Genetic Structures Commons^™

A Hitchhiker’S Guide To Long-Read Genomic Analysis, Medhat Mahmoud, Daniel P Agustinho, Fritz J Sedlazeck

Faculty, Staff and Students Publications

Over the past decade, long-read sequencing has evolved into a pivotal technology for uncovering the hidden and complex regions of the genome. Significant cost efficiency, scalability, and accuracy advancements have driven this evolution. Concurrently, novel analytical methods have emerged to harness the full potential of long reads. These advancements have enabled milestones such as the first fully completed human genome, enhanced identification and understanding of complex genomic variants, and deeper insights into the interplay between epigenetics and genomic variation. This mini-review provides a comprehensive overview of the latest developments in long-read DNA sequencing analysis, encompassing reference-based and de novo assembly …

Unraveling The Hidden Complexity Of Cancer Through Long-Read Sequencing, Qiuhui Li, Ayse G Keskus, Justin Wagner, Michal B Izydorczyk, Winston Timp, Fritz J Sedlazeck, Alison P Klein, Justin M Zook, Mikhail Kolmogorov, Michael C Schatz

Faculty, Staff and Students Publications

Cancer is fundamentally a disease of the genome, characterized by extensive genomic, transcriptomic, and epigenomic alterations. Most current studies predominantly use short-read sequencing, gene panels, or microarrays to explore these alterations; however, these technologies can systematically miss or misrepresent certain types of alterations, especially structural variants, complex rearrangements, and alterations within repetitive regions. Long-read sequencing is rapidly emerging as a transformative technology for cancer research by providing a comprehensive view across the genome, transcriptome, and epigenome, including the ability to detect alterations that previous technologies have overlooked. In this Perspective, we explore the current applications of long-read sequencing for both …

Proteogenomic Characterization Of Non-Functional Pancreatic Neuroendocrine Tumors Unravels Clinically Relevant Subgroups, Shunrong Ji, Lihua Cao, Jing Gao, Yang Du, Zeng Ye, Xin Lou, Fen Liu, Yehan Zhang, Junfeng Xu, Xiaohan Shi, Huan Wang, Penghao Li, Yikai Li, Hongxu Chen, Zhicheng Yang, Suizhi Gao, Wuhu Zhang, Dan Huang, Shujuan Ni, Miaoyan Wei, Fei Wang, Yan Wang, Tian Ding, Desheng Jing, Guixiong Fan, Zhiyun Gong, Renquan Lu, Yi Qin, Jie Chen, Xiaowu Xu, Pei Wang, Bing Zhang, Li Ding, Ana I Robles, Henry Rodriguez, David K Chang, Ralph H Hruban, Dong Gao, Daming Gao, Gang Jin, Hu Zhou, Jianmin Wu, Xianjun Yu

Faculty, Staff and Students Publications

The majority of neuroendocrine neoplasms in pancreas are non-functional pancreatic neuroendocrine tumors (NF-PanNETs), which exhibit a high occurrence of distant metastases with limited therapeutic options. Here, we perform a comprehensive molecular characterization of 108 NF-PanNETs through integrative analysis of genomic, transcriptomic, proteomic, and phosphoproteomic profiles. Proteogenomic analysis provides functional insights into the genomic driver alterations of NF-PanNETs, revealing a potential mediator of MEN1 alterations using Men1-conditional knockout mice. Machine-learning-based modeling uncovers a three-protein signature as an independent prognostic factor, which is validated by an independent external cohort. Proteomic and phosphoproteomic-based stratification identifies four subtypes with distinct molecular characteristics, immune microenvironments, …

Update On Cancer And Central Nervous System Tumor Surveillance In Pediatric Nf2-, Smarcb1-, And Lztr1-Related Schwannomatosis, Melissa R Perrino, Marjolijn C J Jongmans, Gail E Tomlinson, Mary-Louise C Greer, Sarah R Scollon, Sarah G Mitchell, Jordan R Hansford, Kris Ann P Schultz, Wendy K Kohlmann, Jennifer M Kalish, Suzanne P Macfarland, Anirban Das, Kara N Maxwell, Stefan M Pfister, Rosanna Weksberg, Orli Michaeli, Uri Tabori, Gina M Ney, Philip J Lupo, Jack J Brzezinski, Douglas R Stewart, Emma R Woodward, Christian P Kratz

Faculty, Staff and Students Publications

Schwannomatosis (SWN) is a distinct cancer predisposition syndrome caused by germline pathogenic variants in the genes NF2, SMARCB1, or LZTR1. There is a significant clinical overlap between these syndromes with the hallmark of increased risk for cranial, spinal, and peripheral schwannomas. Neurofibromatosis type 2 was recently renamed as NF2-related SWN and is the most common SWN syndrome, with increased risk for bilateral vestibular schwannomas, intradermal schwannomas, meningiomas, and less commonly, ependymoma. SMARCB1-related SWN is a familial SWN syndrome associated with peripheral and spinal schwannomas and an increased risk for meningiomas and malignant peripheral nerve sheath tumors, even in the absence …

Spreading Depolarization And Seizures: End Of The Beginning, Or Beginning Of The End?, Isamu Aiba, Jeffrey L Noebels

Faculty, Staff and Students Publications

Like Janus, the Roman god of beginnings, transitions, and endings, spreading depolarizations (SDs) can be depicted with two faces: one looking backward, waving a symbolic farewell to the end of a cortical seizure; the other forward looking, opening a darker door for a fatal wave in the brainstem that ends life. There is good agreement on the distinct electrical nature of both events, but neither role is yet proven in patients. SD is a slow-moving wave of cellular depolarization that steadily silences neuronal networks and depresses EEG amplitude, whereas seizures represent fast, intermittent synchronization of neural networks with highly variable …

A Long Non-Coding Erna Forms R-Loops To Shape Emotional Experience-Induced Behavioral Adaptations, Rose Marie Akiki

MUSC Theses and Dissertations

Emotional experiences often evoke neural plasticity that supports adaptive changes in behavior, including maladaptive plasticity associated with mood and substance use disorders. These adaptations are supported in part by experience-dependent activation of immediate-early response genes, such as Npas4. We discovered that a conserved, long non-coding enhancer RNA (lnc-eRNA) transcribed from an activity-sensitive enhancer produces DNA-RNA hybrid R-loop structures that support 3D chromatin-looping of the enhancer and proximal promoter and stimulus-induced, rapid Npas4 gene induction. We also show that this Npas4 lnceRNA and its R-loops are required for the development of behavioral adaptations produced by chronic psychosocial stress or cocaine exposure, …

K-Mer Analysis Of Long-Read Alignment Pileups For Structural Variant Genotyping, Adam C English, Fabio Cunial, Ginger A Metcalf, Richard A Gibbs, Fritz J Sedlazeck

Faculty, Staff and Students Publications

Accurately genotyping structural variant (SV) alleles is crucial to genomics research. We present a novel method (kanpig) for genotyping SVs that leverages variant graphs and k-mer vectors to rapidly generate accurate SV genotypes. Benchmarking against the latest SV datasets shows kanpig achieves a single-sample genotyping concordance of 82.1%, significantly outperforming existing tools, which average 66.3%. We explore kanpig's use for multi-sample projects by testing on 47 genetically diverse samples and find kanpig accurately genotypes complex loci (e.g. SVs neighboring other SVs), and produces higher genotyping concordance than other tools. Kanpig requires only 43 seconds to process a single sample's 20x …

Clinical Validation Of Rna Sequencing For Mendelian Disorder Diagnostics, Sen Zhao, Kristina Macakova, Jefferson C Sinson, Hongzheng Dai, Jill Rosenfeld, Gladys E Zapata, Shenglan Li, Patricia A Ward, Christiana Wang, Chunjing Qu, Becky Maywald, Brendan Lee, Christine Eng, Pengfei Liu

Faculty, Staff and Students Publications

Despite rapid advancements in clinical sequencing, over half of diagnostic evaluations still lack definitive results. RNA sequencing (RNA-seq) has shown promise in research settings for bridging this gap by providing essential functional data for accurate interpretation of diagnostic sequencing results. However, despite advanced research pipelines, clinical translation of diagnostic RNA-seq has not yet been realized. We have developed and validated a clinical diagnostic RNA-seq test for individuals with suspected genetic disorders who have existing or concurrent comprehensive DNA diagnostic testing. This diagnostic RNA-seq test processes RNA samples from fibroblasts or blood and derives clinical interpretations based on the analytical detection …

Investigating The Drug Response Of Pdac Cells To Pan-Kras Inhibitor, Jalyn De La Fuente, Yi Xu, Jun Liu, Angel Dominquez, Ava Sanchez, Pei Wang

Posters - 2025

Pancreatic ductal adenocarcinoma (PDAC) is an exocrine pancreatic cancer. It is one of the most lethal types of cancer and is projected to become the second leading cause of cancer-related deaths by 20401 . One major challenge in treating PDAC is drug resistance and the lack of effective treatments. Oncogenic KRAS mutation and loss of function mutation in tumor suppressor genes including P16, TP53, and SMAD4 are found in most PDAC patients. It is unclear whether the different driver mutations can affect the tumor responses to chemo- and targeted therapy. Gemcitabine, a chemotherapy drug, is a cytotoxic agent that has …

Clinical And Genetic Delineation Of Autosomal Recessive And Dominant Actl6b-Related Developmental Brain Disorders, Elisa Cali, Tania Quirin, Clarissa Rocca, Stephanie Efthymiou, Antonella Riva, Dana Marafi, Maha S Zaki, Mohnish Suri, Roberto Dominguez, Hasnaa M Elbendary, Shahryar Alavi, Mohamed S Abdel-Hamid, Heba Morsy, Frederic Tran Mau-Them, Mathilde Nizon, Pavel Tesner, Lukáš Ryba, Faisal Zafar, Nuzhat Rana, Nebal W Saadi, Zahra Firoozfar, Pinar Gencpinar, Bulent Unay, Canan Ustun, Ange-Line Bruel, Christine Coubes, Jennifer Stefanich, Ozlem Sezer, Emanuele Agolini, Antonio Novelli, Gessica Vasco, Donatella Lettori, Mathieu Milh, Laurent Villard, Shimriet Zeidler, Henry Opperman, Vincent Strehlow, Mahmoud Y Issa, Hebatallah El Khassab, Prem Chand, Shahnaz Ibrahim, Ali Rashidi-Nezhad, Mohammad Miryounesi, Pegah Larki, Jennifer Morrison, Ingrid Cristian, Isabelle Thiffault, Nicole L Bertsch, Grace J Noh, John Pappas, Ellen Moran, Nikolaos M Marinakis, Joanne Traeger-Synodinos, Susan Hosseini, Mohammad Reza Abbaszadegan, Roseline Caumes, Lisenka E L M Vissers, Maedeh Neshatdoust, Mostafa Montazer Zohour, Elmostafa El Fahime, Christina Canavati, Lara Kamal, Moien Kanaan, Omar Askander, Victoria Voinova, Olga Levchenko, Shahzhad Haider, Sara S Halbach, Rayana Elias Maia, Salehi Mansoor, Vivek Jain, Sanjukta Tawde, Viveka Santhosh R Challa, Vykuntaraju K Gowda, Varunvenkat M Srinivasan, Lucas Alves Victor, Benito Pinero-Banos, Jennifer Hague, Heba Ahmed Elawady, Adelia Maria De Miranda Henriques-Souza, Huma Arshad Cheema, Muhammad Nadeem Anjum, Sara Idkaidak, Firas Alqarajeh, Osama Atawneh, Hagar Mor-Shaked, Tamar Harel, Giovanni Zifarelli, Peter Bauer, Fernando Kok, Joao Paulo Kitajima, Fabiola Monteiro, Juliana Josahkian, Gaetan Lesca, Nicolas Chatron, Dorothe Ville, David Murphy, Jeffrey L Neul, Sureni V Mullegama, Amber Begtrup, Isabella Herman, Tadahiro Mitani, Jennifer E Posey, Chee Geap Tay, Iram Javed, Lucinda Carr, Farah Kanani, Fiona Beecroft, Lee Hane, Elsayed Abdelkreem, Milan Macek, Luciana Bispo, Marwa Abd Elmaksoud, Farzad Hashemi-Gorji, Davut Pehlivan, David J Amor, Rami Abou Jamra, Wendy K Chung, Eshan Ghayoor Karimiani, Philippe M Campeau, Fowzan S Alkuraya, Alistair T Pagnamenta, Joseph G Gleeson, James R Lupski, Pasquale Striano, Andres Moreno-De-Luca, Denis L J Lafontaine, Henry Houlden, Reza Maroofian

Faculty, Staff and Students Publications

Purpose: This study aims to comprehensively delineate the phenotypic spectrum of ACTL6B-related disorders, previously associated with both autosomal recessive and autosomal dominant neurodevelopmental disorders. Molecularly, the role of the nucleolar protein ACTL6B in contributing to the disease has remained unclear.

Methods: We identified 105 affected individuals, including 39 previously reported cases, and systematically analyzed detailed clinical and genetic data for all individuals. Additionally, we conducted knockdown experiments in neuronal cells to investigate the role of ACTL6B in ribosome biogenesis.

Results: Biallelic variants in ACTL6B are associated with severe-to-profound global developmental delay/intellectual disability, infantile intractable seizures, absent speech, autistic features, dystonia, …

Playbook Workflow Builder: Interactive Construction Of Bioinformatics Workflows, Daniel J B Clarke, John Erol Evangelista, Zhuorui Xie, Giacomo B Marino, Anna I Byrd, Mano R Maurya, Sumana Srinivasan, Keyang Yu, Varduhi Petrosyan, Matthew E Roth, Miroslav Milinkov, Charles Hadley King, Jeet Kiran Vora, Jonathon Keeney, Christopher Nemarich, William Khan, Alexander Lachmann, Nasheath Ahmed, Alexandra Agris, Juncheng Pan, Srinivasan Ramachandran, Eoin Fahy, Emmanuel Esquivel, Aleksandar Mihajlovic, Bosko Jevtic, Vuk Milinovic, Sean Kim, Patrick Mcneely, Tianyi Wang, Eric Wenger, Miguel A Brown, Alexander Sickler, Yuankun Zhu, Sherry L Jenkins, Philip D Blood, Deanne M Taylor, Adam C Resnick, Raja Mazumder, Aleksandar Milosavljevic, Shankar Subramaniam, Avi Ma'ayan

Faculty, Staff and Students Publications

The Playbook Workflow Builder (PWB) is a web-based platform to dynamically construct and execute bioinformatics workflows by utilizing a growing network of input datasets, semantically annotated API endpoints, and data visualization tools contributed by an ecosystem of collaborators. Via a user-friendly user interface, workflows can be constructed from contributed building-blocks without technical expertise. The output of each step of the workflow is added into reports containing textual descriptions, figures, tables, and references. To construct workflows, users can click on cards that represent each step in a workflow, or construct workflows via a chat interface that is assisted by a large …

Time Tracking And Comparison Of Genetic Counseling Tasks In Inpatient And Outpatient Settings, Alexandra Osborne, Emily Magness Bland, Callie Diamonstein, Kristen Fishler

Faculty, Staff and Students Publications

Genetic counselors (GCs) practice in critical care settings. Some GCs have full-time inpatient roles, while most GCs who see inpatients do so as needed or on a rotating schedule in addition to seeing patients in an outpatient setting. Few studies have tracked and compared the amount of time it takes GCs to perform tasks in the inpatient and outpatient settings. Genetic counselors were invited to participate in this study via the National Society of Genetic Counselors research listserv. Participants completed an online survey asking how their role is structured and what types of support are available to them while seeing …

Outcomes Of Autologous Versus Synthetic Inlay Grafts After Skull Base Reconstruction For High-Flow Defects: A Multicenter Case-Control Analysis, Theodore V Nguyen, Arash Abiri, Victoria Idowu, Saawan Patel, Thomas Truong, David K Lerner, Alan D Workman, Pete S Batra, Raewyn G Campbell, John R Craig, Dana L Crosby, Jennifer E Douglas, Jacob G Eide, Michael A Kohanski, Rijul S Kshirsagar, Tran B Locke, Peter Papagiannopoulos, Bobby A Tajudeen, Charles C L Tong, Nithin D Adappa, James N Palmer, Edward C Kuan

Faculty, Staff and Students Publications

No abstract provided.

Acute Kidney Injury In Severe Alcohol-Associated Hepatitis Treated With Anakinra Plus Zinc Or Prednisone, Kavish R Patidar, Wanzhu Tu, Thomas G Cotter, Douglas A Simonetto, Amon Asgharpour, Muhammad Y Jan, Qing Tang, Yunpeng Yu, Yang Li, Moyinoluwa Taiwo, Prashanth Thevkar Nagesh, Srinivasan Dasarathy, Patrick S Kamath, Craig J Mcclain, Naga Chalasani, Gyongyi Szabo, Ramon Bataller, Mack Mitchell, Wajahat Z Mehal, Laura E Nagy, Vijay H Shah, Samer Gawrieh, Arun J Sanyal

Faculty, Staff and Students Publications

Background and aims: In a recent trial, patients with severe alcohol-associated hepatitis treated with anakinra plus zinc (A+Z) had lower survival and higher acute kidney injury (AKI) rates versus prednisone (PRED). We characterize the clinical factors and potential mechanisms associated with AKI development in that trial.

Approach and results: Data from 147 participants in a multicenter randomized clinical trial (74 A+Z, 73 PRED) were analyzed. AKI, AKI phenotypes, and kidney injury biomarkers were compared between participants who did/did not develop AKI in the 2 treatment arms. Multivariable competing risk analyses were performed to identify baseline risk factors for incident AKI, …

Dock2 Deficiency And Gata2 Haploinsufficiency Can Underlie Critical Coronavirus Disease 2019 (Covid-19) Pneumonia, Sajjad Biglari, Leila Youssefian, Mohammad Amin Tabatabaiefar, Amir Hossein Saeidian, Bahareh Abtahi-Naeini, Erfan Khorram, Roya Sherkat, Atefeh Sohanforooshan Moghaddam, Fatemeh Mohaghegh, Maziyar Rahimi, Hamid Rahimi, Sharareh Babaei, Mohammad Shahrooei, Nikoo Mozafari, Shirin Zaresharifi, Fatemeh Vahidnezhad, Vida Homayouni, Lam C Tsoi, Johann E Gudjonsson, Hakon Hakonarson, Jean-Laurent Casanova, Emmanuelle Jouanguy, Vivien Béziat, Qian Zhang, Aurélie Cobat, Hassan Vahidnezhad

Faculty, Staff and Students Publications

The life-threatening coronavirus disease 2019 (COVID-19) affects about 1 in 1,000 healthy people under 50 without underlying conditions. Among patients with critical COVID-19 pneumonia, rare germline variants at genes controlling type I IFN immunity have been reported in up to 5% of patients. Causal etiologies in 80-85% of cases are still unknown. We analyzed two families with hypoxemic COVID-19 pneumonia for known single-gene inborn errors of immunity. In Family 1, two siblings with critical COVID-19 were homozygous for a DOCK2 variant, c.3624+5G>A. DOCK2 deficiency is a known T-cell disorder underlying severe viral diseases. The variant resulted in skipping exon …

Deciphering The Dark Cancer Phosphoproteome Using Machine-Learned Co-Regulation Of Phosphosites, Wen Jiang, Eric J Jaehnig, Yuxing Liao, Zhiao Shi, Tomer M Yaron-Barir, Jared L Johnson, Lewis C Cantley, Bing Zhang

Faculty, Staff and Students Publications

Mass spectrometry-based phosphoproteomics offers a comprehensive view of protein phosphorylation, yet our limited knowledge about the regulation and function of most phosphosites hampers the extraction of meaningful biological insights. To address this challenge, we integrate machine learning with phosphoproteomic data from 1195 tumor specimens spanning 11 cancer types to construct CoPheeMap, a network that maps the co-regulation of 26,280 phosphosites. By incorporating network features from CoPheeMap into a second machine learning model, namely CoPheeKSA, we achieve superior performance in predicting kinase-substrate associations. CoPheeKSA uncovers 24,015 associations between 9399 phosphosites and 104 serine/threonine kinases, shedding light on many unannotated phosphosites and …

Sequence Variants In Hectd1 Result In A Variable Neurodevelopmental Disorder, Gazelle Zerafati-Jahromi, Elias Oxman, Hieu D Hoang, Wu-Lin Charng, Tanvitha Kotla, Weimin Yuan, Keito Ishibashi, Sonia Sebaoui, Kathryn Luedtke, Bryce Winrow, Rebecca D Ganetzky, Anna Ruiz, Carmen Manso-Basúz, Nino Spataro, Peter Kannu, Taryn Athey, Christina Peroutka, Caitlin Barnes, Richard Sidlow, George Anadiotis, Kari Magnussen, Irene Valenzuela, Alejandro Moles-Fernandez, Seth Berger, Christina L Grant, Eric Vilain, Gudny A Arnadottir, Patrick Sulem, Telma S Sulem, Kari Stefansson, Shavonne Massey, Natalie Ginn, Annapurna Poduri, Alissa M D'Gama, Rozalia Valentine, Sara K Trowbridge, Chaya N Murali, Rachel Franciskovich, Yen Tran, Bryn D Webb, Kim M Keppler-Noreuil, April L Hall, Bobbi Mcgivern, Kristin G Monaghan, Maria J Guillen Sacoto, Dustin Baldridge, Gary A Silverman, Sonika Dahiya, Tychele N Turner, Tim Schedl, Joshua G Corbin, Stephen C Pak, Irene E Zohn, Christina A Gurnett

Faculty, Staff and Students Publications

Dysregulation of genes encoding the homologous to E6AP C-terminus (HECT) E3 ubiquitin ligases has been linked to cancer and structural birth defects. One member of this family, the HECT-domain-containing protein 1 (HECTD1), mediates developmental pathways, including cell signaling, gene expression, and embryogenesis. Through GeneMatcher, we identified 14 unrelated individuals with 15 different variants in HECTD1 (10 missense, 3 frameshift, 1 nonsense, and 1 splicing variant) with neurodevelopmental disorders (NDDs), including autism, attention-deficit/hyperactivity disorder, and epilepsy. Of these 15 HECTD1 variants, 10 occurred de novo, 3 had unknown inheritance, and 2 were compound heterozygous. While all individuals in this cohort displayed …

2024 Lifetime Achievement Award: Biology Unbalanced: Genes, Gene Dosage, And Disease Susceptibility, James R Lupski

Faculty, Staff and Students Publications

This article is based on the address given by the author at the 2024 meeting of The American Society of Human Genetics (ASHG) in Denver, CO. A video of the original address can be found at the ASHG website.

Evaluating Predictors Of Kinase Activity Of Stk11 Variants Identified In Primary Human Non-Small Cell Lung Cancers, Yile Chen, Kyoungyeul Lee, Junwoo Woo, Dong-Wook Kim, Changwon Keum, Giulia Babbi, Rita Casadio, Pier Luigi Martelli, Castrense Savojardo, Matteo Manfredi, Yang Shen, Yuanfei Sun, Panagiotis Katsonis, Olivier Lichtarge, Vikas Pejaver, David J Seward, Akash Kamandula, Constantina Bakolitsa, Steven E Brenner, Predrag Radivojac, Anne O'Donnell-Luria, Sean D Mooney, Shantanu Jain

Faculty, Staff and Students Publications

Critical evaluation of computational tools for predicting variant effects is important considering their increased use in disease diagnosis and driving molecular discoveries. In the sixth edition of the Critical Assessment of Genome Interpretation (CAGI) challenge, a dataset of 28 STK11 rare variants (27 missense, 1 single amino acid deletion), identified in primary non-small cell lung cancer biopsies, was experimentally assayed to characterize computational methods from four participating teams and five publicly available tools. Predictors demonstrated a high level of performance on key evaluation metrics, measuring correlation with the assay outputs and separating loss-of-function (LoF) variants from wildtype-like (WT-like) variants. The …

Cagi6 Id Panel Challenge: Assessment Of Phenotype And Variant Predictions In 415 Children With Neurodevelopmental Disorders (Ndds), Maria Cristina Aspromonte, Alessio Del Conte, Shaowen Zhu, Wuwei Tan, Yang Shen, Yexian Zhang, Qi Li, Maggie Haitian Wang, Giulia Babbi, Samuele Bovo, Pier Luigi Martelli, Rita Casadio, Azza Althagafi, Sumyyah Toonsi, Maxat Kulmanov, Robert Hoehndorf, Panagiotis Katsonis, Amanda Williams, Olivier Lichtarge, Su Xian, Wesley Surento, Vikas Pejaver, Sean D Mooney, Uma Sunderam, Rajgopal Srinivasan, Alessandra Murgia, Damiano Piovesan, Silvio C E Tosatto, Emanuela Leonardi

Faculty, Staff and Students Publications

The Genetics of Neurodevelopmental Disorders Lab in Padua provided a new intellectual disability (ID) Panel challenge for computational methods to predict patient phenotypes and their causal variants in the context of the Critical Assessment of the Genome Interpretation, 6th edition (CAGI6). Eight research teams submitted a total of 30 models to predict phenotypes based on the sequences of 74 genes (VCF format) in 415 pediatric patients affected by Neurodevelopmental Disorders (NDDs). NDDs are clinically and genetically heterogeneous conditions, with onset in infant age. Here, we assess the ability and accuracy of computational methods to predict comorbid phenotypes based on clinical …