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The Jackson Laboratory

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Full-Text Articles in Medicine and Health Sciences

Deep Learning Modeling M6a Deposition Reveals The Importance Of Downstream Cis-Element Sequences., Zhiyuan Luo, Jiacheng Zhang, Jingyi Fei, Shengdong Ke May 2022

Deep Learning Modeling M6a Deposition Reveals The Importance Of Downstream Cis-Element Sequences., Zhiyuan Luo, Jiacheng Zhang, Jingyi Fei, Shengdong Ke

Faculty Research 2022

The N6-methyladenosine (m6A) modification is deposited to nascent transcripts on chromatin, but its site-specificity mechanism is mostly unknown. Here we model the m6A deposition to pre-mRNA by iM6A (intelligent m6A), a deep learning method, demonstrating that the site-specific m6A methylation is primarily determined by the flanking nucleotide sequences. iM6A accurately models the m6A deposition (AUROC = 0.99) and uncovers surprisingly that the cis-elements regulating the m6A deposition preferentially reside within the 50 nt downstream of the m6A sites. The m6A enhancers mostly …


Svanna: Efficient And Accurate Pathogenicity Prediction Of Coding And Regulatory Structural Variants In Long-Read Genome Sequencing., Daniel Danis, Julius O B Jacobsen, Parithi Balachandran, Qihui Zhu, Feyza Yilmaz, Justin Reese, Matthias Haimel, Gholson J Lyon, Ingo Helbig, Christopher J Mungall, Christine R Beck, Charles Lee, Damian Smedley, Peter N Robinson Apr 2022

Svanna: Efficient And Accurate Pathogenicity Prediction Of Coding And Regulatory Structural Variants In Long-Read Genome Sequencing., Daniel Danis, Julius O B Jacobsen, Parithi Balachandran, Qihui Zhu, Feyza Yilmaz, Justin Reese, Matthias Haimel, Gholson J Lyon, Ingo Helbig, Christopher J Mungall, Christine R Beck, Charles Lee, Damian Smedley, Peter N Robinson

Faculty Research 2022

Structural variants (SVs) are implicated in the etiology of Mendelian diseases but have been systematically underascertained owing to sequencing technology limitations. Long-read sequencing enables comprehensive detection of SVs, but approaches for prioritization of candidate SVs are needed. Structural variant Annotation and analysis (SvAnna) assesses all classes of SVs and their intersection with transcripts and regulatory sequences, relating predicted effects on gene function with clinical phenotype data. SvAnna places 87% of deleterious SVs in the top ten ranks. The interpretable prioritizations offered by SvAnna will facilitate the widespread adoption of long-read sequencing in diagnostic genomics. SvAnna is available at https://github.com/TheJacksonLaboratory/SvAnn a …


Independent Dsg4 Frameshift Variants In Cats With Hair Shaft Dystrophy., Sarah Kiener, Ana Rostaher, Silvia Rüfenacht, Vidhya Jagannathan, John P Sundberg, Monika Welle, Tosso Leeb Jan 2022

Independent Dsg4 Frameshift Variants In Cats With Hair Shaft Dystrophy., Sarah Kiener, Ana Rostaher, Silvia Rüfenacht, Vidhya Jagannathan, John P Sundberg, Monika Welle, Tosso Leeb

Faculty Research 2022

Investigations of hereditary phenotypes in spontaneous mutants may help to better understand the physiological functions of the altered genes. We investigated two unrelated domestic shorthair cats with bulbous swellings of the hair shafts. The clinical, histopathological, and ultrastructural features were similar to those in mice with lanceolate hair phenotype caused by loss-of-function variants in Dsg4 encoding desmoglein 4. We sequenced the genomes from both affected cats and compared the data of each affected cat to 61 control genomes. A search for private homozygous variants in the DSG4 candidate gene revealed independent frameshift variants in each case, c.76del or p.Ile26fsLeu*4 in …


Tet2 Controls The Responses Of Β Cells To Inflammation In Autoimmune Diabetes., Jinxiu Rui, Songyan Deng, Ana Luisa Perdigoto, Gerald Ponath, Romy Kursawe, Nathan Lawlor, Tomokazu Sumida, Maya Levine-Ritterman, Michael L. Stitzel, David Pitt, Jun Lu, Kevan C Herold Aug 2021

Tet2 Controls The Responses Of Β Cells To Inflammation In Autoimmune Diabetes., Jinxiu Rui, Songyan Deng, Ana Luisa Perdigoto, Gerald Ponath, Romy Kursawe, Nathan Lawlor, Tomokazu Sumida, Maya Levine-Ritterman, Michael L. Stitzel, David Pitt, Jun Lu, Kevan C Herold

Faculty Research 2021

β cells may participate and contribute to their own demise during Type 1 diabetes (T1D). Here we report a role of their expression of Tet2 in regulating immune killing. Tet2 is induced in murine and human β cells with inflammation but its expression is reduced in surviving β cells. Tet2-KO mice that receive WT bone marrow transplants develop insulitis but not diabetes and islet infiltrates do not eliminate β cells even though immune cells from the mice can transfer diabetes to NOD/scid recipients. Tet2-KO recipients are protected from transfer of disease by diabetogenic immune cells.Tet2-KO β cells show reduced expression …


Fos Rescues Neuronal Differentiation Of Sox2-Deleted Neural Stem Cells By Genome-Wide Regulation Of Common Sox2 And Ap1(Fos-Jun) Target Genes., Miriam Pagin, Mattias Pernebrink, Mattia Pitasi, Federica Malighetti, Chew Yee Ngan, Sergio Ottolenghi, Giulio Pavesi, Claudio Cantù, Silvia K Nicolis Jul 2021

Fos Rescues Neuronal Differentiation Of Sox2-Deleted Neural Stem Cells By Genome-Wide Regulation Of Common Sox2 And Ap1(Fos-Jun) Target Genes., Miriam Pagin, Mattias Pernebrink, Mattia Pitasi, Federica Malighetti, Chew Yee Ngan, Sergio Ottolenghi, Giulio Pavesi, Claudio Cantù, Silvia K Nicolis

Faculty Research 2021

The transcription factor SOX2 is important for brain development and for neural stem cells (NSC) maintenance. Sox2-deleted (Sox2-del) NSC from neonatal mouse brain are lost after few passages in culture. Two highly expressed genes, Fos and Socs3, are strongly downregulated in Sox2-del NSC; we previously showed that Fos or Socs3 overexpression by lentiviral transduction fully rescues NSC's long-term maintenance in culture. Sox2-del NSC are severely defective in neuronal production when induced to differentiate. NSC rescued by Sox2 reintroduction correctly differentiate into neurons. Similarly, Fos transduction rescues normal or even increased numbers of immature neurons expressing beta-tubulinIII, but not …


Discovery Of Widespread Transcription Initiation At Microsatellites Predictable By Sequence-Based Deep Neural Network., Mathys Grapotte, Manu Saraswat, Chloé Bessière, Christophe Menichelli, Jordan A Ramilowski, Jessica Severin, Yoshihide Hayashizaki, Masayoshi Itoh, Michihira Tagami, Mitsuyoshi Murata, Miki Kojima-Ishiyama, Shohei Noma, Shuhei Noguchi, Takeya Kasukawa, Akira Hasegawa, Harukazu Suzuki, Hiromi Nishiyori-Sueki, Martin C Frith, Fantom Consortium, Clément Chatelain, Piero Carninci, Michiel J L De Hoon, Wyeth W Wasserman, Laurent Bréhélin, Charles-Henri Lecellier, Judith A. Blake, Carol J Bult Jun 2021

Discovery Of Widespread Transcription Initiation At Microsatellites Predictable By Sequence-Based Deep Neural Network., Mathys Grapotte, Manu Saraswat, Chloé Bessière, Christophe Menichelli, Jordan A Ramilowski, Jessica Severin, Yoshihide Hayashizaki, Masayoshi Itoh, Michihira Tagami, Mitsuyoshi Murata, Miki Kojima-Ishiyama, Shohei Noma, Shuhei Noguchi, Takeya Kasukawa, Akira Hasegawa, Harukazu Suzuki, Hiromi Nishiyori-Sueki, Martin C Frith, Fantom Consortium, Clément Chatelain, Piero Carninci, Michiel J L De Hoon, Wyeth W Wasserman, Laurent Bréhélin, Charles-Henri Lecellier, Judith A. Blake, Carol J Bult

Faculty Research 2021

Using the Cap Analysis of Gene Expression (CAGE) technology, the FANTOM5 consortium provided one of the most comprehensive maps of transcription start sites (TSSs) in several species. Strikingly, ~72% of them could not be assigned to a specific gene and initiate at unconventional regions, outside promoters or enhancers. Here, we probe these unassigned TSSs and show that, in all species studied, a significant fraction of CAGE peaks initiate at microsatellites, also called short tandem repeats (STRs). To confirm this transcription, we develop Cap Trap RNA-seq, a technology which combines cap trapping and long read MinION sequencing. We train sequence-based deep …