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Wallace, Michael B

0000-0002-6446-5785

Mayo Clinic

Mayo Clinic in Florida

Citations 91

Artificial intelligence for the management of pancreatic diseases
Gorris, Myrte , Hoogenboom, Sanne A. , Wallace, Michael B. , Hooft, Jeanin E. van , Wallace, Michael B , van Hooft, Jeanin E

Digestive Endoscopy | October 16, 2020 | Volume: 33 | Issue: 2 | Pages: 231-241

10.1111/den.13875 Get It

Novel artificial intelligence techniques are emerging in all fields of healthcare, including gastroenterology. The aim of this review is to give an overview of artificial intelligence applications in the management of pancreatic diseases. We performed a systematic literature search in PubMed and Medline up to May 2020 to identify relevant articles. Our results showed that the development of machine‐learning based applications is rapidly evolving in the management of pancreatic diseases, guiding precision medicine in clinical, endoscopic and radiologic settings. Before implementation into clinical practice, further research should focus on the external validation of novel techniques, clarifying the accuracy and robustness of these models.
Recovery of endoscopy services in the era of COVID-19: recommendations from an international Delphi consensus
Bhandari, Pradeep , Subramaniam, Sharmila , Bourke, Michael J. , Alkandari, Asma , Brown, J F , Keswani, Rajesh N. , Bisschops, Raf , Hassan, Cesare , Raju, Gottumukkala S. , Muthusamy, V. Raman , Sethi, Amrita , May, Gary R. , Bruno, Marco J. , Alkhatry, Maryam, Almadi, Majid A. , Ibrahim, Mostafa , Moura, Eduardo Guimarães Hourneaux de , Navarrete, Claudio , Wulfson, Adolfo, Khor, Christopher , Ponnudurai, Ryan , Inoue, Haruhiro , Yahagi, Naohisa , Yu, Honggang , Maydeo, Amit , Reddy, D. Nageshwar , Wallace, Michael B. , Pochapin, Mark , Repici, Alessandro , Chiu, Philip Wai Yan , Hassan, Cesare , Yu, Honggang , Rösch, Thomas , Bisschops, Raf , Wallace, Michael B , de Moura, Eduardo , Albéniz, Eduardo , Kaminski, Michal Filip , Emura, Fabian , Saito, Yutaka , Kashin, Sergey V. , Nikonov, Evgeniy L. , Sharma, Prateek

Gut | August 14, 2020 | Volume: 69 | Issue: 11 | Pages: 1915-1924

10.1136/gutjnl-2020-322329 Get It

The COVID-19 pandemic has had a profound impact on provision of endoscopy services globally as staff and real estate were repurposed. As we begin to recover from the pandemic, a cohesive international approach is needed, and guidance on how to resume endoscopy services safely to avoid unintended harm from diagnostic delays. The aim of these guidelines is to provide consensus recommendations that clinicians can use to facilitate the swift and safe resumption of endoscopy services. An evidence-based literature review was carried out on the various strategies used globally to manage endoscopy during the COVID-19 pandemic and control infection. A modified Delphi process involving international endoscopy experts was used to agree on the consensus statements. A threshold of 80% agreement was used to establish consensus for each statement. 27 of 30 statements achieved consensus after two rounds of voting by 34 experts. The statements were categorised as pre-endoscopy, during endoscopy and postendoscopy addressing relevant areas of practice, such as screening, personal protective equipment, appropriate environments for endoscopy and infection control precautions, particularly in areas of high disease prevalence. Recommendations for testing of patients and for healthcare workers, appropriate locations of donning and doffing areas and social distancing measures before endoscopy are unique and not dealt with by any other guidelines. This international consensus using a modified Delphi method to produce a series of best practice recommendations to aid the safe resumption of endoscopy services globally in the era of COVID-19.
Comparison of endoscopic ultrasound-guided fine-needle biopsy versus fine-needle aspiration for genomic profiling and DNA yield in pancreatic cancer: a randomized crossover trial
Kandel, Pujan , Gómez, Victoria , Woodward, Timothy A., Fares, Natalie S., Wallace, Michael B. , Raimondo, Massimo , Crook, Julia E. , Wallace, Michael B , Nassar, Aziza

Endoscopy | August 7, 2020 | Volume: 53 | Issue: 04 | Pages: 376-382

10.1055/a-1223-2171 Get It

Abstract Background National guidelines recommend genomic profiling of tumor tissue to guide precision therapy. We compared the specimen adequacy for genomic profiling and yield of DNA between endoscopic ultrasound (EUS)-guided fine-needle biopsy (FNB) and EUS-guided fine-needle aspiration (FNA). Methods In our tandem, randomized controlled trial, consecutive patients undergoing EUS for evaluation of pancreatic masses underwent both conventional EUS-FNA with a 25-gauge needle and paired EUS-FNB (19 or 22-gauge needle), with the order randomized (EUS-FNA first followed by EUS-FNB, or vice versa). A minimum of one pass with each needle was obtained for histology. Second and third passes were performed to collect DNA. Specimens were evaluated by a cytopathologist blinded to the needle type. Specimen adequacy for genomic profiling was calculated based on FoundationOne clinical diagnostic (CDx) adequacy requirements. We compared the adequacy for genomic profiling DNA (quantity) and histology yields with both needles. Results Analysis included 50 patients (25 men; mean age 68 [standard deviation (SD) 13] years), with a mean lesion size of 38 (SD 17) mm; 37 lesions (74 %) were pancreatic ductal adenocarcinoma (PDAC). The mean DNA concentrations in PDAC by FNB and FNA needles were 5.930 (SD 0.881) µg/mL vs. 3.365 (SD 0.788) µg/mL, respectively (P = 0.01). The median standardized histology score per pass with EUS-FNB was 5 (sufficient for histology) and for EUS-FNA was 2 (enough for cytology). Specimen adequacy for genomic profiling and yield of DNA was significantly higher with FNB than with FNA needles. Conclusions In this study, adequacy for genomic profiling, DNA, and histology yield were considerably superior using an EUS-FNB needle compared with an EUS-FNA needle.
Multicenter study on the diagnostic performance of multiframe volumetric laser endomicroscopy targets for Barrett’s esophagus neoplasia with histopathology correlation
Struyvenberg, Maarten R., Groof, A J de , Kahn, Allon , Weusten, Bas L. , Fleischer, David E., Ganguly, Eric K. , Konda, Vani J. , Lightdale, Charles J. , Sethi, Amrita , Smith, Michael S. , Wallace, Michael B. , Wolfsen, Herbert C. , Tearney, Guillermo J. , Leggett, Cadman L. , Bergman, Jacques , Curvers, Wouter L., Wallace, Michael B , Leggett, Cadman L , Kahn, Allon , Pleskow, Douglas K. , Trindade, Arvind J. , Meijer, Sybren L.

Diseases of the Esophagus | July 1, 2020 | Volume: 33 | Issue: 12 | Pages: No page available

10.1093/dote/doaa062 Get It

AbstractVolumetric laser endomicroscopy (VLE) has been shown to improve detection of early neoplasia in Barrett’s esophagus (BE). However, diagnostic performance using histopathology-correlated VLE regions of interest (ROIs) has not been adequately studied. We evaluated the diagnostic accuracy of VLE assessors for identification of early BE neoplasia in histopathology-correlated VLE ROIs. In total, 191 ROIs (120 nondysplastic and 71 neoplastic) from 50 BE patients were evaluated in a random order using a web-based module. All ROIs contained histopathology correlations enabled by VLE laser marking. Assessors were blinded to endoscopic BE images and histology. ROIs were first scored as nondysplastic or neoplastic. Level of confidence was assigned to the predicted diagnosis. Outcome measures were: (i) diagnostic performance of VLE assessors for identification of BE neoplasia in all VLE ROIs, defined as accuracy, sensitivity, and specificity; (ii) diagnostic performance of VLE assessors for only high level of confidence predictions; and (iii) interobserver agreement. Accuracy, sensitivity, and specificity for BE neoplasia identification were 79% (confidence interval [CI], 75–83), 75% (CI, 71–79), and 81% (CI, 76–86), respectively. When neoplasia was identified with a high level of confidence, accuracy, sensitivity, and specificity were 88%, 83%, and 90%, respectively. The overall strength of interobserver agreement was fair (k = 0.29). VLE assessors can identify BE neoplasia with reasonable diagnostic accuracy in histopathology-correlated VLE ROIs, and accuracy is enhanced when BE neoplasia is identified with high level of confidence. Future work should focus on renewed VLE image reviewing criteria and real-time automatic assessment of VLE scans.
Expert assessment on volumetric laser endomicroscopy full scans in Barrett’s esophagus patients with or without high grade dysplasia or early cancer
Struyvenberg, Maarten R., Fleischer, David E., Swager, Anne-Fré, Bouma, Brett E. , Ganguly, Eric K. , Konda, Vani J. , Lightdale, Charles J. , Pleskow, Douglas K. , Sethi, Amrita , Smith, Michael S. , Wallace, Michael B. , Wang, Kenneth T. , Wolfsen, Herbert C. , Tearney, Guillermo J. , Curvers, Wouter L., Leggett, Cadman L. , Bergman, Jacques , Kahn, Allon , Fleischer, David, Wallace, Michael B , Pleskow, Douglas , Leggett, Cadman L , Trindade, Arvind J.

Endoscopy | June 25, 2020 | Volume: 53 | Issue: 03 | Pages: 218-225

10.1055/a-1194-0397 Get It

Abstract Background Volumetric laser endomicroscopy (VLE) allows for near-microscopic imaging of the superficial esophageal wall and may improve detection of early neoplasia in Barrett’s esophagus (BE). Interpretation of a 6-cm long, circumferential VLE “full scan” may however be challenging for endoscopists. We aimed to evaluate the accuracy of VLE experts in correctly diagnosing VLE full scans of early neoplasia and non-dysplastic BE (NDBE). Methods 29 VLE full scan videos (15 neoplastic and 14 NDBE) were randomly evaluated by 12 VLE experts using a web-based module. Experts were blinded to the endoscopic BE images and histology. The 15 neoplastic cases contained a subtle endoscopically visible lesion, which on endoscopic resection showed high grade dysplasia or cancer. NDBE cases had no visible lesions and an absence of dysplasia in all biopsies. VLE videos were first scored as “neoplastic” or “NDBE.” If neoplastic, assessors located the area most suspicious for neoplasia. Primary outcome was the performance of VLE experts in differentiating between non-dysplastic and neoplastic full scan videos, calculated by accuracy, sensitivity, and specificity. Secondary outcomes included correct location of neoplasia, interobserver agreement, and level of confidence. Results VLE experts correctly labelled 73 % (95 % confidence interval [CI] 67 % – 79 %) of neoplastic VLE videos. In 54 % (range 27 % – 66 %) both neoplastic diagnosis and lesion location were correct. NDBE videos were consistent with endoscopic biopsies in 52 % (95 %CI 46 % – 57 %). Interobserver agreement was fair (kappa 0.28). High level of confidence was associated with a higher rate of correct neoplastic diagnosis (81 %) and lesion location (73 %). Conclusions Identification of subtle neoplastic lesions in VLE full scans by experts was disappointing. Future studies should focus on improving methodologies for reviewing full scans, development of refined VLE criteria for neoplasia, and computer-aided diagnosis of VLE scans.
Multitarget Stool DNA Screening in Clinical Practice: High Positive Predictive Value for Colorectal Neoplasia Regardless of Exposure to Previous Colonoscopy
Eckmann, Jason D. , Bering, Jamie , Rodríguez, Eduardo A. , Devens, Mary E., Lowrie, Kari L., Then, Sara S., Burger, Kelli N. , Prichard, David O. , Wallace, Michael B. , Gurudu, Suryakanth, Finney, Lila J., Ahlquist, David A. , Kahn, Allon , Rodriguez, Eduardo, Doering, Karen, Then, Sara, Mahoney, Douglas W. , Gurudu, Suryakanth R, Limburg, Paul, Berger, Barry, Wallace, Michael B , Ebner, Derek W. , Doering, Karen A. , Limburg, Paul J. , Berger, Barry M. , Kisiel, John B.

American Journal of Gastroenterology | February 17, 2020 | Volume: 115 | Issue: 4 | Pages: 608-615

10.14309/ajg.0000000000000546 Get It

OBJECTIVES: Multitarget stool DNA (MT-sDNA) testing has grown as a noninvasive screening modality for colorectal cancer (CRC), but real-world clinical data are limited in the post-FDA approval setting. The effect of previous colonoscopy on MT-sDNA performance is not known. We aimed to evaluate findings of colorectal neoplasia (CRN) at diagnostic colonoscopy in patients with positive MT-sDNA testing, stratified by patient exposure to previous colonoscopy. METHODS: We identified consecutive patients completing MT-sDNA testing over a 39-month period and reviewed the records of those with positive tests for neoplastic findings at diagnostic colonoscopy. MT-sDNA test positivity rate, adherence to diagnostic colonoscopy, and the positive predictive value (PPV) of MT-sDNA for any CRN and neoplastic subtypes were calculated. RESULTS: Of 16,469 MT-sDNA tests completed, testing returned positive in 2,326 (14.1%) patients. After exclusion of patients at increased risk for CRC, 1,801 patients remained, 1,558 (87%) of whom underwent diagnostic colonoscopy; 918 of 1,558 (59%) of these patients had undergone previous colonoscopy, whereas 640 (41%) had not. Any CRN was found in 1,046 of 1,558 patients (PPV = 67%). More neoplastic lesions were found in patients without previous colonoscopy (73%); however, the rates remained high among those who had undergone previous colonoscopy (63%, P < 0.0001). The large majority (79%) of patients had right-sided neoplasia. DISCUSSION: MT-sDNA has a high PPV for any CRN regardless of exposure to previous colonoscopy. Right-sided CRN was found at colonoscopy in most patients with positive MT-sDNA testing, representing a potential advantage over other currently available screening modalities for CRC.
Early detection and imaging strategies to reveal and target developing pancreatic cancer
Wallace, Michael B. , Störz, Peter , Wallace, Michael B , Crawford, Howard C.

Expert Review of Anticancer Therapy | January 27, 2020 | Volume: 20 | Issue: 2 | Pages: 81-83

10.1080/14737140.2020.1720654 Get It

International consensus statements for endoscopic management of distal biliary stricture
Nakai, Yousuke , Rerknimitr, Rungsun , Khor, Christopher , Yasuda, Ichiro , Lau, James Y. , Lakhtakia, Sundeep , Ratanachu‐ek, Thawee , Lee, Dong Ki , Makmun, Dadang , Dy, Frederick, Draganov, Peter V. , Almadi, Majid A. , Ryozawa, Shomei , Wallace, Michael B. , Itoi, Takao , Devereaux, Benedict , Aniwan, Satimai , Makmun, Dadang , Rerknimitr, Rungsun , Yasuda, Ichiro , Lau, James , Lakhtakia, Sundeep , Kitano, Masayuki , Devereaux, Benedict , Wallace, Michael B , Isayama, Hiroyuki , Wang, Hsiu‐Po , Kogure, Hirofumi , Moon, Jong Ho , Seo, Dong Wan , Liao, Wei‐Chih , Irisawa, Atsushi , Katanuma, Akio , Fujisawa, Toshio

Journal of Gastroenterology and Hepatology | December 5, 2019 | Volume: 35 | Issue: 6 | Pages: 967-979

10.1111/jgh.14955 Get It

AbstractDistal biliary strictures (DBS) are common and may be caused by both malignant and benign pathologies. While endoscopic procedures play a major role in their management, a comprehensive review of the subject is still lacking. Our consensus statements were formulated by a group of expert Asian pancreatico‐biliary interventional endoscopists, following a proposal from the Digestive Endoscopy Society of Taiwan, the Thai Association for Gastrointestinal Endoscopy, and the Tokyo Conference of Asian Pancreato‐biliary Interventional Endoscopy. Based on a literature review utilizing Medline, Cochrane library, and Embase databases, a total of 19 consensus statements on DBS were made on diagnosis, endoscopic drainage, benign biliary stricture, malignant biliary stricture, and management of recurrent biliary obstruction and other complications. Our consensus statements provide comprehensive guidance for the endoscopic management of DBS.
New artificial intelligence system: first validation study versus experienced endoscopists for colorectal polyp detection
Hassan, Cesare , Wallace, Michael B. , Maselli, Roberta , Craviotto, Vincenzo , Spadaccini, Marco , Repici, Alessandro , Spadaccini, Marco , Hassan, Cesare , Wallace, Michael B , Sharma, Prateek

Gut | October 15, 2019 | Volume: 69 | Issue: 5 | Pages: 799-800

10.1136/gutjnl-2019-319914 Get It

855 Validating the Accuracy of Linked Color Imaging (LCI) in Assessing Mucosal Healing in Ulcerative Colitis Patients Using the Geboes Score
Ghoz, Hassan , Picco, Michael F., Abader, Peter, Krishna, Murli , Brahmbhatt, Bhaumik , Wallace, Michael B. , Wallace, Michael B , Uchiyama, Kazuhiko , Naito, Yuji , Takagi, Tomohisa

American Journal of Gastroenterology | October 8, 2019 | Volume: 114 | Issue: 1 | Pages: S494-S495

10.14309/01.ajg.0000592956.86880.0d Get It

INTRODUCTION: Mucosal healing is a widely accepted target for ulcerative colitis (UC) treatment. Linked color imaging (LCI) is a novel endoscopic enhancement system that utilizes Light Emitting Diode (LED) sources to spectrally enhance subtle erythema and mucosal surface patterns which may improve endoscopic classification of IBD associated inflammation. We aimed to assess the accuracy of LCI in classifying UC-associated mucosal healing compared to a validated histological reference standard (Geboes score). METHODS: 22 patients with ulcerative colitis were prospectively enrolled and evaluated by LCI colonoscopy using the Fujifilm’s digital video Processor VP-7000 and LED light source BL-7000 (Fujifilm, Tokyo Japan). Interobserver agreement was reported as kappa values. Geboes score was reported as score range of 0 to 5.4. A Geboes score of ≥3.1 (presence of surface intraepithelial neutrophils or < 5% crypts) was used to define histologic activity and a score of < 2B (no increase in neutrophils in the lamina propria) was used to define histologic remission. Geboes score has been previously validated to predict clinical recurrence. We calculated the overall accuracy, positive predictive value (PPV) and negative predictive value (NPV) of the LCI classification identifying mucosal healing against the Geboes score using the Fisher’s exact test. RESULTS: Total of 62 endoscopic images were obtained for different parts of the colon, 43 of which were matched to a corresponding biopsy. Endoscopic images were scored by 2 endoscopists into LCI-A (no redness), LCI-B (redness with visible vessels) and LCI-C (redness without visible vessels). A final LCI score was given for images with discrepant scores based on a consensus vote from both endoscopists. The interobserver agreement between the two endoscopists was 81%, kappa of 0.71 (95% confidence interval [CI] 0.57- 0.86). Among regions scored ≥3.1 on Geboes score, 9.5%, 28.6% and 61.9 % were classified as LCI-A, LCI-B and LCI-C, respectively ( P < 0.0001). Among images scored < 2B on Geboes score, 81.8%, 13.6% and 4.6% were classified as LCI-A, LCI-B and LCI-C, respectively ( P < 0.0001). Analyzing data against histology with LCI-A representing mucosal healing and LCI-B and C representing active mucosal disease, the overall accuracy becomes 86%, with NPV of 82.6% and PPV of 90% for identifying UC patients with histological and endoscopic evidence of mucosal healing. CONCLUSION: LCI technology has a potential role in assessing mucosal healing in UC.