Medical Molecular Biology Commons^™

Dna Methylation And Machine Learning: Challenges And Perspective Toward Enhanced Clinical Diagnostics, Erfan Aref-Eshghi, Arash B Abadi, Mohammad-Erfan Farhadieh, Amirreza Hooshmand, Fatemeh Ghasemi, Leila Youssefian, Hassan Vahidnezhad, Taylor Martin Kerrins, Xiaonan Zhao, Mahdi Akbarzadeh, Hakon Hakonarson, Amir Hossein Saeidian

Faculty, Staff and Students Publications

DNA methylation is an epigenetic modification that regulates gene expression by adding methyl groups to DNA, affecting cellular function and disease development. Machine learning, a subset of artificial intelligence, analyzes large datasets to identify patterns and make predictions. Over the past two decades, advances in bioinformatics technologies for arrays and sequencing have generated vast amounts of data, leading to the widespread adoption of machine learning methods for analyzing complex biological information for medical problems. This review explores recent advancements in DNA methylation studies that leverage emerging machine learning techniques for more precise, comprehensive, and rapid patient diagnostics based on DNA …

Polychlorinated Biphenyls Alter Estrogen Receptor Β-Mediated Epigenetic Regulation, Promoting Endometriosis, Yuri Park, Nuri Sung, Eunsu Kim, Jaeyeong Jeong, Juhee Sim, Mi Jin Park, John P Lydon, Xiaoming Guan, Sang Jun Han

Faculty, Staff and Students Publications

Endometriosis is a pathological condition characterized by the ectopic growth of endometrial cells, leading to chronic pelvic pain and infertility. Epidemiological studies have associated exposure to dioxin-like polychlorinated biphenyls, particularly PCB126, with an increased risk of endometriosis. However, the underlying mechanisms of this association remain poorly understood. We utilized a surgically induced endometriosis mouse model and human endometrial cell lines to assess the impact of PCB126 on endometriosis progression. Mice were exposed to environmentally relevant doses of PCB126. Endometriotic lesion growth, estrogen receptor signaling, receptor tyrosine kinase activity, and gene expression changes induced by PCB126-mediated elevation of DNA methyltransferase 3A …

Dual Targeting Of Orphan Nuclear Receptors Nr4a1 And Nr4a2 For Nonhormonal Endometriosis Therapy, Wai Ning Tiffany Tsui, Yuri Park, Srijana Upadhyay, Da Mi Kim, Lei Zhang, Gus Wright, Amanuel Hailemariam, Arafat Rahman Oany, Sang Jun Han, Stephen Safe

Faculty, Staff and Students Publications

Previous studies show that orphan nuclear receptor 4A1 (NR4A1) regulates endometriotic cell growth, survival, estrogen receptor β (ERβ), mechanistic target of rapamycin signaling and fibrosis. NR4A2 is also expressed in epithelial and stromal derived endometriotic cells, and in this study the effects of 1,1-bis(3'-indolyl)-(3,5-disubstitutedphenyl)methane (DIM-3,5) dual NR4A1/nuclear receptor 4A2 (NR4A2) ligands and knockdown of NR4A1 and NR4A2 were investigated. The dual NR4A1/2 DIM-3,5 analogs inhibited previously identified proendometriotic pathways and gene products, and they also inhibited TWIST1 and multiple markers associated with epithelial-to-mesenchymal transition (EMT). The results show that both NR4A1 and NR4A2 regulate the same pathways, including endometriotic cell …

Phosphorylation Of Ryr1 At Ser2902 Decreases Ca2+ Leak In Skeletal Muscle And Susceptibility To Malignant Hyperthermia And Heat Stroke, Rachel Sue Zhen Yee, Chang Seok Lee, Ting Chang, Sung Yun Jung, Omar Yousif, Courtney Cavazos, John Colyer, Filip Van Petegem, George G Rodney, Susan L Hamilton

Faculty, Staff and Students Publications

The ryanodine receptor 1 (RYR1) is the sarcoplasmic reticulum (SR) Ca2+ release channel required for both skeletal muscle contraction and Ca2+ leak. Mutations in RYR1 cause malignant hyperthermia susceptibility (MHS) and enhanced sensitivity to heat stroke (ESHS), which can result in death due to excessive skeletal muscle thermogenesis upon exposure to volatile anesthetics or heat. Here, we investigated the molecular and physiological functions of phosphorylation of RYR1 at Ser2902 by the kinase SPEG (striated muscle preferentially expressed protein). Muscle from SPEG-deficient mice expressing RYR1 with a Ser2902 →Asp2902 (S2902D) point mutation to mimic phosphorylation by SPEG showed decreased SR Ca2+ …

Strain-Specific Variability In Viral Kinetics, Cytokine Response, And Cellular Damage In Air-Liquid Cultures Of Human Nasal Organoids After Infection With Sars-Cov-2, Gina M Aloisio, Trevor J Mcbride, Letisha Aideyan, Emily M Schultz, Ashley M Murray, Anubama Rajan, Erin G Nicholson, David Henke, Laura Ferlic-Stark, Amal Kambal, Hannah L Johnson, Elina A Mosa, Fabio Stossi, Sarah E Blutt, Pedro A Piedra, Vasanthi Avadhanula

Faculty, Staff and Students Publications

SARS-CoV-2 variants have demonstrated distinct epidemiological patterns and clinical presentations throughout the COVID-19 pandemic. Understanding variant-specific differences at the respiratory epithelium is crucial for understanding their pathogenesis. Here, we utilized human nasal organoid air-liquid interface (HNO-ALI) cell cultures to compare the viral replication kinetics, innate immune response, and epithelial damage of six different strains of SARS-CoV-2 (B.1.2, WA, Alpha, Beta, Delta, and Omicron). All variants replicated efficiently in HNO-ALIs, but with distinct replication kinetic patterns. The Delta variant exhibited delayed replication kinetics, achieving a steady state at 6 days post-infection compared to 3 days for other variants. Cytokine analysis revealed …

Improved Allele Frequencies In Gnomad Through Local Ancestry Inference, Pragati Kore, Michael W Wilson, Grace Tiao, Katherine Chao, Philip W Darnowsky, Nicholas A Watts, Jessica Honorato Mauer, Samantha M Baxter, Genome Aggregation Database Consortium, Heidi L Rehm, Mark J Daly, Konrad J Karczewski, Elizabeth G Atkinson

Faculty, Staff and Students Publications

The Genome Aggregation Database (gnomAD) is a foundational resource for allele frequency data, widely used in genomic research and clinical interpretation. However, traditional estimates rely on individual-level genetic ancestry groupings that may obscure variation in recently admixed populations. To improve resolution, we applied local ancestry inference (LAI) to over 27 million variants in two admixed groups: Admixed American (n = 7612) and African/African American (n = 20,250), deriving ancestry-specific allele frequencies. We show that 78.5% and 85.1% of variants in these groups, respectively, exhibit at least a twofold difference in ancestry-specific frequencies. Moreover, 81.49% of variants with LAI information would …

Escape Of Kdm6a From X Chromosome Is Detrimental To Ischemic Brains Via Irf5 Signaling, Conelius Ngwa, Afzal Misrani, Kanaka Valli Manyam, Yan Xu, Shaohua Qi, Romana Sharmeen, Juneyoung Lee, Long-Jun Wu, Louise Mccullough, Fudong Liu

The Brown Foundation: Institute of Molecular Medicine

The role of chromatin biology and epigenetics in disease progression is gaining increasing recognition. Genes that escape X chromosome inactivation (XCI) can impact neuroinflammation through epigenetic mechanisms. Our previous study has suggested that the X escapee genes Kdm6a and Kdm5c are involved in microglial activation after stroke in aged mice. However, the underlying mechanisms remain unclear. We hypothesized that Kdm6a/5c demethylate H3K27Me3/H3K4Me3 in microglia, respectively, and mediate the transcription of interferon regulatory factor 5 (IRF5) and IRF4, leading to microglial pro-inflammatory responses and exacerbated stroke injury. Aged (17–20 months) Kdm6a/5c microglial conditional knockout (CKO) female mice (one allele of the …

Slb-Mssim: A Spectral Library-Based Multiplex Segmented Sim Platform For Single-Cell Proteomic Analysis, Lakmini Senavirathna, Cheng Ma, Van-An Duong, Hong-Yuan Tsai, Ru Chen, Sheng Pan

The Brown Foundation: Institute of Molecular Medicine

Mass spectrometry (MS)-based single-cell proteomics, while highly challenging, offers unique potential for a wide range of applications to interrogate cellular heterogeneity, trajectories, and phenotypes at a functional level. We report here the development of the spectral library-based multiplex segmented selected ion monitoring (SLB-msSIM) method, a conceptually unique approach with significantly enhanced sensitivity and robustness for single-cell analysis. The single-cell MS data is acquired by a multiplex segmented selected ion monitoring (msSIM) technique, which sequentially applies multiple isolation cycles with the quadrupole using a wide isolation window in each cycle to accumulate and store precursor ions in the C-trap for a …

Investigating Machine Learning Algorithms To Classify Label-Free Images Of Pancreatic Neuroendocrine Neoplasms, Noelle Daigle, Shuyuan Guan, Suzann Duan, Thomas G Knapp, Eung-Joo Lee, Ali Azhdarinia, Sukhen C Ghosh, Solmaz Aghaamiri, Servando Hernandez Vargas, Naruhiko Ikoma, Jeannelyn Estrella, Martin J Schnermann, Tobias Else, Michelle Kang Kim, Juanita L Merchant, Travis W Sawyer

The Brown Foundation: Institute of Molecular Medicine

Significance: Pancreatic neuroendocrine neoplasms (PNENs) are an uncommon cancer whose incidence rate has increased dramatically in recent years. Surgery is the only potentially curative treatment, which relies on both preoperative tumor localization and postoperative margin definition using histopathological examination for decision making. If pathology could be automated, valuable time and resources could be saved.

Aim: In this study, we investigate the ability of machine learning (ML) with handcrafted features, as well as deep learning, to classify label-free microscopy images of PNENs as a first step toward automated pathology of such tumors.

Approach: Patient samples of two different preparation types were …

Pan-Uk Biobank Genome-Wide Association Analyses Enhance Discovery And Resolution Of Ancestry-Enriched Effects, Konrad J Karczewski, Rahul Gupta, Masahiro Kanai, Wenhan Lu, Kristin Tsuo, Ying Wang, Raymond K Walters, Patrick Turley, Shawneequa Callier, Nirav N Shah, Nikolas Baya, Duncan S Palmer, Jacqueline I Goldstein, Gopal Sarma, Matthew Solomonson, Nathan Cheng, Sam Bryant, Claire Churchhouse, Caroline M Cusick, Timothy Poterba, John Compitello, Daniel King, Wei Zhou, Cotton Seed, Hilary K Finucane, Mark J Daly, Benjamin M Neale, Elizabeth G Atkinson, Alicia R Martin

Faculty, Staff and Students Publications

Large biobanks, such as the UK Biobank (UKB), enable massive phenome by genome-wide association studies that elucidate genetic etiology of complex traits. However, individuals from diverse genetic ancestry groups are often excluded from association analyses due to concerns about population structure introducing false positive associations. Here, we generate mixed model associations and meta-analyses across genetic ancestry groups, inclusive of a larger fraction of the UKB than previous efforts, to produce freely-available summary statistics for 7,266 traits. We build a quality control and analysis framework informed by genetic architecture. Overall, we identify 14,676 significant loci (p < 5 × 10−8) in the meta-analysis that were not found in the EUR genetic ancestry group alone, including novel associations for example between CAMK2D and triglycerides. We also …

Inhibition Of Ros1 Activity With Lorlatinib Reversibly Suppresses Fertility In Male Mice, Yuki Oyama, Kentaro Shimada, Haruhiko Miyata, Rie Iida-Norita, Chihiro Emori, Maki Kamoshita, Seiya Oura, Ryohei Katayama, Martin M Matzuk, Masahito Ikawa

Faculty, Staff and Students Publications

Background: Inhibition of sperm maturation in the epididymis is a promising post-testicular strategy for short-acting male contraceptives. It has been shown that ROS1, a receptor tyrosine kinase expressed in the epididymis, is essential for epididymal differentiation, sperm maturation, and male fertility in mice. However, it is unknown if inhibition of ROS1 suppresses male fertility reversibly.

Objectives: Our study aimed to investigate the effects of ROS1 inhibitor administration in male mice on sperm function and fertility.

Materials and methods: We used lorlatinib, an anti-cancer drug that inhibits ROS1. We treated 10-week-old sexually mature male mice with lorlatinib for 3 weeks and …

Normal Urinary Oxalate Excretion In 4-Hydroxy-2-Oxo-Glutarate Aldolase 1 (Hoga1) Deficient Mice With Agt Expression In Peroxisomes And Not In Mitochondria, Iolanda Boffa, Rosa Ferriero, Mariarosaria Cancelliere, Edoardo Nusco, Leonardo Gatticchi, Donna Palmer, Philip Ng, Pasquale Piccolo, Barbara Cellini, Kyle Wood, John Knight, Nicola Brunetti-Pierri

Faculty, Staff and Students Publications

Primary hyperoxaluria type 3 (PH3) is caused by mutations in Hoga1 gene. PH3 individuals develop nephrolithiasis, but the mechanism underlying hyperoxaluria is unclear and a mouse model recapitulating the human disease can provide insights into the pathogenesis of PH3. Hoga1−/− mice do not have increased urinary oxalate excretion, probably due to the murine mitochondrial alanine-glioxylate-aminotransferase (AGT) activity, which in humans is only expressed in peroxisomes. However, Hoga1−/−/Agxt−/− mice with AGT installed on peroxisome and not on mitochondria did not show increased urinary oxalate, suggesting that AGT expression in both cellular compartments is not an explanation for …

Transcript Diversity In Aging: Cryptic Transcription And Splicing, Brenna S Mccauley, Nicholas Nikoloutsos, Weiwei Dang

Faculty, Staff and Students Publications

Increased transcript diversity, which is caused in part by alternative splicing and cryptic transcription, is an underappreciated aspect of age-associated transcriptome remodeling. Recent work has revealed that structurally novel transcripts increase during aging in many tissues. Genes with cryptic and alternatively spliced transcripts with age are enriched for functional categories relevant to tissue function and aging, and have been implicated in cognitive decline, decreased muscle strength, reduced oocyte quality, immune aging, altered stem cell properties, and senescence. Indeed, there is emerging evidence that alternatively spliced transcripts and elevated cryptic transcription directly contribute to aging phenotypes in multiple tissues. The full …

Plasma Proteome Correlations With Liver Stiffness In Pediatric Cholestasis Implicate Epithelial To Mesenchymal Transition, Benjamin L Shneider, Rupa S Kanchi, Sandra L Grimm, Sridevi Devaraj, Juliet Emamaullee, Jeremy Schraw, Philip J Lupo, Jorge A Bezerra, Kathleen M Loomes, John C Magee, Ronald J Sokol, Kasper S Wang, Alyssa Kriegmeier, Evelyn Hsu, Jean P Molleston, Philip Rosenthal, Rohit Kohli, Saul J Karpen, Simon P Horslen, M Kyle Jensen, Arianna Barbetta, Cristian Coarfa

Faculty, Staff and Students Publications

Background: Pediatric cholestatic liver diseases can be characterized by rapidly progressive fibrosis. A multicenter cross-sectional analysis of vibration-controlled elastography in biliary atresia (BA), alpha-1 antitrypsin deficiency (A1AT), and Alagille syndrome (ALGS) was leveraged to interrogate the plasma proteome relative to liver stiffness measurements (LSM).

Methods: Slow off-rate modified aptamer scanning profiling of >7000 proteins in plasma from 187 children with BA (n=93), A1AT (n=31), ALGS (n=46), and healthy pediatric controls (n=17) was performed, and correlations with LSM were undertaken.

Results: There was an abundance of LSM correlated proteins (BA n=2720, A1AT n=694, ALGS n=5968). Interestingly, a distinct plasma proteome was …

Adeno-Associated Virus-Mediated Silencing Of Sox4 Leads To Long-Term Amelioration Of Liver Phenotypes In Mouse Models Of Alagille Syndrome, Duncan Fox, Jun Xie, Jennifer L Burwinkel, Josh M Adams, Kashish Chetal, Marzieh Keivandarian, Yaniv Faingelernt, Sanjay Subramanian, Mario F Lopez, Anna L Peters, Nathan Salomonis, Neda Zarrin-Khameh, Guangping Gao, Stacey S Huppert, Hamed Jafar-Nejad

Faculty, Staff and Students Publications

Background & aims: In patients with Alagille syndrome (ALGS), bile duct paucity often leads to severe cholestatic phenotypes for which liver transplantation remains the only definitive treatment. No Food and Drug Administration-approved mechanism-based strategies exist to enhance biliary development in ALGS or other diseases with bile duct paucity. We aimed to identify a therapeutic target to address this unmet need.

Methods: Preclinical ALGS mouse models lacking 1 copy of Jag1 with or without conditional deletion of 1 or both copies of Sox9 were used. Sox4 levels were reduced genetically or with adeno-associated virus 8 (AAV8) vectors driving a Sox4-silencing sequence. …

Germline Cancer Predisposition Results From The National Cancer Institute-Children's Oncology Group Pediatric Match Trial, Sarah Scollon, Sharon E Plon, Steven Joffe, Jaclyn A Biegel, Shashikant Kulkarni, George Miles, David R Patton, Brent Coffey, Cynthia L Winter, Gregory J Tsongalis, Mark J Routbort, Nilsa C Ramirez, Lauren Saguilig, Jin Piao, Todd A Alonzo, Stacey L Berg, Elizabeth Fox, Brenda Weigel, Douglas S Hawkins, Jeffrey S Abrams, Margaret Mooney, Naoko Takebe, James V Tricoli, Katherine A Janeway, Nita L Seibel, D Williams Parsons

Faculty, Staff and Students Publications

Purpose: Precision oncology trials have generally focused on tumor testing to identify actionable alterations. The National Cancer Institute-Children's Oncology Group Pediatric MATCH trial incorporated return of germline results to assess feasibility of reporting in a cooperative group setting and characterize germline cancer predisposition in patients with refractory cancers.

Patients and methods: Tumor and blood DNA from patients 1-21 years of age with treatment-refractory solid tumors, non-Hodgkin lymphomas, or histiocytic disorders underwent cancer gene panel sequencing. Clinical germline reports returned to 151 study sites included pathogenic/likely pathogenic (P/LP) germline variants found in 38 cancer predisposition genes (CPGs). European Society of Medical …

Picalm Alzheimer’S Risk Allele Causes Aberrant Lipid Droplets In Microglia, Alena Kozlova, Siwei Zhang, Ari Sudwarts, Hanwen Zhang, Stanislau Smirnou, Seul Kee Byeon, Christina Thapa, Xiaotong Sun, Kimberley Stephenson, Xiaojie Zhao, Brendan Jamison, Moorthi Ponnusamy, Xin He, Julie A Schneider, Akhilesh Pandey, David A Bennett, Zhiping P Pang, Alan R Sanders, Hugo J Bellen, Gopal Thinakaran, Jubao Duan

Faculty, Staff and Students Publications

Despite genome-wide association studies (GWAS) of late-onset Alzheimer’s disease (LOAD) having identified many genetic risk loci1–3, the underlying disease mechanisms remain largely unclear. Determining causal disease variants and their LOAD-relevant cellular phenotypes has been a challenge. Here, using our approach for identifying functional GWAS risk variants showing allele-specific open chromatin, we systematically identified putative causal LOAD-risk variants in human induced pluripotent stem (iPS)-cell-derived neurons, astrocytes and microglia, and linked a PICALM LOAD-risk allele to a microglial-specific role of PICALM in lipid droplet (LD) accumulation. Allele-specific open-chromatin mapping revealed functional risk variants for 26 LOAD-risk loci, mostly …

Exploring The Transformative Effects Of Calorie Restriction On The Lacrimal Gland In Adult Mice, Olivier Mauduit, Prashant Kumar, Kaitlin K Scholand, Emre Aksan, Laura Schaefer, Anmar Abu-Romman, Vanessa Delcroix, Zhiyuan Yu, Aude I Sindikubwabo, Ron Korstanje, Helen P Makarenkova, Cintia S De Paiva

Faculty, Staff and Students Publications

Advanced age is one of the most recognizable risk factors for dry eye. Dry eye disease affects millions worldwide and can result from age-related lacrimal gland dysfunction, which correlates with a decline in lacrimal gland secretory cell function and chronic inflammation. This study investigated the potential of calorie restriction to maintain lacrimal gland and ocular surface health. Adult female C57BL/6 J mice were subjected to a 40% calorie restriction for 4 months, starting at 6-7 months and continuing until 10-11 months. These mice were compared to controls fed ad libitum. Bulk RNA sequencing of lacrimal glands, conjunctiva, and cornea subjected …

Author Correction: Clonal Dynamics And Somatic Evolution Of Haematopoiesis In Mouse, Chiraag D Kapadia, Nicholas Williams, Kevin J Dawson, Caroline Watson, Matthew J Yousefzadeh, Duy Le, Kudzai Nyamondo, Sreeya Kodavali, Alex Cagan, Sarah Waldvogel, Xiaoyan Zhang, Josephine De La Fuente, Daniel Leongamornlert, Emily Mitchell, Marcus A Florez, Krzysztof Sosnowski, Rogelio Aguilar, Alejandra Martell, Anna Guzman, David Harrison, Laura J Niedernhofer, Katherine Y King, Peter J Campbell, Jamie Blundell, Margaret A Goodell, Jyoti Nangalia

Faculty, Staff and Students Publications

No abstract provided.

Examining The Relationship Between Dysphagia, Eating-Related Symptoms, And Diet Quality Among Oropharyngeal Cancer Patients During Critical Stages Of Cancer Survivorship: The U-Dine Study, Beatrice Manduchi, Vlad C Sandulache, Ji Yun Tark, Shreela Sharma, Ruosha Li, Emily Roller, Andrew Bevelhimer, Katherine A Hutcheson, Marcia C De Oliveira Otto

Faculty, Staff and Students Publications

Background: Diet quality is a modifiable factor impacting treatment outcomes in oropharyngeal cancer (OPC), yet the effect of dysphagia and self-reported eating-related symptoms remains unclear. This study examined their associations with diet quality in OPC patients.

Methods: A cross-sectional analysis was conducted with two parallel cohorts from MD Anderson Cancer Center and Michael E. DeBakey Veterans Affairs Medical Center as part of the Uncovering the Long-Term Impact of OPC and Dysphagia on Dietary Quality and Nutrition Among Cancer Survivors (U-DINE) Study. Participants at varying survivorship stages (prediagnosis, 3-6 and 18+ months posttreatment) were assessed for dysphagia (DIGEST scale) and six …