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Articles 2971 - 3000 of 5734
Full-Text Articles in Medical Specialties
Intermittent Fasting And Its Impact On Toxicities, Symptoms And Quality Of Life In Patients On Active Cancer Treatment, Robert Li Sucholeiki, Casey L Propst, David S Hong, Goldy C George
Intermittent Fasting And Its Impact On Toxicities, Symptoms And Quality Of Life In Patients On Active Cancer Treatment, Robert Li Sucholeiki, Casey L Propst, David S Hong, Goldy C George
Faculty, Staff and Student Publications
Intermittent fasting is a dietary intervention that is increasingly being tested for positive outcomes in patients receiving cancer treatment. In this review, we examine the impact of intermittent fasting on symptoms, toxicities, and quality of life in patients undergoing cancer therapy and highlight unmet investigative areas to prompt future research. While current evidence is preliminary and conclusions mixed, some promising clinical studies suggest that intermittent fasting interventions may improve fatigue and reduce gastrointestinal toxicities in certain patients with cancer. Emerging clinical evidence also demonstrates that intermittent fasting may reduce off-target DNA damage, and induce favorable cellular-level immune remodeling. Furthermore, intermittent …
Azacitidine, Venetoclax, And Gilteritinib In Newly Diagnosed And Relapsed Or Refractory Flt3-Mutated Aml, Nicholas J Short, Naval Daver, Courtney D Dinardo, Tapan Kadia, Lewis F Nasr, Walid Macaron, Musa Yilmaz, Gautam Borthakur, Guillermo Montalban-Bravo, Guillermo Garcia-Manero, Ghayas C Issa, Kelly S Chien, Elias Jabbour, Cedric Nasnas, Xuelin Huang, Wei Qiao, Jairo Matthews, Christopher J Stojanik, Keyur P Patel, Regina Abramova, Jennifer Thankachan, Marina Konopleva, Hagop Kantarjian, Farhad Ravandi
Azacitidine, Venetoclax, And Gilteritinib In Newly Diagnosed And Relapsed Or Refractory Flt3-Mutated Aml, Nicholas J Short, Naval Daver, Courtney D Dinardo, Tapan Kadia, Lewis F Nasr, Walid Macaron, Musa Yilmaz, Gautam Borthakur, Guillermo Montalban-Bravo, Guillermo Garcia-Manero, Ghayas C Issa, Kelly S Chien, Elias Jabbour, Cedric Nasnas, Xuelin Huang, Wei Qiao, Jairo Matthews, Christopher J Stojanik, Keyur P Patel, Regina Abramova, Jennifer Thankachan, Marina Konopleva, Hagop Kantarjian, Farhad Ravandi
Faculty, Staff and Student Publications
Purpose: Azacitidine plus venetoclax is a standard of care for patients with newly diagnosed AML who are unfit for intensive chemotherapy. However, FLT3 mutations are a common mechanism of resistance to this regimen. The addition of gilteritinib, an oral FLT3 inhibitor, to azacitidine and venetoclax may improve outcomes in patients with FLT3-mutated AML.
Methods: This phase I/II study evaluated azacitidine, venetoclax, and gilteritinib in two cohorts: patients with (1) newly diagnosed FLT3-mutated AML who were unfit for intensive chemotherapy or (2) relapsed/refractory FLT3-mutated AML (ClinicalTrials.gov identifier: NCT04140487). The primary end points were the maximum tolerated dose …
Bio-Integrated Scaffold Facilitates Large Bone Regeneration Dominated By Endochondral Ossification, Lili Sun, Haoyi Niu, Yuqiong Wu, Shiyan Dong, Xuefeng Li, Betty Y S Kim, Changsheng Liu, Yifan Ma, Wen Jiang, Yuan Yuan
Bio-Integrated Scaffold Facilitates Large Bone Regeneration Dominated By Endochondral Ossification, Lili Sun, Haoyi Niu, Yuqiong Wu, Shiyan Dong, Xuefeng Li, Betty Y S Kim, Changsheng Liu, Yifan Ma, Wen Jiang, Yuan Yuan
Faculty, Staff and Student Publications
Repair of large bone defects caused by severe trauma, non-union fractures, or tumor resection remains challenging because of limited regenerative ability. Typically, these defects heal through mixed routines, including intramembranous ossification (IMO) and endochondral ossification (ECO), with ECO considered more efficient. Current strategies to promote large bone healing via ECO are unstable and require high-dose growth factors or complex cell therapy that cause side effects and raise expense while providing only limited benefit. Herein, we report a bio-integrated scaffold capable of initiating an early hypoxia microenvironment with controllable release of low-dose recombinant bone morphogenetic protein-2 (rhBMP-2), aiming to induce ECO-dominated …
Survival Disparities In Non-Hispanic Black And White Cervical Cancer Patients Vary By Histology And Are Largely Explained By Modifiable Factors, Calen W Kucera, Nicole P Chappell, Chunqiao Tian, Michael T Richardson, Christopher M Tarney, Chad A Hamilton, John K Chan, Daniel S Kapp, Charles A Leath, Yovanni Casablanca, Christine Rojas, Collin A Sitler, Lari Wenzel, Ann Klopp, Nathaniel L Jones, Rodney P Rocconi, John H Farley, Timothy D O'Connor, Craig D Shriver, Nicholas W Bateman, Thomas P Conrads, Neil T Phippen, G Larry Maxwell, Kathleen M Darcy
Survival Disparities In Non-Hispanic Black And White Cervical Cancer Patients Vary By Histology And Are Largely Explained By Modifiable Factors, Calen W Kucera, Nicole P Chappell, Chunqiao Tian, Michael T Richardson, Christopher M Tarney, Chad A Hamilton, John K Chan, Daniel S Kapp, Charles A Leath, Yovanni Casablanca, Christine Rojas, Collin A Sitler, Lari Wenzel, Ann Klopp, Nathaniel L Jones, Rodney P Rocconi, John H Farley, Timothy D O'Connor, Craig D Shriver, Nicholas W Bateman, Thomas P Conrads, Neil T Phippen, G Larry Maxwell, Kathleen M Darcy
Faculty, Staff and Student Publications
Purpose: We investigated racial disparities in survival by histology in cervical cancer and examined the factors contributing to these disparities.
Methods: Non-Hispanic Black and non-Hispanic White (hereafter known as Black and White) patients with stage I-IV cervical carcinoma diagnosed between 2004 and 2017 in the National Cancer Database were studied. Survival differences were compared using Cox modeling to estimate hazard ratio (HR) or adjusted HR (AHR) and 95% confidence interval (CI). The contribution of demographic, socioeconomic and clinical factors to the Black vs White differences in survival was estimated after applying propensity score weighting in patients with squamous cell carcinoma …
Assessing The Impact Of The Covid-19 Pandemic On Training At The Md Anderson Cancer Center Anatomical Pathology Fellowship Program, Yiannis P Dimopoulos, Donghyang Kwon, Denái R Milton, Paula I Iaeger, Donna E Hansel, Victor G Prieto, Kareen E Chin, Phyu P Aung
Assessing The Impact Of The Covid-19 Pandemic On Training At The Md Anderson Cancer Center Anatomical Pathology Fellowship Program, Yiannis P Dimopoulos, Donghyang Kwon, Denái R Milton, Paula I Iaeger, Donna E Hansel, Victor G Prieto, Kareen E Chin, Phyu P Aung
Faculty, Staff and Student Publications
Context: To provide high-quality, safe training during the COVID-19 pandemic, our anatomic pathology fellowship program implemented a hybrid virtual/in-person training model with supplemental digital material.
Objective: To evaluate the impact of this model.
Design: We examined Accreditation Council for Graduate Medical Education survey results and board pass rates for fellows before the pandemic (group 1); during the pandemic peak (group 2); and early and late after the pandemic peak (groups 3 and 4). Additionally, we distributed an online survey, including questions related to performance as attending physicians and fellowship experience, to recent graduates.
Results: Information loss during handover, supervision and …
Deep Learning-Based Automatic Classification Of Ischemic Stroke Subtype Using Diffusion-Weighted Images, Wi-Sun Ryu, Dawid Schellingerhout, Hoyoun Lee, Keon-Joo Lee, Chi Kyung Kim, Beom Joon Kim, Jong-Won Chung, Jae-Sung Lim, Joon-Tae Kim, Dae-Hyun Kim, Jae-Kwan Cha, Leonard Sunwoo, Dongmin Kim, Sang-Il Suh, Oh Young Bang, Hee-Joon Bae, Dong-Eog Kim
Deep Learning-Based Automatic Classification Of Ischemic Stroke Subtype Using Diffusion-Weighted Images, Wi-Sun Ryu, Dawid Schellingerhout, Hoyoun Lee, Keon-Joo Lee, Chi Kyung Kim, Beom Joon Kim, Jong-Won Chung, Jae-Sung Lim, Joon-Tae Kim, Dae-Hyun Kim, Jae-Kwan Cha, Leonard Sunwoo, Dongmin Kim, Sang-Il Suh, Oh Young Bang, Hee-Joon Bae, Dong-Eog Kim
Faculty, Staff and Student Publications
Background and purpose: Accurate classification of ischemic stroke subtype is important for effective secondary prevention of stroke. We used diffusion-weighted image (DWI) and atrial fibrillation (AF) data to train a deep learning algorithm to classify stroke subtype.
Methods: Model development was done in 2,988 patients with ischemic stroke from three centers by using U-net for infarct segmentation and EfficientNetV2 for subtype classification. Experienced neurologists (n=5) determined subtypes for external test datasets, while establishing a consensus for clinical trial datasets. Automatically segmented infarcts were fed into the model (DWI-only algorithm). Subsequently, another model was trained, with AF included as a categorical …
Immune-Monitoring Of Myelodysplastic Neoplasms: Recommendations From The I4mds Consortium, Cristina A Tentori, Lin P Zhao, Benedetta Tinterri, Kathryn E Strange, Katharina Zoldan, Konstantinos Dimopoulos, Xingmin Feng, Elena Riva, Benjamin Lim, Yannick Simoni, Vidhya Murthy, Madeline J Hayes, Antonella Poloni, Eric Padron, Bruno A Cardoso, Michael Cross, Susann Winter, Aida Santaolalla, Bhavisha A Patel, Emma M Groarke, Daniel H Wiseman, Katy Jones, Lauren Jamieson, Charles Manogaran, Naval Daver, Laura Gallur, Wendy Ingram, P Brent Ferrell, Katja Sockel, Nicolas Dulphy, Nicolas Chapuis, Anne S Kubasch, Astrid M Olsnes, Austin Kulasekararaj, Hugues De Lavellade, Wolfgang Kern, Mieke Van Hemelrijck, Dominique Bonnet, Theresia M Westers, Sylvie Freeman, Uta Oelschlaegel, David Valcarcel, Marco G Raddi, Kirsten Grønbæk, Michaela Fontenay, Sanam Loghavi, Valeria Santini, Antonio M Almeida, Jonathan M Irish, David A Sallman, Neal S Young, Arjan A Van De Loosdrecht, Lionel Adès, Matteo G Della Porta, Catherine Cargo, Uwe Platzbecker, Shahram Kordasti, I4mds Consortium
Immune-Monitoring Of Myelodysplastic Neoplasms: Recommendations From The I4mds Consortium, Cristina A Tentori, Lin P Zhao, Benedetta Tinterri, Kathryn E Strange, Katharina Zoldan, Konstantinos Dimopoulos, Xingmin Feng, Elena Riva, Benjamin Lim, Yannick Simoni, Vidhya Murthy, Madeline J Hayes, Antonella Poloni, Eric Padron, Bruno A Cardoso, Michael Cross, Susann Winter, Aida Santaolalla, Bhavisha A Patel, Emma M Groarke, Daniel H Wiseman, Katy Jones, Lauren Jamieson, Charles Manogaran, Naval Daver, Laura Gallur, Wendy Ingram, P Brent Ferrell, Katja Sockel, Nicolas Dulphy, Nicolas Chapuis, Anne S Kubasch, Astrid M Olsnes, Austin Kulasekararaj, Hugues De Lavellade, Wolfgang Kern, Mieke Van Hemelrijck, Dominique Bonnet, Theresia M Westers, Sylvie Freeman, Uta Oelschlaegel, David Valcarcel, Marco G Raddi, Kirsten Grønbæk, Michaela Fontenay, Sanam Loghavi, Valeria Santini, Antonio M Almeida, Jonathan M Irish, David A Sallman, Neal S Young, Arjan A Van De Loosdrecht, Lionel Adès, Matteo G Della Porta, Catherine Cargo, Uwe Platzbecker, Shahram Kordasti, I4mds Consortium
Faculty, Staff and Student Publications
Advancements in comprehending myelodysplastic neoplasms (MDS) have unfolded significantly in recent years, elucidating a myriad of cellular and molecular underpinnings integral to disease progression. While molecular inclusions into prognostic models have substantively advanced risk stratification, recent revelations have emphasized the pivotal role of immune dysregulation within the bone marrow milieu during MDS evolution. Nonetheless, immunotherapy for MDS has not experienced breakthroughs seen in other malignancies, partly attributable to the absence of an immune classification that could stratify patients toward optimally targeted immunotherapeutic approaches. A pivotal obstacle to establishing "immune classes" among MDS patients is the absence of validated accepted immune …
Optimized Scoring Of End-To-End Dosimetry Audits For Passive Motion Management – A Simulation Study Using The Iroc Thorax Phantom, Alex Burton, Mathieu Gaudreault, Nicholas Hardcastle, Jessica Lye, Sabeena Beveridge, Stephen F Kry, Rick Franich
Optimized Scoring Of End-To-End Dosimetry Audits For Passive Motion Management – A Simulation Study Using The Iroc Thorax Phantom, Alex Burton, Mathieu Gaudreault, Nicholas Hardcastle, Jessica Lye, Sabeena Beveridge, Stephen F Kry, Rick Franich
Faculty, Staff and Student Publications
Dosimetry audits for passive motion management require dynamically-acquired measurements in a moving phantom to be compared to statically calculated planned doses. This study aimed to characterise the relationship between planning and delivery errors, and the measured dose in the Imaging and Radiation Oncology Core (IROC) thorax phantom, to assess different audit scoring approaches. Treatment plans were created using a 4DCT scan of the IROC phantom, equipped with film and thermoluminescent dosimeters (TLDs). Plans were created on the average intensity projection from all bins. Three levels of aperture complexity were explored: dynamic conformal arcs (DCAT), low-, and high-complexity volumetric modulated arcs …
Updates On Who Classification For Small Round Cell Tumors: Ewing Sarcoma Vs Everything Else, Carina A Dehner, Alexander J Lazar, John S A Chrisinger
Updates On Who Classification For Small Round Cell Tumors: Ewing Sarcoma Vs Everything Else, Carina A Dehner, Alexander J Lazar, John S A Chrisinger
Faculty, Staff and Student Publications
The WHO Classification of Soft Tissue and Bone Tumours currently recognizes four categories of undifferentiated small round cell sarcoma: Ewing sarcoma, round cell sarcoma with EWSR1-non-ETS fusions including NFATc2 and PATZ1, CIC-rearranged sarcoma, and sarcoma with BCOR genetic alterations. These neoplasms frequently pose significant diagnostic challenges due to rarity and overlapping morphologic and immunohistochemical findings. Further, molecular testing, with accompanying pitfalls, may be needed to establish a definitive diagnosis. This review summarizes the clinical, histologic, immunohistochemical, and molecular features of these neoplasms. In addition, differential diagnosis and areas of uncertainty and ongoing investigation are discussed.
Automated, High-Throughput Platform To Generate A High-Reliability, Comprehensive Rectal Cancer Database, Neal Bhutiani, Mahmoud M G Yousef, Abdelrahman Yousef, Mohammad Zeineddine, Mark Knafl, Olivia Ratliff, Uditha P Fernando, Anastasia Turin, Fadl A Zeineddine, Jeff Jin, Kristin Alfaro-Munoz, Drew Goldstein, George J Chang, Scott Kopetz, John Paul Shen, Abhineet Uppal
Automated, High-Throughput Platform To Generate A High-Reliability, Comprehensive Rectal Cancer Database, Neal Bhutiani, Mahmoud M G Yousef, Abdelrahman Yousef, Mohammad Zeineddine, Mark Knafl, Olivia Ratliff, Uditha P Fernando, Anastasia Turin, Fadl A Zeineddine, Jeff Jin, Kristin Alfaro-Munoz, Drew Goldstein, George J Chang, Scott Kopetz, John Paul Shen, Abhineet Uppal
Faculty, Staff and Student Publications
Purpose: Dynamic operations platforms allow for cross-platform data extraction, integration, and analysis, although application of these platforms to large-scale oncology enterprises has not been described. This study presents a pipeline for automated, high-fidelity extraction, integration, and validation of cross-platform oncology data in patients undergoing treatment for rectal cancer at a single, high-volume institution.
Methods: A dynamic operations platform was used to identify patients with rectal cancer treated at MD Anderson Cancer Center between 2016 and 2022 who had magnetic resonance imaging (MRI) imaging and preoperative treatment details available in the electronic health record (EHR). Demographic, clinicopathologic, tumor mutation, radiographic, and …
Genomic Landscape Of Lynch Syndrome Colorectal Neoplasia Identifies Shared Mutated Neoantigens For Immunoprevention, Ana M Bolivar, Fahriye Duzagac, Nan Deng, Laura Reyes-Uribe, Kyle Chang, Wenhui Wu, Charles M Bowen, Melissa W Taggart, Selvi Thirumurthi, Patrick M Lynch, Y Nancy You, Jesus Rodriguez-Pascual, Steven M Lipkin, Scott Kopetz, Paul Scheet, Gregory A Lizee, Alexandre Reuben, Krishna M Sinha, Eduardo Vilar
Genomic Landscape Of Lynch Syndrome Colorectal Neoplasia Identifies Shared Mutated Neoantigens For Immunoprevention, Ana M Bolivar, Fahriye Duzagac, Nan Deng, Laura Reyes-Uribe, Kyle Chang, Wenhui Wu, Charles M Bowen, Melissa W Taggart, Selvi Thirumurthi, Patrick M Lynch, Y Nancy You, Jesus Rodriguez-Pascual, Steven M Lipkin, Scott Kopetz, Paul Scheet, Gregory A Lizee, Alexandre Reuben, Krishna M Sinha, Eduardo Vilar
Faculty, Staff and Student Publications
Background & aims: Lynch syndrome (LS) carriers develop mismatch repair-deficient neoplasia with high neoantigen (neoAg) rates. No detailed information on targetable neoAgs from LS precancers exists, which is crucial for vaccine development and immune-interception strategies. We report a focused somatic mutation and frameshift-neoAg landscape of microsatellite loci from colorectal polyps without malignant potential (PWOMP), precancers, and early-stage cancers in LS carriers.
Methods: We generated paired whole-exome and transcriptomic sequencing data from 8 colorectal PWOMP, 41 precancers, 8 advanced precancers, and 12 early-stage cancers of 43 LS carriers. A computational pipeline was developed to predict, rank, and prioritize the top 100 …
Cross-Vendor Multiparametric Mapping Of The Human Brain Using 3d-Qalas: A Multicenter And Multivendor Study, Shohei Fujita, Borjan Gagoski, Ken-Pin Hwang, Akifumi Hagiwara, Marcel Warntjes, Issei Fukunaga, Wataru Uchida, Yuya Saito, Towa Sekine, Rina Tachibana, Tomoya Muroi, Toshiya Akatsu, Akihiro Kasahara, Ryo Sato, Tsuyoshi Ueyama, Christina Andica, Koji Kamagata, Shiori Amemiya, Hidemasa Takao, Yasunobu Hoshino, Yuji Tomizawa, Kazumasa Yokoyama, Berkin Bilgic, Nobutaka Hattori, Osamu Abe, Shigeki Aoki
Cross-Vendor Multiparametric Mapping Of The Human Brain Using 3d-Qalas: A Multicenter And Multivendor Study, Shohei Fujita, Borjan Gagoski, Ken-Pin Hwang, Akifumi Hagiwara, Marcel Warntjes, Issei Fukunaga, Wataru Uchida, Yuya Saito, Towa Sekine, Rina Tachibana, Tomoya Muroi, Toshiya Akatsu, Akihiro Kasahara, Ryo Sato, Tsuyoshi Ueyama, Christina Andica, Koji Kamagata, Shiori Amemiya, Hidemasa Takao, Yasunobu Hoshino, Yuji Tomizawa, Kazumasa Yokoyama, Berkin Bilgic, Nobutaka Hattori, Osamu Abe, Shigeki Aoki
Faculty, Staff and Student Publications
Purpose: To evaluate a vendor-agnostic multiparametric mapping scheme based on 3D quantification using an interleaved Look-Locker acquisition sequence with a T2 preparation pulse (3D-QALAS) for whole-brain T1, T2, and proton density (PD) mapping.
Methods: This prospective, multi-institutional study was conducted between September 2021 and February 2022 using five different 3T systems from four prominent MRI vendors. The accuracy of this technique was evaluated using a standardized MRI system phantom. Intra-scanner repeatability and inter-vendor reproducibility of T1, T2, and PD values were evaluated in 10 healthy volunteers (6 men; mean age ± SD, 28.0 ± 5.6 y) who underwent scan-rescan sessions …
Mapping Genotypes To Chromatin Accessibility Profiles In Single Cells, Franco Izzo, Robert M Myers, Saravanan Ganesan, Levan Mekerishvili, Sanjay Kottapalli, Tamara Prieto, Elliot O Eton, Theo Botella, Andrew J Dunbar, Robert L Bowman, Jesus Sotelo, Catherine Potenski, Eleni P Mimitou, Maximilian Stahl, Sebastian El Ghaity-Beckley, Joann Arandela, Ramya Raviram, Daniel C Choi, Ronald Hoffman, Ronan Chaligné, Omar Abdel-Wahab, Peter Smibert, Irene M Ghobrial, Joseph M Scandura, Bridget Marcellino, Ross L Levine, Dan A Landau
Mapping Genotypes To Chromatin Accessibility Profiles In Single Cells, Franco Izzo, Robert M Myers, Saravanan Ganesan, Levan Mekerishvili, Sanjay Kottapalli, Tamara Prieto, Elliot O Eton, Theo Botella, Andrew J Dunbar, Robert L Bowman, Jesus Sotelo, Catherine Potenski, Eleni P Mimitou, Maximilian Stahl, Sebastian El Ghaity-Beckley, Joann Arandela, Ramya Raviram, Daniel C Choi, Ronald Hoffman, Ronan Chaligné, Omar Abdel-Wahab, Peter Smibert, Irene M Ghobrial, Joseph M Scandura, Bridget Marcellino, Ross L Levine, Dan A Landau
Faculty, Staff and Student Publications
In somatic tissue differentiation, chromatin accessibility changes govern priming and precursor commitment towards cellular fates1-3. Therefore, somatic mutations are likely to alter chromatin accessibility patterns, as they disrupt differentiation topologies leading to abnormal clonal outgrowth. However, defining the impact of somatic mutations on the epigenome in human samples is challenging due to admixed mutated and wild-type cells. Here, to chart how somatic mutations disrupt epigenetic landscapes in human clonal outgrowths, we developed genotyping of targeted loci with single-cell chromatin accessibility (GoT-ChA). This high-throughput platform links genotypes to chromatin accessibility at single-cell resolution across thousands of cells within a single assay. …
Genome-Wide Association Analyses Of Breast Cancer In Women Of African Ancestry Identify New Susceptibility Loci And Improve Risk Prediction, Guochong Jia, Jie Ping, Xingyi Guo, Yaohua Yang, Ran Tao, Bingshan Li, Stefan Ambs, Mollie E Barnard, Yu Chen, Montserrat Garcia-Closas, Jian Gu, Jennifer J Hu, Dezheng Huo, Esther M John, Christopher I Li, James L Li, Katherine L Nathanson, Barbara Nemesure, Olufunmilayo I Olopade, Tuya Pal, Michael F Press, Maureen Sanderson, Dale P Sandler, Xiao-Ou Shu, Melissa A Troester, Song Yao, Prisca O Adejumo, Thomas Ahearn, Abenaa M Brewster, Anselm J M Hennis, Timothy Makumbi, Paul Ndom, Katie M O'Brien, Andrew F Olshan, Mojisola M Oluwasanu, Sonya Reid, Ebonee N Butler, Maosheng Huang, Atara Ntekim, Huijun Qian, Haoyu Zhang, Christine B Ambrosone, Qiuyin Cai, Jirong Long, Julie R Palmer, Christopher A Haiman, Wei Zheng
Genome-Wide Association Analyses Of Breast Cancer In Women Of African Ancestry Identify New Susceptibility Loci And Improve Risk Prediction, Guochong Jia, Jie Ping, Xingyi Guo, Yaohua Yang, Ran Tao, Bingshan Li, Stefan Ambs, Mollie E Barnard, Yu Chen, Montserrat Garcia-Closas, Jian Gu, Jennifer J Hu, Dezheng Huo, Esther M John, Christopher I Li, James L Li, Katherine L Nathanson, Barbara Nemesure, Olufunmilayo I Olopade, Tuya Pal, Michael F Press, Maureen Sanderson, Dale P Sandler, Xiao-Ou Shu, Melissa A Troester, Song Yao, Prisca O Adejumo, Thomas Ahearn, Abenaa M Brewster, Anselm J M Hennis, Timothy Makumbi, Paul Ndom, Katie M O'Brien, Andrew F Olshan, Mojisola M Oluwasanu, Sonya Reid, Ebonee N Butler, Maosheng Huang, Atara Ntekim, Huijun Qian, Haoyu Zhang, Christine B Ambrosone, Qiuyin Cai, Jirong Long, Julie R Palmer, Christopher A Haiman, Wei Zheng
Faculty, Staff and Student Publications
We performed genome-wide association studies of breast cancer including 18,034 cases and 22,104 controls of African ancestry. Genetic variants at 12 loci were associated with breast cancer risk (P < 5 × 10-8), including associations of a low-frequency missense variant rs61751053 in ARHGEF38 with overall breast cancer (odds ratio (OR) = 1.48) and a common variant rs76664032 at chromosome 2q14.2 with triple-negative breast cancer (TNBC) (OR = 1.30). Approximately 15.4% of cases with TNBC carried six risk alleles in three genome-wide association study-identified TNBC risk variants, with an OR of 4.21 (95% confidence interval = 2.66-7.03) compared with those carrying fewer than two risk alleles. A polygenic risk score (PRS) showed an area under the receiver operating characteristic curve of 0.60 for the prediction of breast cancer risk, which outperformed PRS derived using data from females of European ancestry. Our study markedly increases the population diversity in genetic studies for breast cancer and demonstrates the utility of PRS for risk prediction in females of African ancestry.
Dynamics Of Karyotype Evolution, Elena Kuzmin, Toby M Baker, Peter Van Loo, Leon Glass
Dynamics Of Karyotype Evolution, Elena Kuzmin, Toby M Baker, Peter Van Loo, Leon Glass
Faculty, Staff and Student Publications
In the evolution of species, the karyotype changes with a timescale of tens to hundreds of thousand years. In the development of cancer, the karyotype often is modified in cancerous cells over the lifetime of an individual. Characterizing these changes and understanding the mechanisms leading to them has been of interest in a broad range of disciplines including evolution, cytogenetics, and cancer genetics. A central issue relates to the relative roles of random vs deterministic mechanisms in shaping the changes. Although it is possible that all changes result from random events followed by selection, many results point to other non-random …
Pet Imaging Of Metabolism, Perfusion, And Hypoxia: Fdg And Beyond, Austin R Pantel, Seong-Woo Bae, Elizabeth J Li, Sophia R O'Brien, H Charles Manning
Pet Imaging Of Metabolism, Perfusion, And Hypoxia: Fdg And Beyond, Austin R Pantel, Seong-Woo Bae, Elizabeth J Li, Sophia R O'Brien, H Charles Manning
Faculty, Staff and Student Publications
Imaging glucose metabolism with [18F]fluorodeoxyglucose positron emission tomography has transformed the diagnostic and treatment algorithms of numerous malignancies in clinical practice. The cancer phenotype, though, extends beyond dysregulation of this single pathway. Reprogramming of other pathways of metabolism, as well as altered perfusion and hypoxia, also typifies malignancy. These features provide other opportunities for imaging that have been developed and advanced into humans. In this review, we discuss imaging metabolism, perfusion, and hypoxia in cancer, focusing on the underlying biology to provide context. We conclude by highlighting the ability to image multiple facets of biology to better characterize cancer and …
Benefit Of Axicabtagene Ciloleucel Versus Chemoimmunotherapy In Older Patients And/Or Patients With Poor Ecog Performance Status With Relapsed Or Refractory Large B-Cell Lymphoma After 2 Or More Lines Of Prior Therapy, Matthew A Lunning, Hai-Lin Wang, Zhen-Huan Hu, Frederick L Locke, Tanya Siddiqi, Caron A Jacobson, Sairah Ahmed, David B Miklos, Yi Lin, Brian T Hill, Armin Ghobadi, Sattva S Neelapu, Jason Westin, Chrisopher Dieyi, Polly Field, Harry Miao, Shilpa A Shahani, Anik Patel, Clare Spooner, Christine Fu, David Muramoto, Hairong Xu, Marcelo C Pasquini
Benefit Of Axicabtagene Ciloleucel Versus Chemoimmunotherapy In Older Patients And/Or Patients With Poor Ecog Performance Status With Relapsed Or Refractory Large B-Cell Lymphoma After 2 Or More Lines Of Prior Therapy, Matthew A Lunning, Hai-Lin Wang, Zhen-Huan Hu, Frederick L Locke, Tanya Siddiqi, Caron A Jacobson, Sairah Ahmed, David B Miklos, Yi Lin, Brian T Hill, Armin Ghobadi, Sattva S Neelapu, Jason Westin, Chrisopher Dieyi, Polly Field, Harry Miao, Shilpa A Shahani, Anik Patel, Clare Spooner, Christine Fu, David Muramoto, Hairong Xu, Marcelo C Pasquini
Faculty, Staff and Student Publications
Axicabtagene ciloleucel (axi-cel) in trials has demonstrated favorable efficacy compared with historical controls after ≥2 lines of therapy for the treatment of relapsed or refractory (R/R) large B cell lymphoma (LBCL). Herein, we compared the real-world effectiveness of axi-cel with efficacy and effectiveness of chemoimmunotherapy (CIT) in patients aged ≥65 years and patients with Eastern Cooperative Oncology Group performance status (ECOG PS) of 2. A total of 1146 patients treated with commercial axi-cel for R/R LBCL with ≥2 lines of prior therapy were included from the Center for International Blood and Marrow Transplantation Research prospective observational study, and 469 patients …
First-Line Ibrutinib Treatment In Patients With Chronic Lymphocytic Leukemia Is Associated With Overall Survival Rates Similar To Those Of An Age-Matched General Population: A Pooled Post Hoc Analysis, Paolo Ghia, Carolyn Owen, John N Allan, Jacqueline C Barrientos, Paul M Barr, Chunxue Shi, Anita Szoke, Christopher Abbazio, Gabriel S Krigsfeld, Jan A Burger
First-Line Ibrutinib Treatment In Patients With Chronic Lymphocytic Leukemia Is Associated With Overall Survival Rates Similar To Those Of An Age-Matched General Population: A Pooled Post Hoc Analysis, Paolo Ghia, Carolyn Owen, John N Allan, Jacqueline C Barrientos, Paul M Barr, Chunxue Shi, Anita Szoke, Christopher Abbazio, Gabriel S Krigsfeld, Jan A Burger
Faculty, Staff and Student Publications
No abstract provided.
Artificial Intelligence-Powered Assessment Of Pathologic Response To Neoadjuvant Atezolizumab In Patients With Nsclc: Results From The Lcmc3 Study, Sanja Dacic, William D Travis, Jennifer M Giltnane, Filip Kos, John Abel, Stephanie Hilz, Junya Fujimoto, Lynette Sholl, Jon Ritter, Farah Khalil, Yi Liu, Amaro Taylor-Weiner, Murray Resnick, Hui Yu, Fred R Hirsch, Paul A Bunn, David P Carbone, Valerie Rusch, David J Kwiatkowski, Bruce E Johnson, Jay M Lee, Stephanie R Hennek, Ilan Wapinski, Alan Nicholas, Ann Johnson, Katja Schulze, Mark G Kris, Ignacio I Wistuba
Artificial Intelligence-Powered Assessment Of Pathologic Response To Neoadjuvant Atezolizumab In Patients With Nsclc: Results From The Lcmc3 Study, Sanja Dacic, William D Travis, Jennifer M Giltnane, Filip Kos, John Abel, Stephanie Hilz, Junya Fujimoto, Lynette Sholl, Jon Ritter, Farah Khalil, Yi Liu, Amaro Taylor-Weiner, Murray Resnick, Hui Yu, Fred R Hirsch, Paul A Bunn, David P Carbone, Valerie Rusch, David J Kwiatkowski, Bruce E Johnson, Jay M Lee, Stephanie R Hennek, Ilan Wapinski, Alan Nicholas, Ann Johnson, Katja Schulze, Mark G Kris, Ignacio I Wistuba
Faculty, Staff and Student Publications
Introduction: Pathologic response (PathR) by histopathologic assessment of resected specimens may be an early clinical end point associated with long-term outcomes with neoadjuvant therapy. Digital pathology may improve the efficiency and precision of PathR assessment. LCMC3 (NCT02927301) evaluated neoadjuvant atezolizumab in patients with resectable NSCLC and reported a 20% major PathR rate.
Methods: We determined PathR in primary tumor resection specimens using guidelines-based visual techniques and developed a convolutional neural network model using the same criteria to digitally measure the percent viable tumor on whole-slide images. Concordance was evaluated between visual determination of percent viable tumor (n = …
Discovering Genetic Biomarkers For Targeted Cancer Therapeutics With Explainable Artificial Intelligence, Debaditya Chakraborty, Elizabeth Gutierrez-Chakraborty, Cristian Rodriguez-Aguayo, Hakan Başağaoğlu, Gabriel Lopez-Berestein, Paola Amero
Discovering Genetic Biomarkers For Targeted Cancer Therapeutics With Explainable Artificial Intelligence, Debaditya Chakraborty, Elizabeth Gutierrez-Chakraborty, Cristian Rodriguez-Aguayo, Hakan Başağaoğlu, Gabriel Lopez-Berestein, Paola Amero
Faculty, Staff and Student Publications
No abstract provided.
Survival Outcomes Of Patients With Her2/Neu-Positive Breast Cancer With Germline Brca Mutations, Fatma Nihan Akkoc Mustafayev, Mihir Amitabh Shukla, Amanda Lanier, Denái R Milton, Angelica M Gutierrez, Stephen K Gruschkus, John E Lewis, Rashmi K Murthy, Banu K Arun
Survival Outcomes Of Patients With Her2/Neu-Positive Breast Cancer With Germline Brca Mutations, Fatma Nihan Akkoc Mustafayev, Mihir Amitabh Shukla, Amanda Lanier, Denái R Milton, Angelica M Gutierrez, Stephen K Gruschkus, John E Lewis, Rashmi K Murthy, Banu K Arun
Faculty, Staff and Student Publications
Background: Breast cancer (BC) with germline BRCA1/2 mutations and their association with triple-negative BC has been thoroughly investigated. However, some carriers of BRCA1/2 mutations have human epidermal growth factor receptor 2 (HER2/neu)-positive BC, which has a different targeted therapy approach, and data are scarce for this patient population. The authors sought to characterize the clinical characteristics and outcomes of patients with HER2/neu-positive BC who had germline BRCA1/2 mutations.
Methods: This was a retrospective analysis of data from 1099 patients diagnosed with HER2/neu-positive BC who were screened for germline BRCA mutations between 1996 and 2022. Clinicopathologic features and survival rates were …
A Novel Sik2 Inhibitor Sic-19 Exhibits Synthetic Lethality With Parp Inhibitors In Ovarian Cancer, Fang Wang, Xuejiao Yu, Jun Qian, Yumin Cao, Shunli Dong, Shenghua Zhan, Zhen Lu, Robert C Bast, Qingxia Song, Youguo Chen, Yi Zhang, Jinhua Zhou
A Novel Sik2 Inhibitor Sic-19 Exhibits Synthetic Lethality With Parp Inhibitors In Ovarian Cancer, Fang Wang, Xuejiao Yu, Jun Qian, Yumin Cao, Shunli Dong, Shenghua Zhan, Zhen Lu, Robert C Bast, Qingxia Song, Youguo Chen, Yi Zhang, Jinhua Zhou
Faculty, Staff and Student Publications
Purpose: Ovarian cancer patients with HR proficiency (HRP) have had limited benefits from PARP inhibitor treatment, highlighting the need for improved therapeutic strategies. In this study, we developed a novel SIK2 inhibitor, SIC-19, and investigated its potential to enhance the sensitivity and expand the clinical utility of PARP inhibitors in ovarian cancer.
Methods: The SIK2 protein was modeled using a Molecular Operating Environment (MOE), and the most favorable model was selected based on a GBVI/WSA dG scoring function. The Chembridge Compound Library was screened, and the top 20 candidate compounds were tested for their interaction with SIK2 and downstream substrates, …
Safety And Tolerability Of Online Adaptive High-Field Magnetic Resonance-Guided Radiotherapy, Jasmijn M Westerhoff, Lois A Daamen, John P Christodouleas, Erwin L A Blezer, Ananya Choudhury, Rosalyne L Westley, Beth A Erickson, Clifton D Fuller, Shaista Hafeez, Uulke A Van Der Heide, Martijn P W Intven, Anna M Kirby, Susan Lalondrelle, Bruce D Minsky, Stella Mook, Marlies E Nowee, Corrie A M Marijnen, Kristina M Orrling, Arjun Sahgal, Christopher J Schultz, Corinne Faivre-Finn, Robbert J H A Tersteeg, Alison C Tree, Chia-Lin Tseng, Tine Schytte, Dustin M Silk, Dave Eggert, Marco Luzzara, Jochem R N Van Der Voort Van Zyp, Helena M Verkooijen, William A Hall
Safety And Tolerability Of Online Adaptive High-Field Magnetic Resonance-Guided Radiotherapy, Jasmijn M Westerhoff, Lois A Daamen, John P Christodouleas, Erwin L A Blezer, Ananya Choudhury, Rosalyne L Westley, Beth A Erickson, Clifton D Fuller, Shaista Hafeez, Uulke A Van Der Heide, Martijn P W Intven, Anna M Kirby, Susan Lalondrelle, Bruce D Minsky, Stella Mook, Marlies E Nowee, Corrie A M Marijnen, Kristina M Orrling, Arjun Sahgal, Christopher J Schultz, Corinne Faivre-Finn, Robbert J H A Tersteeg, Alison C Tree, Chia-Lin Tseng, Tine Schytte, Dustin M Silk, Dave Eggert, Marco Luzzara, Jochem R N Van Der Voort Van Zyp, Helena M Verkooijen, William A Hall
Faculty, Staff and Student Publications
Importance: In 2018, the first online adaptive magnetic resonance (MR)-guided radiotherapy (MRgRT) system using a 1.5-T MR-equipped linear accelerator (1.5-T MR-Linac) was clinically introduced. This system enables online adaptive radiotherapy, in which the radiation plan is adapted to size and shape changes of targets at each treatment session based on daily MR-visualized anatomy.
Objective: To evaluate safety, tolerability, and technical feasibility of treatment with a 1.5-T MR-Linac, specifically focusing on the subset of patients treated with an online adaptive strategy (ie, the adapt-to-shape [ATS] approach).
Design, setting, and participants: This cohort study included adults with solid tumors treated with a …
Culturally Competent Education And Human Papillomavirus Self-Sampling Achieves Healthy People 2030 Cervical Screening Target Among Low-Income Non-Hispanic Black And Hispanic Women, Surendra S Shastri, Lorna H Mcneill, Sanjay Shete
Culturally Competent Education And Human Papillomavirus Self-Sampling Achieves Healthy People 2030 Cervical Screening Target Among Low-Income Non-Hispanic Black And Hispanic Women, Surendra S Shastri, Lorna H Mcneill, Sanjay Shete
Faculty, Staff and Student Publications
Purpose: Disparities in cervical cancer screening, incidence, and mortality exist in the United States. Cervical cancer incidence and mortality rates in Texas are 20% and 32% higher, respectively, than national averages. Within Texas, these rates are significantly higher among non-Hispanic (NH) Black and Hispanic women. Cervical cancer screening uptake is lower among NH Black and Hispanic women (72.9% and 75.9%, respectively) compared with White women (85.5%) in Texas.
Methods: During March-August 2023, we conducted a pilot study that offered culturally competent education and human papillomavirus (HPV) self-sampling kits to women in two public housing projects in Houston, TX, that have …
Fungi In Cancer, Jessica Galloway-Peña, Iliyan D Iliev, Florencia Mcallister
Fungi In Cancer, Jessica Galloway-Peña, Iliyan D Iliev, Florencia Mcallister
Faculty, Staff and Student Publications
Both the gut and the tumour microbiome are now established as crucial regulators of cancer phenotypes and have been implicated in cancer initiation, progression and therapy response. Although the role of bacteria in these processes is beginning to be unravelled, the relevance of fungi is only just emerging. In this Viewpoint, we asked experts to discuss the current knowledge on the mycobiome–cancer connection and share their opinion on how to best solve open questions.
Impact Of Revised International Staging System 2 Risk Stratification On Outcomes Of Patients With Multiple Myeloma Receiving Autologous Haematopoietic Stem Cell Transplantation, Kamal Alzahrani, Oren Pasvolsky, Zhongya Wang, Denái R Milton, Mark R Tanner, Qaiser Bashir, Samer Srour, Neeraj Saini, Paul Lin, Jeremy Ramdial, Yago Nieto, Hans C Lee, Krina K Patel, Elisabet E Manasanch, Partow Kebriaei, Sheeba K Thomas, Donna M Weber, Robert Z Orlowski, Elizabeth J Shpall, Richard Champlin, Muzaffar H Qazilbash
Impact Of Revised International Staging System 2 Risk Stratification On Outcomes Of Patients With Multiple Myeloma Receiving Autologous Haematopoietic Stem Cell Transplantation, Kamal Alzahrani, Oren Pasvolsky, Zhongya Wang, Denái R Milton, Mark R Tanner, Qaiser Bashir, Samer Srour, Neeraj Saini, Paul Lin, Jeremy Ramdial, Yago Nieto, Hans C Lee, Krina K Patel, Elisabet E Manasanch, Partow Kebriaei, Sheeba K Thomas, Donna M Weber, Robert Z Orlowski, Elizabeth J Shpall, Richard Champlin, Muzaffar H Qazilbash
Faculty, Staff and Student Publications
The second revision of the International Staging System (R2-ISS) is a simple tool to risk-stratify newly diagnosed multiple myeloma (NDMM) patients. Here, we completed a retrospective analysis to evaluate the utility of R2-ISS in NDMM patients who underwent up-front autologous haematopoietic stem cell transplantation (auto-HCT). A total of 1291 patients were included, with a median age of 62 years (range 29-83). The distribution of R2-ISS stages was: 123 (10%) stage I, 471 (36%) stage II, 566 (44%) stage III and 131 (10%) stage IV. With a median follow-up of 42.2 months (range 0.3-181.0), the median PFS was 73.0, 65.2, 44.0 …
Impact Of Pretransplant Minimal Residual Disease In Patients With Multiple Myeloma And A Very Good Partial Response Or Better Receiving Autologous Hematopoietic Stem Cell Transplantation, Oren Pasvolsky, Sarah Pasyar, Roland L Bassett, Hina N Khan, Mark R Tanner, Qaiser Bashir, Samer Srour, Neeraj Saini, Paul Lin, Jeremy Ramdial, Yago Nieto, Hans C Lee, Krina K Patel, Partow Kebriaei, Sheeba K Thomas, Donna M Weber, Robert Z Orlowski, Elizabeth J Shpall, Richard E Champlin, Muzaffar H Qazilbash
Impact Of Pretransplant Minimal Residual Disease In Patients With Multiple Myeloma And A Very Good Partial Response Or Better Receiving Autologous Hematopoietic Stem Cell Transplantation, Oren Pasvolsky, Sarah Pasyar, Roland L Bassett, Hina N Khan, Mark R Tanner, Qaiser Bashir, Samer Srour, Neeraj Saini, Paul Lin, Jeremy Ramdial, Yago Nieto, Hans C Lee, Krina K Patel, Partow Kebriaei, Sheeba K Thomas, Donna M Weber, Robert Z Orlowski, Elizabeth J Shpall, Richard E Champlin, Muzaffar H Qazilbash
Faculty, Staff and Student Publications
Background: The prognostic significance of minimal residual disease (MRD) status before autologous hematopoietic stem cell transplantation (autoHCT) in patients with multiple myeloma (MM) has not been clearly elucidated.
Methods: Retrospective single-center study of adult MM patients who achieved ≥very good partial response (VGPR) after induction therapy from 2015 to 2021 received upfront autoHCT and had available pretransplant MRD status by next-generation flow cytometry. The cohort was divided into pretransplant MRD-negative (MRDneg) and MRD-positive (MRDpos) groups.
Results: A total of 733 patients were included in our analysis; 425 were MRDneg and 308 MRDpos at autoHCT. In the MRDpos group, more patients …
Safety And Long-Term Survival Results Of The Addition Of Inotuzumab Ozogamicin To The Conditioning Regimen Of Allogeneic Stem Cell Transplantation: A Single-Center Phase 1,2 Trial, Issa F Khouri, Kamal Alzahrani, Hagop Kantarjian, Denái R Milton, Alison M Gulbis, Koji Sasaki, Nitin Jain, Nicholas J Short, Tapan Kadia, May Daher, Hind Rafei, Jin S Im, David Marin, Amanda L Olson, Uday Popat, Muzaffar Qazilbash, Jeremy Ramdial, Gabriela Rondon, Samer Srour, Partow Kebriaei, Elizabeth Shpall, Richard Champlin, Elias J Jabbour
Safety And Long-Term Survival Results Of The Addition Of Inotuzumab Ozogamicin To The Conditioning Regimen Of Allogeneic Stem Cell Transplantation: A Single-Center Phase 1,2 Trial, Issa F Khouri, Kamal Alzahrani, Hagop Kantarjian, Denái R Milton, Alison M Gulbis, Koji Sasaki, Nitin Jain, Nicholas J Short, Tapan Kadia, May Daher, Hind Rafei, Jin S Im, David Marin, Amanda L Olson, Uday Popat, Muzaffar Qazilbash, Jeremy Ramdial, Gabriela Rondon, Samer Srour, Partow Kebriaei, Elizabeth Shpall, Richard Champlin, Elias J Jabbour
Faculty, Staff and Student Publications
Here we report on the first prospective study evaluating the safety and long-term survival when an escalating dose of inotuzumab ozogamicin (INO) (0.6, 1.2, or 1.8 mg/m2 on day 13) was added to one alkylator-containing conditioning regimen in patients with relapsed CD22 (+) lymphoid malignancies who were candidates for hematopoietic stem cell transplantation (HSCT). Twenty-six patients were enrolled. Six (23%) of these patients entered the phase 1 study: four were treated at an INO dose of 0.6 mg/m2 and two at dose of 1.2 mg/m2. None of these patients experienced dose-limiting toxicities. The remaining 20 (77%) patients entered the phase …
Circulating Immune Signatures In Chronic Pancreatitis With And Without Preceding Acute Pancreatitis: A Pilot Study, Rasmus Hagn-Meincke, Dhiraj Yadav, Dana K Andersen, Santhi Swaroop Vege, Evan L Fogel, Jose Serrano, Melena D Bellin, Mark D Topazian, Darwin L Conwell, Liang Li, Stephen K Van Den Eeden, Asbjørn M Drewes, Stephen J Pandol, Chris E Forsmark, William E Fisher, Phil A Hart, Søren S Olesen, Walter G Park, Consortium For The Study Of Chronic Pancreatitis, Diabetes, And Pancreatic Cancer (Cpdpc)
Circulating Immune Signatures In Chronic Pancreatitis With And Without Preceding Acute Pancreatitis: A Pilot Study, Rasmus Hagn-Meincke, Dhiraj Yadav, Dana K Andersen, Santhi Swaroop Vege, Evan L Fogel, Jose Serrano, Melena D Bellin, Mark D Topazian, Darwin L Conwell, Liang Li, Stephen K Van Den Eeden, Asbjørn M Drewes, Stephen J Pandol, Chris E Forsmark, William E Fisher, Phil A Hart, Søren S Olesen, Walter G Park, Consortium For The Study Of Chronic Pancreatitis, Diabetes, And Pancreatic Cancer (Cpdpc)
Faculty, Staff and Student Publications
Objective: To investigate profiles of circulating immune signatures in healthy controls and chronic pancreatitis patients (CP) with and without a preceding history of acute pancreatitis (AP).
Methods: We performed a phase 1, cross-sectional analysis of prospectively collected serum samples from the PROspective Evaluation of Chronic Pancreatitis for EpidEmiologic and Translation StuDies (PROCEED) study. All samples were collected during a clinically quiescent phase. CP subjects were categorized into two subgroups based on preceding episode(s) of AP. Healthy controls were included for comparison. Blinded samples were analyzed using an 80-plex Luminex assay of cytokines, chemokines, and adhesion molecules. Group and pairwise comparisons …
Ai-Marrvel - A Knowledge-Driven Ai System For Diagnosing Mendelian Disorders, Dongxue Mao, Chaozhong Liu, Linhua Wang, Rami Ai-Ouran, Cole Deisseroth, Sasidhar Pasupuleti, Seon Young Kim, Lucian Li, Jill A Rosenfeld, Linyan Meng, Lindsay C Burrage, Michael F Wangler, Shinya Yamamoto, Undiagnosed Diseases Network, Michael Santana, Victor Perez, Priyank Shukla, Christine M Eng, Brendan Lee, Bo Yuan, Fan Xia, Hugo J Bellen, Pengfei Liu, Zhandong Liu
Ai-Marrvel - A Knowledge-Driven Ai System For Diagnosing Mendelian Disorders, Dongxue Mao, Chaozhong Liu, Linhua Wang, Rami Ai-Ouran, Cole Deisseroth, Sasidhar Pasupuleti, Seon Young Kim, Lucian Li, Jill A Rosenfeld, Linyan Meng, Lindsay C Burrage, Michael F Wangler, Shinya Yamamoto, Undiagnosed Diseases Network, Michael Santana, Victor Perez, Priyank Shukla, Christine M Eng, Brendan Lee, Bo Yuan, Fan Xia, Hugo J Bellen, Pengfei Liu, Zhandong Liu
Faculty, Staff and Students Publications
BACKGROUND: Diagnosing genetic disorders requires extensive manual curation and interpretation of candidate variants, a labor-intensive task even for trained geneticists. Although artificial intelligence (AI) shows promise in aiding these diagnoses, existing AI tools have only achieved moderate success for primary diagnosis.
METHODS: AI-MARRVEL (AIM) uses a random-forest machine-learning classifier trained on over 3.5 million variants from thousands of diagnosed cases. AIM additionally incorporates expert-engineered features into training to recapitulate the intricate decision-making processes in molecular diagnosis. The online version of AIM is available at https://ai.marrvel.org. To evaluate AIM, we benchmarked it with diagnosed patients from three independent cohorts.
RESULTS: AIM …