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Articles 91 - 120 of 853
Full-Text Articles in Genetics and Genomics
Early Onset Alzheimer’S Disease Markers In Mouse Hippocampus Unveiled By Single-Cell Transcriptomic Analysis Following Cranial Radiotherapy, Tuba Aksoy
Dissertations and Theses (Open Access)
Cranial radiation therapy plays an integral role in the treatment of brain tumors but can lead to progressive cognitive deficits in survivors by mechanisms that are poorly understood. To develop preventive or mitigative strategies, it is crucial to better understand the underlying pathogenesis of radiation-induced cognitive impairments. The study investigated single-cell transcriptomics and DNA methylation changes as potential drivers of persistent cellular dysfunction after radiation exposure, specifically concentrating on the CA1-3 regions of the hippocampus and the prefrontal cortex due to their role in cognitive functions. Thirteen-week-old mice underwent whole-brain radiation at clinically relevant doses. Following whole-brain radiation, an assessment …
Exploring The Role Of The Arginine-Methylation Writer-Reader Pair Prmt5/Snd1 In Jak2-Mutant Myeloproliferative Neoplasms, Rocio Rubiano
Exploring The Role Of The Arginine-Methylation Writer-Reader Pair Prmt5/Snd1 In Jak2-Mutant Myeloproliferative Neoplasms, Rocio Rubiano
Dissertations and Theses (Open Access)
Myeloproliferative neoplasms (MPNs) are a hematopoietic disease characterized by hyperproliferation of cells of the myeloid lineage for which current therapeutic options are limited. Discovered in 2005, the JAK2V617F mutation is the most common driver mutation in BCR-ABL negative MPNs, resulting in constitutive activation of the JAK2 protein and the JAK-STAT signaling pathway. A role for the methyltransferase activity of Protein Arginine Methyltransferase 5 (PRMT5) has been proposed in JAK2-mutant MPN, highlighting both a mechanism through which this mutation can drive disease progression and a potential mode of therapeutic intervention. Staphylococcal Nuclease Domain-Containing Protein 1 (SND1) is the effector molecule responsible …
The Role Of An Ultraconserved Long Non-Coding Rna In B-Cell Lymphomagenesis, Swati Mohapatra
The Role Of An Ultraconserved Long Non-Coding Rna In B-Cell Lymphomagenesis, Swati Mohapatra
Dissertations and Theses (Open Access)
Ultraconserved regions (UCRs) are genomic segments with perfect (100%) conservation between the orthologous regions of human, rat, and mouse genomes. UCRs can be transcribed into mono-exonic long non-coding RNAs (lncRNAs) known as transcribed ultraconserved regions (T-UCRs). These regions, despite lacking protein-coding potential, are increasingly recognized for their regulatory roles in gene expression, including the modulation of non-coding RNA (ncRNA) transcripts. NcRNAs play crucial roles in cellular processes, including oncogenic transformation, with emerging evidence revealing their ability to encode small peptides known as ncRNA-encoded peptides (ncPEPs). These peptides, originating from small open reading frames (smORFs), contribute to diverse cellular functions and …
Utilizing The In4mer Crispr/Cas12a Multiplex Knockout Platform To Investigate Synthetic Lethality In The Human Genome, Xingdi Ma
Dissertations and Theses (Open Access)
The emergence of high-throughput sequencing technologies and the development of targeted cancer therapies have significantly advanced our understanding of cancer genomics and prolonged patient survival. Despite these advances, durable response remains difficult to achieve in the clinic. The concept of synthetic lethality has gained traction as a promising opportunity to discover novel cancer-specific vulnerabilities and therapeutic targets. Unfortunately, initial technologies for combinatorial genetic perturbation in mammalian cells suffer from inefficiency and are challenging to scale. In this dissertation, I report: 1) paralog selection method to select candidate synthetic lethal paralogs; 2) our Cas12a multiplex platform “IN4MER” that provides superior sensitivity …
De Novo Variants In The Rnu4-2 Snrna Cause A Frequent Neurodevelopmental Syndrome, Yuyang Chen, Ruebena Dawes, Hyung Chul Kim, Alicia Ljungdahl, Sarah L Stenton, Susan Walker, Jenny Lord, Gabrielle Lemire, Alexandra C Martin-Geary, Vijay S Ganesh, Jialan Ma, Jamie M Ellingford, Erwan Delage, Elston N D'Souza, Shan Dong, David R Adams, Kirsten Allan, Madhura Bakshi, Erin E Baldwin, Seth I Berger, Jonathan A Bernstein, Ishita Bhatnagar, Ed Blair, Natasha J Brown, Lindsay C Burrage, Kimberly Chapman, David J Coman, Alison G Compton, Chloe A Cunningham, Precilla D'Souza, Petr Danecek, Emmanuèle C Délot, Kerith-Rae Dias, Ellen R Elias, Frances Elmslie, Care-Anne Evans, Lisa Ewans, Kimberly Ezell, Jamie L Fraser, Lyndon Gallacher, Casie A Genetti, Anne Goriely, Christina L Grant, Tobias Haack, Jenny E Higgs, Anjali G Hinch, Matthew E Hurles, Alma Kuechler, Katherine L Lachlan, Seema R Lalani, François Lecoquierre, Elsa Leitão, Anna Le Fevre, Richard J Leventer, Jan E Liebelt, Sarah Lindsay, Paul J Lockhart, Alan S Ma, Ellen F Macnamara, Sahar Mansour, Taylor M Maurer, Hector R Mendez, Kay Metcalfe, Stephen B Montgomery, Mariya Moosajee, Marie-Cécile Nassogne, Serena Neumann, Michael O'Donoghue, Melanie O'Leary, Elizabeth E Palmer, Nikhil Pattani, John Phillips, Georgia Pitsava, Ryan Pysar, Heidi L Rehm, Chloe M Reuter, Nicole Revencu, Angelika Riess, Rocio Rius, Lance Rodan, Tony Roscioli, Jill A Rosenfeld, Rani Sachdev, Charles J Shaw-Smith, Cas Simons, Sanjay M Sisodiya, Penny Snell, Laura St Clair, Zornitza Stark, Helen S Stewart, Tiong Yang Tan, Natalie B Tan, Suzanna E L Temple, David R Thorburn, Cynthia J Tifft, Eloise Uebergang, Grace E Vannoy, Pradeep Vasudevan, Eric Vilain, David H Viskochil, Laura Wedd, Matthew T Wheeler, Susan M White, Monica Wojcik, Lynne A Wolfe, Zoe Wolfenson, Caroline F Wright, Changrui Xiao, David Zocche, John L Rubenstein, Eirene Markenscoff-Papadimitriou, Sebastian M Fica, Diana Baralle, Christel Depienne, Daniel G Macarthur, Joanna M M Howson, Stephan J Sanders, Anne O'Donnell-Luria, Nicola Whiffin
De Novo Variants In The Rnu4-2 Snrna Cause A Frequent Neurodevelopmental Syndrome, Yuyang Chen, Ruebena Dawes, Hyung Chul Kim, Alicia Ljungdahl, Sarah L Stenton, Susan Walker, Jenny Lord, Gabrielle Lemire, Alexandra C Martin-Geary, Vijay S Ganesh, Jialan Ma, Jamie M Ellingford, Erwan Delage, Elston N D'Souza, Shan Dong, David R Adams, Kirsten Allan, Madhura Bakshi, Erin E Baldwin, Seth I Berger, Jonathan A Bernstein, Ishita Bhatnagar, Ed Blair, Natasha J Brown, Lindsay C Burrage, Kimberly Chapman, David J Coman, Alison G Compton, Chloe A Cunningham, Precilla D'Souza, Petr Danecek, Emmanuèle C Délot, Kerith-Rae Dias, Ellen R Elias, Frances Elmslie, Care-Anne Evans, Lisa Ewans, Kimberly Ezell, Jamie L Fraser, Lyndon Gallacher, Casie A Genetti, Anne Goriely, Christina L Grant, Tobias Haack, Jenny E Higgs, Anjali G Hinch, Matthew E Hurles, Alma Kuechler, Katherine L Lachlan, Seema R Lalani, François Lecoquierre, Elsa Leitão, Anna Le Fevre, Richard J Leventer, Jan E Liebelt, Sarah Lindsay, Paul J Lockhart, Alan S Ma, Ellen F Macnamara, Sahar Mansour, Taylor M Maurer, Hector R Mendez, Kay Metcalfe, Stephen B Montgomery, Mariya Moosajee, Marie-Cécile Nassogne, Serena Neumann, Michael O'Donoghue, Melanie O'Leary, Elizabeth E Palmer, Nikhil Pattani, John Phillips, Georgia Pitsava, Ryan Pysar, Heidi L Rehm, Chloe M Reuter, Nicole Revencu, Angelika Riess, Rocio Rius, Lance Rodan, Tony Roscioli, Jill A Rosenfeld, Rani Sachdev, Charles J Shaw-Smith, Cas Simons, Sanjay M Sisodiya, Penny Snell, Laura St Clair, Zornitza Stark, Helen S Stewart, Tiong Yang Tan, Natalie B Tan, Suzanna E L Temple, David R Thorburn, Cynthia J Tifft, Eloise Uebergang, Grace E Vannoy, Pradeep Vasudevan, Eric Vilain, David H Viskochil, Laura Wedd, Matthew T Wheeler, Susan M White, Monica Wojcik, Lynne A Wolfe, Zoe Wolfenson, Caroline F Wright, Changrui Xiao, David Zocche, John L Rubenstein, Eirene Markenscoff-Papadimitriou, Sebastian M Fica, Diana Baralle, Christel Depienne, Daniel G Macarthur, Joanna M M Howson, Stephan J Sanders, Anne O'Donnell-Luria, Nicola Whiffin
Faculty, Staff and Students Publications
Around 60% of individuals with neurodevelopmental disorders (NDD) remain undiagnosed after comprehensive genetic testing, primarily of protein-coding genes1. Large genome-sequenced cohorts are improving our ability to discover new diagnoses in the non-coding genome. Here we identify the non-coding RNA RNU4-2 as a syndromic NDD gene. RNU4-2 encodes the U4 small nuclear RNA (snRNA), which is a critical component of the U4/U6.U5 tri-snRNP complex of the major spliceosome2. We identify an 18 base pair region of RNU4-2 mapping to two structural elements in the U4/U6 snRNA duplex (the T-loop and stem III) that is severely depleted of …
Cardiomyopathy, An Uncommon Phenotype Of Congenital Disorders Of Glycosylation: Recommendations For Baseline Screening And Follow-Up Evaluation, Roni Zemet, Kyle D Hope, Andrew C Edmondson, Rameen Shah, Maria Patino, Abigail M Yesso, Justin H Berger, Kyriakie Sarafoglou, Austin Larson, Christina Lam, Eva Morava, Fernando Scaglia
Cardiomyopathy, An Uncommon Phenotype Of Congenital Disorders Of Glycosylation: Recommendations For Baseline Screening And Follow-Up Evaluation, Roni Zemet, Kyle D Hope, Andrew C Edmondson, Rameen Shah, Maria Patino, Abigail M Yesso, Justin H Berger, Kyriakie Sarafoglou, Austin Larson, Christina Lam, Eva Morava, Fernando Scaglia
Faculty, Staff and Students Publications
Introduction:
Congenital disorders of glycosylation (CDG) are a continuously expanding group of monogenic disorders that disrupt glycoprotein and glycolipid biosynthesis, leading to multi-systemic manifestations. These disorders are categorized into various groups depending on which part of the glycosylation process is impaired. The cardiac manifestations in CDG can significantly differ, not only across different types but also among individuals with the same genetic cause of CDG. Cardiomyopathy is an important phenotype in CDG. The clinical manifestations and progression of cardiomyopathy in CDG patients have not been well characterized. This study aims to delineate common patterns of cardiomyopathy across a range of …
Characterizing A Complex Ct-Rich Haplotype In Intron 4 Of Snca Using Large-Scale Targeted Amplicon Long-Read Sequencing, Pilar Alvarez Jerez, Kensuke Daida, Francis P Grenn, Laksh Malik, Abigail Miano-Burkhardt, Mary B Makarious, Jinhui Ding, J Raphael Gibbs, Anni Moore, Xylena Reed, Mike A Nalls, Syed Shah, Medhat Mahmoud, Fritz J Sedlazeck, Egor Dolzhenko, Morgan Park, Hirotaka Iwaki, Bradford Casey, Mina Ryten, Cornelis Blauwendraat, Andrew B Singleton, Kimberley J Billingsley
Characterizing A Complex Ct-Rich Haplotype In Intron 4 Of Snca Using Large-Scale Targeted Amplicon Long-Read Sequencing, Pilar Alvarez Jerez, Kensuke Daida, Francis P Grenn, Laksh Malik, Abigail Miano-Burkhardt, Mary B Makarious, Jinhui Ding, J Raphael Gibbs, Anni Moore, Xylena Reed, Mike A Nalls, Syed Shah, Medhat Mahmoud, Fritz J Sedlazeck, Egor Dolzhenko, Morgan Park, Hirotaka Iwaki, Bradford Casey, Mina Ryten, Cornelis Blauwendraat, Andrew B Singleton, Kimberley J Billingsley
Faculty, Staff and Students Publications
Parkinson's disease (PD) is a common neurodegenerative disorder with a significant risk proportion driven by genetics. While much progress has been made, most of the heritability remains unknown. This is in-part because previous genetic studies have focused on the contribution of single nucleotide variants. More complex forms of variation, such as structural variants and tandem repeats, are already associated with several synucleinopathies. However, because more sophisticated sequencing methods are usually required to detect these regions, little is understood regarding their contribution to PD. One example is a polymorphic CT-rich region in intron 4 of the SNCA gene. This haplotype has …
Deepface: Deep-Learning-Based Framework To Contextualize Orofacial-Cleft-Related Variants During Human Embryonic Craniofacial Development, Yulin Dai, Toshiyuki Itai, Guangsheng Pei, Fangfang Yan, Yan Chu, Xiaoqian Jiang, Seth M Weinberg, Nandita Mukhopadhyay, Mary L Marazita, Lukas M Simon, Peilin Jia, Zhongming Zhao
Deepface: Deep-Learning-Based Framework To Contextualize Orofacial-Cleft-Related Variants During Human Embryonic Craniofacial Development, Yulin Dai, Toshiyuki Itai, Guangsheng Pei, Fangfang Yan, Yan Chu, Xiaoqian Jiang, Seth M Weinberg, Nandita Mukhopadhyay, Mary L Marazita, Lukas M Simon, Peilin Jia, Zhongming Zhao
Faculty, Staff and Student Publications
Orofacial clefts (OFCs) are among the most common human congenital birth defects. Previous multiethnic studies have identified dozens of associated loci for both cleft lip with or without cleft palate (CL/P) and cleft palate alone (CP). Although several nearby genes have been highlighted, the "casual" variants are largely unknown. Here, we developed DeepFace, a convolutional neural network model, to assess the functional impact of variants by SNP activity difference (SAD) scores. The DeepFace model is trained with 204 epigenomic assays from crucial human embryonic craniofacial developmental stages of post-conception week (pcw) 4 to pcw 10. The Pearson correlation coefficient between …
Crispr-Cas9 And Cas12a Target Site Richness Reflects Genomic Diversity In Natural Populations Of Anopheles Gambiae And Aedes Aegypti Mosquitoes, Travis C Collier, Yoosook Lee, Derrick K Mathias, Víctor López Del Amo
Crispr-Cas9 And Cas12a Target Site Richness Reflects Genomic Diversity In Natural Populations Of Anopheles Gambiae And Aedes Aegypti Mosquitoes, Travis C Collier, Yoosook Lee, Derrick K Mathias, Víctor López Del Amo
Faculty, Staff and Student Publications
Due to limitations in conventional disease vector control strategies including the rise of insecticide resistance in natural populations of mosquitoes, genetic control strategies using CRISPR gene drive systems have been under serious consideration. The identification of CRISPR target sites in mosquito populations is a key aspect for developing efficient genetic vector control strategies. While genome-wide Cas9 target sites have been explored in mosquitoes, a precise evaluation of target sites focused on coding sequence (CDS) is lacking. Additionally, target site polymorphisms have not been characterized for other nucleases such as Cas12a, which require a different DNA recognition site (PAM) and would …
Single-Cell Total-Rna Profiling Unveils Regulatory Hubs Of Transcription Factors, Yichi Niu, Jiayi Luo, Chenghang Zong
Single-Cell Total-Rna Profiling Unveils Regulatory Hubs Of Transcription Factors, Yichi Niu, Jiayi Luo, Chenghang Zong
Faculty, Staff and Students Publications
Recent development of RNA velocity uses master equations to establish the kinetics of the life cycle of RNAs from unspliced RNA to spliced RNA (i.e., mature RNA) to degradation. To feed this kinetic analysis, simultaneous measurement of unspliced RNA and spliced RNA in single cells is greatly desired. However, the majority of single-cell RNA-seq chemistry primarily captures mature RNA species to measure gene expressions. Here, we develop a one-step total-RNA chemistry-based single-cell RNA-seq method: snapTotal-seq. We benchmark this method with multiple single-cell RNA-seq assays in their performance in kinetic analysis of cell cycle by RNA velocity. Next, with LASSO regression …
Monoallelic De Novo Ajap1 Loss-Of-Function Variants Disrupt Trans-Synaptic Control Of Neurotransmitter Release, Simon Früh, Sami Boudkkazi, Peter Koppensteiner, Vita Sereikaite, Li-Yuan Chen, Diego Fernandez-Fernandez, Pascal D Rem, Daniel Ulrich, Jochen Schwenk, Ziyang Chen, Elodie Le Monnier, Thorsten Fritzius, Sabrina M Innocenti, Valérie Besseyrias, Luca Trovò, Michal Stawarski, Emanuela Argilli, Elliott H Sherr, Bregje Van Bon, Erik-Jan Kamsteeg, Maria Iascone, Alba Pilotta, Maria R Cutrì, Mahshid S Azamian, Andrés Hernández-García, Seema R Lalani, Jill A Rosenfeld, Xiaonan Zhao, Tiphanie P Vogel, Herda Ona, Daryl A Scott, Peter Scheiffele, Kristian Strømgaard, Mehdi Tafti, Martin Gassmann, Bernd Fakler, Ryuichi Shigemoto, Bernhard Bettler
Monoallelic De Novo Ajap1 Loss-Of-Function Variants Disrupt Trans-Synaptic Control Of Neurotransmitter Release, Simon Früh, Sami Boudkkazi, Peter Koppensteiner, Vita Sereikaite, Li-Yuan Chen, Diego Fernandez-Fernandez, Pascal D Rem, Daniel Ulrich, Jochen Schwenk, Ziyang Chen, Elodie Le Monnier, Thorsten Fritzius, Sabrina M Innocenti, Valérie Besseyrias, Luca Trovò, Michal Stawarski, Emanuela Argilli, Elliott H Sherr, Bregje Van Bon, Erik-Jan Kamsteeg, Maria Iascone, Alba Pilotta, Maria R Cutrì, Mahshid S Azamian, Andrés Hernández-García, Seema R Lalani, Jill A Rosenfeld, Xiaonan Zhao, Tiphanie P Vogel, Herda Ona, Daryl A Scott, Peter Scheiffele, Kristian Strømgaard, Mehdi Tafti, Martin Gassmann, Bernd Fakler, Ryuichi Shigemoto, Bernhard Bettler
Faculty, Staff and Students Publications
Adherens junction–associated protein 1 (AJAP1) has been implicated in brain diseases; however, a pathogenic mechanism has not been identified. AJAP1 is widely expressed in neurons and binds to γ-aminobutyric acid type B receptors (GBRs), which inhibit neurotransmitter release at most synapses in the brain. Here, we show that AJAP1 is selectively expressed in dendrites and trans-synaptically recruits GBRs to presynaptic sites of neurons expressing AJAP1. We have identified several monoallelic AJAP1 variants in individuals with epilepsy and/or neurodevelopmental disorders. Specifically, we show that the variant p.(W183C) lacks binding to GBRs, resulting in the inability to recruit them. Ultrastructural analysis revealed …
Psmd11 Loss-Of-Function Variants Correlate With A Neurobehavioral Phenotype, Obesity, And Increased Interferon Response, Wallid Deb, Cory Rosenfelt, Virginie Vignard, Jonas Johannes Papendorf, Sophie Möller, Martin Wendlandt, Maja Studencka-Turski, Benjamin Cogné, Thomas Besnard, Léa Ruffier, Bérénice Toutain, Léa Poirier, Silvestre Cuinat, Amy Kritzer, Amy Crunk, Janette Dimonda, Jaime Vengoechea, Sandra Mercier, Lotte Kleinendorst, Mieke M Van Haelst, Linda Zuurbier, Telma Sulem, Hildigunnur Katrínardóttir, Rún Friðriksdóttir, Patrick Sulem, Kari Stefansson, Berglind Jonsdottir, Shimriet Zeidler, Margje Sinnema, Alexander P A Stegmann, Natali Naveh, Cara M Skraban, Christopher Gray, Jill R Murrell, Sedat Isikay, Davut Pehlivan, Daniel G Calame, Jennifer E Posey, Mathilde Nizon, Kirsty Mcwalter, James R Lupski, Bertrand Isidor, François V Bolduc, Stéphane Bézieau, Elke Krüger, Sébastien Küry, Frédéric Ebstein
Psmd11 Loss-Of-Function Variants Correlate With A Neurobehavioral Phenotype, Obesity, And Increased Interferon Response, Wallid Deb, Cory Rosenfelt, Virginie Vignard, Jonas Johannes Papendorf, Sophie Möller, Martin Wendlandt, Maja Studencka-Turski, Benjamin Cogné, Thomas Besnard, Léa Ruffier, Bérénice Toutain, Léa Poirier, Silvestre Cuinat, Amy Kritzer, Amy Crunk, Janette Dimonda, Jaime Vengoechea, Sandra Mercier, Lotte Kleinendorst, Mieke M Van Haelst, Linda Zuurbier, Telma Sulem, Hildigunnur Katrínardóttir, Rún Friðriksdóttir, Patrick Sulem, Kari Stefansson, Berglind Jonsdottir, Shimriet Zeidler, Margje Sinnema, Alexander P A Stegmann, Natali Naveh, Cara M Skraban, Christopher Gray, Jill R Murrell, Sedat Isikay, Davut Pehlivan, Daniel G Calame, Jennifer E Posey, Mathilde Nizon, Kirsty Mcwalter, James R Lupski, Bertrand Isidor, François V Bolduc, Stéphane Bézieau, Elke Krüger, Sébastien Küry, Frédéric Ebstein
Faculty, Staff and Students Publications
Primary proteasomopathies have recently emerged as a new class of rare early-onset neurodevelopmental disorders (NDDs) caused by pathogenic variants in the PSMB1, PSMC1, PSMC3, or PSMD12 proteasome genes. Proteasomes are large multi-subunit protein complexes that maintain cellular protein homeostasis by clearing ubiquitin-tagged damaged, misfolded, or unnecessary proteins. In this study, we have identified PSMD11 as an additional proteasome gene in which pathogenic variation is associated with an NDD-causing proteasomopathy. PSMD11 loss-of-function variants caused early-onset syndromic intellectual disability and neurodevelopmental delay with recurrent obesity in 10 unrelated children. Our findings demonstrate that the cognitive impairment observed in these individuals could be …
Inverted Triplications Formed By Iterative Template Switches Generate Structural Variant Diversity At Genomic Disorder Loci, Christopher M Grochowski, Jesse D Bengtsson, Haowei Du, Mira Gandhi, Ming Yin Lun, Michele G Mehaffey, Kyunghee Park, Wolfram Höps, Eva Benito, Patrick Hasenfeld, Jan O Korbel, Medhat Mahmoud, Luis F Paulin, Shalini N Jhangiani, James Paul Hwang, Sravya V Bhamidipati, Donna M Muzny, Jawid M Fatih, Richard A Gibbs, Matthew Pendleton, Eoghan Harrington, Sissel Juul, Anna Lindstrand, Fritz J Sedlazeck, Davut Pehlivan, James R Lupski, Claudia M B Carvalho
Inverted Triplications Formed By Iterative Template Switches Generate Structural Variant Diversity At Genomic Disorder Loci, Christopher M Grochowski, Jesse D Bengtsson, Haowei Du, Mira Gandhi, Ming Yin Lun, Michele G Mehaffey, Kyunghee Park, Wolfram Höps, Eva Benito, Patrick Hasenfeld, Jan O Korbel, Medhat Mahmoud, Luis F Paulin, Shalini N Jhangiani, James Paul Hwang, Sravya V Bhamidipati, Donna M Muzny, Jawid M Fatih, Richard A Gibbs, Matthew Pendleton, Eoghan Harrington, Sissel Juul, Anna Lindstrand, Fritz J Sedlazeck, Davut Pehlivan, James R Lupski, Claudia M B Carvalho
Faculty, Staff and Students Publications
The duplication-triplication/inverted-duplication (DUP-TRP/INV-DUP) structure is a complex genomic rearrangement (CGR). Although it has been identified as an important pathogenic DNA mutation signature in genomic disorders and cancer genomes, its architecture remains unresolved. Here, we studied the genomic architecture of DUP-TRP/INV-DUP by investigating the DNA of 24 patients identified by array comparative genomic hybridization (aCGH) on whom we found evidence for the existence of 4 out of 4 predicted structural variant (SV) haplotypes. Using a combination of short-read genome sequencing (GS), long-read GS, optical genome mapping, and single-cell DNA template strand sequencing (strand-seq), the haplotype structure was resolved in 18 samples. …
Webgestalt 2024: Faster Gene Set Analysis And New Support For Metabolomics And Multi-Omics, John M Elizarraras, Yuxing Liao, Zhiao Shi, Qian Zhu, Alexander R Pico, Bing Zhang
Webgestalt 2024: Faster Gene Set Analysis And New Support For Metabolomics And Multi-Omics, John M Elizarraras, Yuxing Liao, Zhiao Shi, Qian Zhu, Alexander R Pico, Bing Zhang
Faculty, Staff and Students Publications
Enrichment analysis, crucial for interpreting genomic, transcriptomic, and proteomic data, is expanding into metabolomics. Furthermore, there is a rising demand for integrated enrichment analysis that combines data from different studies and omics platforms, as seen in meta-analysis and multi-omics research. To address these growing needs, we have updated WebGestalt to include enrichment analysis capabilities for both metabolites and multiple input lists of analytes. We have also significantly increased analysis speed, revamped the user interface, and introduced new pathway visualizations to accommodate these updates. Notably, the adoption of a Rust backend reduced gene set enrichment analysis time by 95% from 270.64 …
Genetic Diversity Of 1,845 Rhesus Macaques Improves Genetic Variation Interpretation And Identifies Disease Models, Jun Wang, Meng Wang, Ala Moshiri, R Alan Harris, Muthuswamy Raveendran, Tracy Nguyen, Soohyun Kim, Laura Young, Keqing Wang, Roger Wiseman, David H O'Connor, Zach Johnson, Melween Martinez, Michael J Montague, Ken Sayers, Martha Lyke, Eric Vallender, Tim Stout, Yumei Li, Sara M Thomasy, Jeffrey Rogers, Rui Chen
Genetic Diversity Of 1,845 Rhesus Macaques Improves Genetic Variation Interpretation And Identifies Disease Models, Jun Wang, Meng Wang, Ala Moshiri, R Alan Harris, Muthuswamy Raveendran, Tracy Nguyen, Soohyun Kim, Laura Young, Keqing Wang, Roger Wiseman, David H O'Connor, Zach Johnson, Melween Martinez, Michael J Montague, Ken Sayers, Martha Lyke, Eric Vallender, Tim Stout, Yumei Li, Sara M Thomasy, Jeffrey Rogers, Rui Chen
Faculty, Staff and Students Publications
Understanding and treating human diseases require valid animal models. Leveraging the genetic diversity in rhesus macaque populations across eight primate centers in the United States, we conduct targeted-sequencing on 1845 individuals for 374 genes linked to inherited human retinal and neurodevelopmental diseases. We identify over 47,000 single nucleotide variants, a substantial proportion of which are shared with human populations. By combining rhesus and human allele frequencies with established variant prediction methods, we develop a machine learning-based score that outperforms established methods in predicting missense variant pathogenicity. Remarkably, we find a marked number of loss-of-function variants and putative deleterious variants, which …
Homozygous Missense Variants In Ykt6 Result In Loss Of Function And Are Associated With Developmental Delay, With Or Without Severe Infantile Liver Disease And Risk For Hepatocellular Carcinoma, Mengqi Ma, Mythily Ganapathi, Yiming Zheng, Kai-Li Tan, Oguz Kanca, Kevin E Bove, Norma Quintanilla, Sebnem O Sag, Sehime G Temel, Charles A Leduc, Amanda J Mcpartland, Elaine M Pereira, Yufeng Shen, Jacob Hagen, Christie P Thomas, Nhu Thao Nguyen Galván, Xueyang Pan, Shenzhao Lu, Jill A Rosenfeld, Daniel G Calame, Michael F Wangler, James R Lupski, Davut Pehlivan, Paula M Hertel, Wendy K Chung, Hugo J Bellen
Homozygous Missense Variants In Ykt6 Result In Loss Of Function And Are Associated With Developmental Delay, With Or Without Severe Infantile Liver Disease And Risk For Hepatocellular Carcinoma, Mengqi Ma, Mythily Ganapathi, Yiming Zheng, Kai-Li Tan, Oguz Kanca, Kevin E Bove, Norma Quintanilla, Sebnem O Sag, Sehime G Temel, Charles A Leduc, Amanda J Mcpartland, Elaine M Pereira, Yufeng Shen, Jacob Hagen, Christie P Thomas, Nhu Thao Nguyen Galván, Xueyang Pan, Shenzhao Lu, Jill A Rosenfeld, Daniel G Calame, Michael F Wangler, James R Lupski, Davut Pehlivan, Paula M Hertel, Wendy K Chung, Hugo J Bellen
Faculty, Staff and Students Publications
PURPOSE: YKT6 plays important roles in multiple intracellular vesicle trafficking events but has not been associated with Mendelian diseases.
METHODS: We report 3 unrelated individuals with rare homozygous missense variants in YKT6 who exhibited neurological disease with or without a progressive infantile liver disease. We modeled the variants in Drosophila. We generated wild-type and variant genomic rescue constructs of the fly ortholog dYkt6 and compared their ability in rescuing the loss-of-function phenotypes in mutant flies. We also generated a dYkt6
RESULTS: Two individuals are homozygous for YKT6 [NM_006555.3:c.554A>G p.(Tyr185Cys)] and exhibited normal prenatal course followed by failure to thrive, …
Aging Atlas Reveals Cell-Type-Specific Effects Of Pro-Longevity Strategies, Shihong Max Gao, Yanyan Qi, Qinghao Zhang, Youchen Guan, Yi-Tang Lee, Lang Ding, Lihua Wang, Aaron S Mohammed, Hongjie Li, Yusi Fu, Meng C Wang
Aging Atlas Reveals Cell-Type-Specific Effects Of Pro-Longevity Strategies, Shihong Max Gao, Yanyan Qi, Qinghao Zhang, Youchen Guan, Yi-Tang Lee, Lang Ding, Lihua Wang, Aaron S Mohammed, Hongjie Li, Yusi Fu, Meng C Wang
Faculty, Staff and Students Publications
Organismal aging involves functional declines in both somatic and reproductive tissues. Multiple strategies have been discovered to extend lifespan across species. However, how age-related molecular changes differ among various tissues and how those lifespan-extending strategies slow tissue aging in distinct manners remain unclear. Here we generated the transcriptomic Cell Atlas of Worm Aging (CAWA, http://mengwanglab.org/atlas ) of wild-type and long-lived strains. We discovered cell-specific, age-related molecular and functional signatures across all somatic and germ cell types. We developed transcriptomic aging clocks for different tissues and quantitatively determined how three different pro-longevity strategies slow tissue aging distinctively. Furthermore, through genome-wide profiling …
A Harmonized Public Resource Of Deeply Sequenced Diverse Human Genomes, Zan Koenig, Mary T Yohannes, Lethukuthula L Nkambule, Xuefang Zhao, Julia K Goodrich, Heesu Ally Kim, Michael W Wilson, Grace Tiao, Stephanie P Hao, Nareh Sahakian, Katherine R Chao, Mark A Walker, Yunfei Lyu, Heidi L Rehm, Benjamin M Neale, Michael E Talkowski, Mark J Daly, Harrison Brand, Konrad J Karczewski, Elizabeth G Atkinson, Alicia R Martin
A Harmonized Public Resource Of Deeply Sequenced Diverse Human Genomes, Zan Koenig, Mary T Yohannes, Lethukuthula L Nkambule, Xuefang Zhao, Julia K Goodrich, Heesu Ally Kim, Michael W Wilson, Grace Tiao, Stephanie P Hao, Nareh Sahakian, Katherine R Chao, Mark A Walker, Yunfei Lyu, Heidi L Rehm, Benjamin M Neale, Michael E Talkowski, Mark J Daly, Harrison Brand, Konrad J Karczewski, Elizabeth G Atkinson, Alicia R Martin
Faculty, Staff and Students Publications
Underrepresented populations are often excluded from genomic studies owing in part to a lack of resources supporting their analyses. The 1000 Genomes Project (1kGP) and Human Genome Diversity Project (HGDP), which have recently been sequenced to high coverage, are valuable genomic resources because of the global diversity they capture and their open data sharing policies. Here, we harmonized a high-quality set of 4094 whole genomes from 80 populations in the HGDP and 1kGP with data from the Genome Aggregation Database (gnomAD) and identified over 153 million high-quality SNVs, indels, and SVs. We performed a detailed ancestry analysis of this cohort, …
Methphaser: Methylation-Based Long-Read Haplotype Phasing Of Human Genomes, Yilei Fu, Sergey Aganezov, Medhat Mahmoud, John Beaulaurier, Sissel Juul, Todd J Treangen, Fritz J Sedlazeck
Methphaser: Methylation-Based Long-Read Haplotype Phasing Of Human Genomes, Yilei Fu, Sergey Aganezov, Medhat Mahmoud, John Beaulaurier, Sissel Juul, Todd J Treangen, Fritz J Sedlazeck
Faculty, Staff and Students Publications
The assignment of variants across haplotypes, phasing, is crucial for predicting the consequences, interaction, and inheritance of mutations and is a key step in improving our understanding of phenotype and disease. However, phasing is limited by read length and stretches of homozygosity along the genome. To overcome this limitation, we designed MethPhaser, a method that utilizes methylation signals from Oxford Nanopore Technologies to extend Single Nucleotide Variation (SNV)-based phasing. We demonstrate that haplotype-specific methylations extensively exist in Human genomes and the advent of long-read technologies enabled direct report of methylation signals. For ONT R9 and R10 cell line data, we …
Discovery Of Runs-Of-Homozygosity Diplotype Clusters And Their Associations With Diseases In Uk Biobank, Ardalan Naseri, Degui Zhi, Shaojie Zhang
Discovery Of Runs-Of-Homozygosity Diplotype Clusters And Their Associations With Diseases In Uk Biobank, Ardalan Naseri, Degui Zhi, Shaojie Zhang
Faculty, Staff and Student Publications
Runs-of-homozygosity (ROH) segments, contiguous homozygous regions in a genome were traditionally linked to families and inbred populations. However, a growing literature suggests that ROHs are ubiquitous in outbred populations. Still, most existing genetic studies of ROH in populations are limited to aggregated ROH content across the genome, which does not offer the resolution for mapping causal loci. This limitation is mainly due to a lack of methods for the efficient identification of shared ROH diplotypes. Here, we present a new method, ROH-DICE (runs-of-homozygous diplotype cluster enumerator), to find large ROH diplotype clusters, sufficiently long ROHs shared by a sufficient number …
Protocol For Optical, Aqueous-Based Clearing Of Murine Tissues Using Ez Clear, Taeyong Ahn, Gabrielle E Largoza, Julia Younis, Mary E Dickinson, Chih-Wei Hsu, Joshua D Wythe
Protocol For Optical, Aqueous-Based Clearing Of Murine Tissues Using Ez Clear, Taeyong Ahn, Gabrielle E Largoza, Julia Younis, Mary E Dickinson, Chih-Wei Hsu, Joshua D Wythe
Faculty, Staff and Students Publications
Tissue clearing is an essential prerequisite for 3D volumetric imaging of larger tissues or organs. Here, we present a detailed protocol for optical, aqueous-based clearing of adult murine tissues using EZ Clear. We describe steps to ensure successful perfusion and fixation of organs from the adult mouse and supply guidelines for optimal lipid removal, refractive index matching, and tissue clearing. Finally, we provide imaging parameters for visualizing both exogenous perfused fluorescent dyes and endogenous fluorescence reporters in the adult mouse. For complete details on the use and execution of this protocol, please refer to Hsu et al.
Esr1 And P53 Interactome Alteration Defines Mechanisms Of Tamoxifen Response In Luminal Breast Cancer, Chetan C Oturkar, Spencer R Rosario, Alan D Hutson, Adrianne Groman, Stephen B Edge, Carl D Morrison, Wendy M Swetzig, Jianmin Wang, Jun Hyoung Park, Benny Abraham Kaipparettu, Prashant K Singh, Shicha Kumar, Helen H Cappuccino, Manish Ranjan, Araba Adjei, Mohammad Ghasemi, Andrew K L Goey, Swati Kulkarni, Gokul M Das
Esr1 And P53 Interactome Alteration Defines Mechanisms Of Tamoxifen Response In Luminal Breast Cancer, Chetan C Oturkar, Spencer R Rosario, Alan D Hutson, Adrianne Groman, Stephen B Edge, Carl D Morrison, Wendy M Swetzig, Jianmin Wang, Jun Hyoung Park, Benny Abraham Kaipparettu, Prashant K Singh, Shicha Kumar, Helen H Cappuccino, Manish Ranjan, Araba Adjei, Mohammad Ghasemi, Andrew K L Goey, Swati Kulkarni, Gokul M Das
Faculty, Staff and Students Publications
The canonical mechanism behind tamoxifen's therapeutic effect on estrogen receptor α/ESR1+ breast cancers is inhibition of ESR1-dependent estrogen signaling. Although ESR1+ tumors expressing wild-type p53 were reported to be more responsive to tamoxifen (Tam) therapy, p53 has not been factored into choice of this therapy and the mechanism underlying the role of p53 in Tam response remains unclear. In a window-of-opportunity trial on patients with newly diagnosed stage I-III ESR1+/HER2/wild-type p53 breast cancer who were randomized to arms with or without Tam prior to surgery, we reveal that the ESR1-p53 interaction in tumors was inhibited by Tam. This resulted in …
Comprehensive Single-Cell Atlas Of The Mouse Retina, Jin Li, Jongsu Choi, Xuesen Cheng, Justin Ma, Shahil Pema, Joshua R Sanes, Graeme Mardon, Benjamin J Frankfort, Nicholas M Tran, Yumei Li, Rui Chen
Comprehensive Single-Cell Atlas Of The Mouse Retina, Jin Li, Jongsu Choi, Xuesen Cheng, Justin Ma, Shahil Pema, Joshua R Sanes, Graeme Mardon, Benjamin J Frankfort, Nicholas M Tran, Yumei Li, Rui Chen
Faculty, Staff and Students Publications
Single-cell RNA sequencing (scRNA-seq) has advanced our understanding of cellular heterogeneity by characterizing cell types across tissues and species. While several mouse retinal scRNA-seq datasets exist, each dataset is either limited in cell numbers or focused on specific cell classes, thereby hindering comprehensive gene expression analysis across all retina types. To fill the gap, we generated the largest retinal scRNA-seq dataset to date, comprising approximately 190,000 single cells from C57BL/6J mouse retinas, enriched for rare population cells via antibody-based magnetic cell sorting. Integrating this dataset with public datasets, we constructed the Mouse Retina Cell Atlas (MRCA) for wild-type mice, encompassing …
A Single Cell Rna Sequence Atlas Of The Early Drosophila Larval Eye, Komal Kumar Bollepogu Raja, Kelvin Yeung, Yumei Li, Rui Chen, Graeme Mardon
A Single Cell Rna Sequence Atlas Of The Early Drosophila Larval Eye, Komal Kumar Bollepogu Raja, Kelvin Yeung, Yumei Li, Rui Chen, Graeme Mardon
Faculty, Staff and Students Publications
The Drosophila eye has been an important model to understand principles of differentiation, proliferation, apoptosis and tissue morphogenesis. However, a single cell RNA sequence resource that captures gene expression dynamics from the initiation of differentiation to the specification of different cell types in the larval eye disc is lacking. Here, we report transcriptomic data from 13,000 cells that cover six developmental stages of the larval eye. Our data show cell clusters that correspond to all major cell types present in the eye disc ranging from the initiation of the morphogenetic furrow to the differentiation of each photoreceptor cell type as …
Real World Predictors Of Response And 24-Month Survival In High-Grade Tp53-Mutated Myeloid Neoplasms, Amandeep Kaur, Alexandra E Rojek, Emily Symes, Mariam T Nawas, Anand A Patel, Jay L Patel, Payal Sojitra, Barina Aqil, Madina Sukhanova, Megan E Mcnerney, Leo P Wu, Aibek Akmatbekov, Jeremy Segal, Melissa Y Tjota, Sandeep Gurbuxani, Jason X Cheng, Su-Yeon Yeon, Harini V Ravisankar, Carrie Fitzpatrick, Angela Lager, Michael W Drazer, Caner Saygin, Pankhuri Wanjari, Panagiotis Katsonis, Olivier Lichtarge, Jane E Churpek, Sharmila B Ghosh, Ami B Patel, Madhu P Menon, Daniel A Arber, Peng Wang, Girish Venkataraman
Real World Predictors Of Response And 24-Month Survival In High-Grade Tp53-Mutated Myeloid Neoplasms, Amandeep Kaur, Alexandra E Rojek, Emily Symes, Mariam T Nawas, Anand A Patel, Jay L Patel, Payal Sojitra, Barina Aqil, Madina Sukhanova, Megan E Mcnerney, Leo P Wu, Aibek Akmatbekov, Jeremy Segal, Melissa Y Tjota, Sandeep Gurbuxani, Jason X Cheng, Su-Yeon Yeon, Harini V Ravisankar, Carrie Fitzpatrick, Angela Lager, Michael W Drazer, Caner Saygin, Pankhuri Wanjari, Panagiotis Katsonis, Olivier Lichtarge, Jane E Churpek, Sharmila B Ghosh, Ami B Patel, Madhu P Menon, Daniel A Arber, Peng Wang, Girish Venkataraman
Faculty, Staff and Students Publications
Current therapies for high-grade TP53-mutated myeloid neoplasms (≥10% blasts) do not offer a meaningful survival benefit except allogeneic stem cell transplantation in the minority who achieve a complete response to first line therapy (CR1). To identify reliable pre-therapy predictors of complete response to first-line therapy (CR1) and outcomes, we assembled a cohort of 242 individuals with TP53-mutated myeloid neoplasms and ≥10% blasts with well-annotated clinical, molecular and pathology data. Key outcomes examined were CR1 & 24-month survival (OS24). In this elderly cohort (median age 68.2 years) with 74.0% receiving frontline non-intensive regimens (hypomethylating agents +/- venetoclax), the overall cohort CR1 …
The Ifitm5 Mutation In Osteogenesis Imperfecta Type V Is Associated With An Erk/Sox9-Dependent Osteoprogenitor Differentiation Defect, Ronit Marom, I-Wen Song, Emily C Busse, Megan E Washington, Ava S Berrier, Vittoria C Rossi, Laura Ortinau, Youngjae Jeong, Ming-Ming Jiang, Brian C Dawson, Mary Adeyeye, Carolina Leynes, Caressa D Lietman, Bridget M Stroup, Dominyka Batkovskyte, Mahim Jain, Yuqing Chen, Racel Cela, Alexis Castellon, Alyssa A Tran, Isabel Lorenzo, D Nicole Meyers, Shixia Huang, Alicia Turner, Vinitha Shenava, Maegen Wallace, Eric Orwoll, Dongsu Park, Catherine G Ambrose, Sandesh Cs Nagamani, Jason D Heaney, Brendan H Lee
The Ifitm5 Mutation In Osteogenesis Imperfecta Type V Is Associated With An Erk/Sox9-Dependent Osteoprogenitor Differentiation Defect, Ronit Marom, I-Wen Song, Emily C Busse, Megan E Washington, Ava S Berrier, Vittoria C Rossi, Laura Ortinau, Youngjae Jeong, Ming-Ming Jiang, Brian C Dawson, Mary Adeyeye, Carolina Leynes, Caressa D Lietman, Bridget M Stroup, Dominyka Batkovskyte, Mahim Jain, Yuqing Chen, Racel Cela, Alexis Castellon, Alyssa A Tran, Isabel Lorenzo, D Nicole Meyers, Shixia Huang, Alicia Turner, Vinitha Shenava, Maegen Wallace, Eric Orwoll, Dongsu Park, Catherine G Ambrose, Sandesh Cs Nagamani, Jason D Heaney, Brendan H Lee
Faculty, Staff and Students Publications
Osteogenesis imperfecta (OI) type V is the second most common form of OI, distinguished by hyperplastic callus formation and calcification of the interosseous membranes, in addition to the bone fragility. It is caused by a recurrent, dominant pathogenic variant (c.-14C>T) in interferon-induced transmembrane protein 5 (IFITM5). Here, we generated a conditional Rosa26-knockin mouse model to study the mechanistic consequences of the recurrent mutation. Expression of the mutant Ifitm5 in osteo-chondroprogenitor or chondrogenic cells resulted in low bone mass and growth retardation. Mutant limbs showed impaired endochondral ossification, cartilage overgrowth, and abnormal growth plate architecture. The cartilage phenotype correlates with …
Maldi Imaging Mass Spectrometry Visualizes The Distribution Of Antidepressant Duloxetine And Its Major Metabolites In Mouse Brain, Liver, Kidney, And Spleen Tissues, Saleh M Khalil, Xuan Qin, John M Hakenjos, Jian Wang, Zhaoyong Hu, Xinli Liu, Jin Wang, Mirjana Maletic-Savatic, Kevin R Mackenzie, Martin M Matzuk, Feng Li
Maldi Imaging Mass Spectrometry Visualizes The Distribution Of Antidepressant Duloxetine And Its Major Metabolites In Mouse Brain, Liver, Kidney, And Spleen Tissues, Saleh M Khalil, Xuan Qin, John M Hakenjos, Jian Wang, Zhaoyong Hu, Xinli Liu, Jin Wang, Mirjana Maletic-Savatic, Kevin R Mackenzie, Martin M Matzuk, Feng Li
Faculty, Staff and Student Publications
Imaging mass spectrometry (IMS) is a powerful tool for mapping the spatial distribution of unlabeled drugs and metabolites that may find application in assessing drug delivery, explaining drug efficacy, and identifying potential toxicity. This study focuses on determining the spatial distribution of the antidepressant duloxetine, which is widely prescribed despite common adverse effects (liver injury, constant headaches) whose mechanisms are not fully understood. We used high-resolution IMS with matrix-assisted laser desorption/ionization to examine the distribution of duloxetine and its major metabolites in four mouse organs where it may contribute to efficacy or toxicity: brain, liver, kidney, and spleen. In none …
Developmental Milestones And Daily Living Skills In Individuals With Angelman Syndrome, Anjali Sadhwani, Sonya Powers, Anne Wheeler, Hillary Miller, Sarah Nelson Potter, Sarika U Peters, Carlos A Bacino, Steven A Skinner, Logan K Wink, Craig A Erickson, Lynne M Bird, Wen-Hann Tan
Developmental Milestones And Daily Living Skills In Individuals With Angelman Syndrome, Anjali Sadhwani, Sonya Powers, Anne Wheeler, Hillary Miller, Sarah Nelson Potter, Sarika U Peters, Carlos A Bacino, Steven A Skinner, Logan K Wink, Craig A Erickson, Lynne M Bird, Wen-Hann Tan
Faculty, Staff and Students Publications
BACKGROUND: Angelman syndrome (AS) is a neurodevelopmental disorder associated with severe global developmental delay. However, the ages at which different developmental skills are achieved in these individuals remain unclear. We seek to determine the probability and the age of acquisition of specific developmental milestones and daily living skills in individuals with AS across the different molecular subtypes, viz. class I deletion, class II deletion, uniparental disomy, imprinting defect, and UBE3A variants.
METHODS: Caregivers participating in a longitudinal multicenter Angelman Syndrome Natural History Study completed a questionnaire regarding the age at which their children achieved specific developmental milestones and daily living …
Rest-Dependent Downregulation Of Von Hippel-Lindau Tumor Suppressor Promotes Autophagy In Shh-Medulloblastoma, Ashutosh Singh, Donghang Cheng, Jyothishmathi Swaminathan, Yanwen Yang, Yan Zheng, Nancy Gordon, Vidya Gopalakrishnan
Rest-Dependent Downregulation Of Von Hippel-Lindau Tumor Suppressor Promotes Autophagy In Shh-Medulloblastoma, Ashutosh Singh, Donghang Cheng, Jyothishmathi Swaminathan, Yanwen Yang, Yan Zheng, Nancy Gordon, Vidya Gopalakrishnan
Faculty, Staff and Student Publications
The RE1 silencing transcription factor (REST) is a driver of sonic hedgehog (SHH) medulloblastoma genesis. Our previous studies showed that REST enhances cell proliferation, metastasis and vascular growth and blocks neuronal differentiation to drive progression of SHH medulloblastoma tumors. Here, we demonstrate that REST promotes autophagy, a pathway that is found to be significantly enriched in human medulloblastoma tumors relative to normal cerebella. In SHH medulloblastoma tumor xenografts, REST elevation is strongly correlated with increased expression of the hypoxia-inducible factor 1-alpha (HIF1α)-a positive regulator of autophagy, and with reduced expression of the von Hippel-Lindau (VHL) tumor suppressor protein - a …
Machine Learning In Time-Lapse Imaging To Differentiate Embryos From Young Vs Old Mice†, Liubin Yang, Carolina Leynes, Ashley Pawelka, Isabel Lorenzo, Andrew Chou, Brendan Lee, Jason D Heaney
Machine Learning In Time-Lapse Imaging To Differentiate Embryos From Young Vs Old Mice†, Liubin Yang, Carolina Leynes, Ashley Pawelka, Isabel Lorenzo, Andrew Chou, Brendan Lee, Jason D Heaney
Faculty, Staff and Students Publications
Time-lapse microscopy for embryos is a non-invasive technology used to characterize early embryo development. This study employs time-lapse microscopy and machine learning to elucidate changes in embryonic growth kinetics with maternal aging. We analyzed morphokinetic parameters of embryos from young and aged C57BL6/NJ mice via continuous imaging. Our findings show that aged embryos accelerated through cleavage stages (from 5-cells) to morula compared to younger counterparts, with no significant differences observed in later stages of blastulation. Unsupervised machine learning identified two distinct clusters comprising of embryos from aged or young donors. Moreover, in supervised learning, the extreme gradient boosting algorithm successfully …