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Halder S, Yamasaki J, Liu X, Carlson DA, Kou W, Kahrilas PJ, Pandolfino JE, Patankar NA. Enhancing Chicago Classification diagnoses with functional lumen imaging probe-mechanics (FLIP-MECH). Neurogastroenterol Motil 2024; 36:e14841. [PMID: 38852150 PMCID: PMC11246220 DOI: 10.1111/nmo.14841] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/21/2023] [Revised: 04/11/2024] [Accepted: 05/25/2024] [Indexed: 06/11/2024]
Abstract
BACKGROUND Esophageal motility disorders can be diagnosed by either high-resolution manometry (HRM) or the functional lumen imaging probe (FLIP) but there is no systematic approach to synergize the measurements of these modalities or to improve the diagnostic metrics that have been developed to analyze them. This work aimed to devise a formal approach to bridge the gap between diagnoses inferred from HRM and FLIP measurements using deep learning and mechanics. METHODS The "mechanical health" of the esophagus was analyzed in 740 subjects including a spectrum of motility disorder patients and normal subjects. The mechanical health was quantified through a set of parameters including wall stiffness, active relaxation, and contraction pattern. These parameters were used by a variational autoencoder to generate a parameter space called virtual disease landscape (VDL). Finally, probabilities were assigned to each point (subject) on the VDL through linear discriminant analysis (LDA), which in turn was used to compare with FLIP and HRM diagnoses. RESULTS Subjects clustered into different regions of the VDL with their location relative to each other (and normal) defined by the type and severity of dysfunction. The two major categories that separated best on the VDL were subjects with normal esophagogastric junction (EGJ) opening and those with EGJ obstruction. Both HRM and FLIP diagnoses correlated well within these two groups. CONCLUSION Mechanics-based parameters effectively estimated esophageal health using FLIP measurements to position subjects in a 3-D VDL that segregated subjects in good alignment with motility diagnoses gleaned from HRM and FLIP studies.
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Affiliation(s)
- Sourav Halder
- Kenneth C. Griffin Esophageal Center of Northwestern Medicine, Division of Gastroenterology and Hepatology, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Jun Yamasaki
- Department of Mechanical Engineering, McCormick School of Engineering, Northwestern University, Evanston, Illinois, USA
| | - Xinyi Liu
- Department of Engineering Sciences and Applied Mathematics, McCormick School of Engineering, Northwestern University, Evanston, Illinois, USA
| | - Dustin A Carlson
- Kenneth C. Griffin Esophageal Center of Northwestern Medicine, Division of Gastroenterology and Hepatology, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Wenjun Kou
- Kenneth C. Griffin Esophageal Center of Northwestern Medicine, Division of Gastroenterology and Hepatology, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Peter J Kahrilas
- Kenneth C. Griffin Esophageal Center of Northwestern Medicine, Division of Gastroenterology and Hepatology, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - John E Pandolfino
- Kenneth C. Griffin Esophageal Center of Northwestern Medicine, Division of Gastroenterology and Hepatology, Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, USA
| | - Neelesh A Patankar
- Department of Mechanical Engineering, McCormick School of Engineering, Northwestern University, Evanston, Illinois, USA
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Elisha G, Halder S, Carlson DA, Kou W, Kahrilas PJ, Pandolfino JE, Patankar NA. A Mechanics-Based Perspective on the Function of Human Sphincters During Functional Luminal Imaging Probe Manometry. J Biomech Eng 2024; 146:021001. [PMID: 37994843 PMCID: PMC10750791 DOI: 10.1115/1.4064125] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Revised: 11/17/2023] [Accepted: 11/17/2023] [Indexed: 11/24/2023]
Abstract
Functional luminal imaging probe (FLIP) is used to measure cross-sectional area (CSA) and pressure at sphincters. It consists of a catheter surrounded by a fluid filled cylindrical bag, closed on both ends. Plotting the pressure-CSA hysteresis of a sphincter during a contraction cycle, which is available through FLIP testing, offers information on its functionality, and can provide diagnostic insights. However, limited work has been done to explain the mechanics of these pressure-CSA loops. This work presents a consolidated picture of pressure-CSA loops of different sphincters. Clinical data reveal that although sphincters have a similar purpose (controlling the flow of liquids and solids by opening and closing), two different pressure-CSA loop patterns emerge: negative slope loop (NSL) and positive slope loop (PSL). We show that the loop type is the result of an interplay between (or lack thereof) two mechanical modes: (i) neurogenic mediated relaxation of the sphincter muscle or pulling applied by external forces, and (ii) muscle contraction proximal to the sphincter which causes mechanical distention. We conclude that sphincters which only function through mechanism (i) exhibition NSL whereas sphincters which open as a result of both (i) and (ii) display a PSL. This work provides a fundamental mechanical understanding of human sphincters. This can be used to identify normal and abnormal phenotypes for the different sphincters and help in creating physiomarkers based on work calculation.
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Affiliation(s)
- Guy Elisha
- Department of Mechanical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60201
| | - Sourav Halder
- Theoretical and Applied Mechanics Program, McCormick School of Engineering, Northwestern University, Evanston, IL 60201
| | - Dustin A. Carlson
- Division of Gastroenterology and Hepatology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611
| | - Wenjun Kou
- Division of Gastroenterology and Hepatology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611
| | - Peter J. Kahrilas
- Division of Gastroenterology and Hepatology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611
| | - John E. Pandolfino
- Division of Gastroenterology and Hepatology, Feinberg School of Medicine, Northwestern University, Chicago, IL 60611
| | - Neelesh A. Patankar
- Department of Mechanical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL 60201; Theoretical and Applied Mechanics Program, McCormick School of Engineering, Northwestern University, Evanston, IL 60201
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Elisha G, Halder S, Acharya S, Carlson DA, Kou W, Kahrilas PJ, Pandolfino JE, Patankar NA. A mechanics-based perspective on the function of the esophagogastric junction during functional luminal imaging probe manometry. Biomech Model Mechanobiol 2023; 22:905-923. [PMID: 36752983 PMCID: PMC10211424 DOI: 10.1007/s10237-023-01688-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2022] [Accepted: 01/05/2023] [Indexed: 02/09/2023]
Abstract
The esophagogastric junction (EGJ) is located at the distal end of the esophagus and acts as a valve allowing swallowed food to enter the stomach and preventing acid reflux. Irregular weakening or stiffening of the EGJ muscles results in changes to its opening and closing patterns which can progress into esophageal disorders. Therefore, understanding the physics of the opening and closing cycle of the EGJ can provide mechanistic insights into its function and can help identify the underlying conditions that cause its dysfunction. Using clinical functional lumen imaging probe (FLIP) data, we plotted the pressure-cross-sectional area loops at the EGJ location and distinguished two major loop types-a pressure dominant loop and a tone dominant loop. In this study, we aimed to identify the key characteristics that define each loop type and determine what causes the inversion from one loop to another. To do so, the clinical observations are reproduced using 1D simulations of flow inside a FLIP device located in the esophagus, and the work done by the EGJ wall over time is calculated. This work is decomposed into active and passive components, which reveal the competing mechanisms that dictate the loop type. These mechanisms are esophageal stiffness, fluid viscosity, and the EGJ relaxation pattern.
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Affiliation(s)
- Guy Elisha
- Department of Mechanical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL, USA
| | - Sourav Halder
- Theoretical and Applied Mechanics Program, McCormick School of Engineering, Northwestern University, Evanston, IL, USA
| | - Shashank Acharya
- Department of Mechanical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL, USA
| | - Dustin A Carlson
- Division of Gastroenterology and Hepatology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Wenjun Kou
- Division of Gastroenterology and Hepatology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Peter J Kahrilas
- Division of Gastroenterology and Hepatology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - John E Pandolfino
- Division of Gastroenterology and Hepatology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Neelesh A Patankar
- Department of Mechanical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL, USA.
- Theoretical and Applied Mechanics Program, McCormick School of Engineering, Northwestern University, Evanston, IL, USA.
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Elisha G, Halder S, Carlson DA, Kahrilas PJ, Pandolfino JE, Patankar NA. A mechanics-based perspective on the pressure-cross-sectional area loop within the esophageal body. Front Physiol 2023; 13:1066351. [PMID: 36699676 PMCID: PMC9868904 DOI: 10.3389/fphys.2022.1066351] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Accepted: 12/12/2022] [Indexed: 01/12/2023] Open
Abstract
Introduction: Plotting the pressure-cross-sectional area (P-CSA) hysteresis loops within the esophagus during a contraction cycle can provide mechanistic insights into esophageal motor function. Pressure and cross-sectional area during secondary peristalsis can be obtained from the functional lumen imaging probe (FLIP). The pressure-cross-sectional area plots at a location within the esophageal body (but away from the sphincter) reveal a horizontal loop shape. The horizontal loop shape has phases that appear similar to those in cardiovascular analyses, whichinclude isometric and isotonic contractions followed by isometric and isotonic relaxations. The aim of this study is to explain the various phases of the pressurecross-sectional area hysteresis loops within the esophageal body. Materials and Methods: We simulate flow inside a FLIP device placed inside the esophagus lumen. We focus on three scenarios: long functional lumen imaging probe bag placed insidethe esophagus but not passing through the lower esophageal sphincter, long functional lumen imaging probe bag that crosses the lower esophageal sphincter, and a short functional lumen imaging probe bag placed in the esophagus body that does not pass through the lower esophageal sphincter. Results and Discussion: Horizontal P-CSA area loop pattern is robust and is reproduced in all three cases with only small differences. The results indicate that the horizontal loop pattern is primarily a product of mechanical conditions rather than any inherently different function of the muscle itself. Thus, the distinct phases of the loop can be explained solely based on mechanics.
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Affiliation(s)
- Guy Elisha
- Department of Mechanical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL, United States
| | - Sourav Halder
- Theoretical and Applied Mechanics Program, McCormick School of Engineering, Northwestern University, Evanston, IL, United States
| | - Dustin A. Carlson
- Division of Gastroenterology and Hepatology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Peter J. Kahrilas
- Division of Gastroenterology and Hepatology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - John E. Pandolfino
- Division of Gastroenterology and Hepatology, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States
| | - Neelesh A. Patankar
- Department of Mechanical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL, United States
- Theoretical and Applied Mechanics Program, McCormick School of Engineering, Northwestern University, Evanston, IL, United States
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