (8%, including one with active bleeding), in addition to signs of chronic gastritis. Thirteen patients underwent subsequent endoscopy, resulting in seven therapeutic procedures. Small bowel findings were present in 60 patients (71%), including P3 (active bleeding) in 3% and P2 lesions (angiectasias, ulcers, tumors, varices) in 39%. One moderate adverse event occurred: small bowel capsule retention in a patient with multifocal neuroendocrine tumor and ileostomy, requiring endoscopic intervention. Conclusions: Robotic capsule endoscopy is a feasible tool for dual-region gastrointestinal evaluation. It enables high-quality gastric visualization, facilitates early detection of clinically actionable lesions, and maintains the diagnostic yield expected from standard small bowel CE. These findings support the integration of RCE into diagnostic pathways for patients requiring simultaneous gastric and small bowel assessment. Full article
(This article belongs to the Special Issue Artificial Intelligence and Big Data in Digestive Healthcare)
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