IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v16y2025i1d10.1038_s41467-025-61118-0.html
   My bibliography  Save this article

Quantification of transcript isoforms at the single-cell level using SCALPEL

Author

Listed:
  • Franz Ake

    (Bellvitge Institute for Biomedical Research (IDIBELL)
    University of Barcelona)

  • Marcel Schilling

    (Bellvitge Institute for Biomedical Research (IDIBELL)
    University of Barcelona)

  • Sandra M. Fernández-Moya

    (Bellvitge Institute for Biomedical Research (IDIBELL)
    University of Barcelona)

  • Akshay Jaya Ganesh

    (Bellvitge Institute for Biomedical Research (IDIBELL)
    University of Barcelona)

  • Ana Gutiérrez-Franco

    (Bellvitge Institute for Biomedical Research (IDIBELL)
    University of Barcelona)

  • Lei Li

    (Shenzhen Bay Laboratory)

  • Mireya Plass

    (Bellvitge Institute for Biomedical Research (IDIBELL)
    University of Barcelona
    Biomaterials and Nanomedicine (CIBER-BBN))

Abstract

Single-cell RNA sequencing (scRNA-seq) facilitates the study of transcriptome diversity in individual cells. Yet, many existing methods lack sensitivity and accuracy. Here we introduce SCALPEL, a Nextflow-based tool to quantify and characterize transcript isoforms from standard 3’ scRNA-seq data. Using synthetic data, SCALPEL demonstrates higher sensitivity and specificity compared to other tools. In real datasets, SCALPEL predictions have a high agreement with other tools and can be experimentally validated. The use of SCALPEL on real datasets reveals novel cell populations undetectable using single-cell gene expression data, confirms known 3’ UTR length changes during cell differentiation, and identifies cell-type specific miRNA signatures regulating isoform expression. Additionally, we show that SCALPEL improves isoform quantification using paired long- and short-read scRNA-seq data. Overall, SCALPEL expands the current scRNA-seq toolkit to explore post-transcriptional gene regulation across species, tissues, and technologies, advancing our understanding of gene regulatory mechanisms at the single-cell level.

Suggested Citation

  • Franz Ake & Marcel Schilling & Sandra M. Fernández-Moya & Akshay Jaya Ganesh & Ana Gutiérrez-Franco & Lei Li & Mireya Plass, 2025. "Quantification of transcript isoforms at the single-cell level using SCALPEL," Nature Communications, Nature, vol. 16(1), pages 1-17, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-61118-0
    DOI: 10.1038/s41467-025-61118-0
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-025-61118-0
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-025-61118-0?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Junyue Cao & Malte Spielmann & Xiaojie Qiu & Xingfan Huang & Daniel M. Ibrahim & Andrew J. Hill & Fan Zhang & Stefan Mundlos & Lena Christiansen & Frank J. Steemers & Cole Trapnell & Jay Shendure, 2019. "The single-cell transcriptional landscape of mammalian organogenesis," Nature, Nature, vol. 566(7745), pages 496-502, February.
    2. Vikram Agarwal & Sereno Lopez-Darwin & David R. Kelley & Jay Shendure, 2021. "The landscape of alternative polyadenylation in single cells of the developing mouse embryo," Nature Communications, Nature, vol. 12(1), pages 1-12, December.
    3. Michael Lawrence & Wolfgang Huber & Hervé Pagès & Patrick Aboyoun & Marc Carlson & Robert Gentleman & Martin T Morgan & Vincent J Carey, 2013. "Software for Computing and Annotating Genomic Ranges," PLOS Computational Biology, Public Library of Science, vol. 9(8), pages 1-10, August.
    4. Hui Chen & Zeyang Wang & Lihai Gong & Qixuan Wang & Wenyan Chen & Jia Wang & Xuelian Ma & Ruofan Ding & Xing Li & Xudong Zou & Mireya Plass & Cheng Lian & Ting Ni & Gong-Hong Wei & Wei Li & Lin Deng &, 2024. "A distinct class of pan-cancer susceptibility genes revealed by an alternative polyadenylation transcriptome-wide association study," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    5. Mervin M. Fansler & Sibylle Mitschka & Christine Mayr, 2024. "Quantifying 3′UTR length from scRNA-seq data reveals changes independent of gene expression," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Zachary A. Hing & Janek S. Walker & Ethan C. Whipp & Lindsey Brinton & Matthew Cannon & Pu Zhang & Steven Sher & Casey B. Cempre & Fiona Brown & Porsha L. Smith & Claudio Agostinelli & Stefano A. Pile, 2023. "Dysregulation of PRMT5 in chronic lymphocytic leukemia promotes progression with high risk of Richter’s transformation," Nature Communications, Nature, vol. 14(1), pages 1-21, December.
    2. Zhen Zuo & Xuesen Cheng & Salma Ferdous & Jianming Shao & Jin Li & Yourong Bao & Jean Li & Jiaxiong Lu & Antonio Jacobo Lopez & Juliette Wohlschlegel & Aric Prieve & Mervyn G. Thomas & Thomas A. Reh &, 2024. "Single cell dual-omic atlas of the human developing retina," Nature Communications, Nature, vol. 15(1), pages 1-21, December.
    3. Sivakamasundari Vijayakumar & Roberta Sala & Gugene Kang & Angela Chen & Michelle Ann Pablo & Abidemi Ismail Adebayo & Andrea Cipriano & Jonas L. Fowler & Danielle L. Gomes & Lay Teng Ang & Kyle M. Lo, 2023. "Monolayer platform to generate and purify primordial germ-like cells in vitro provides insights into human germline specification," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
    4. Dafina M. Angelova & Aleksandra Tsolova & Malwina Prater & Noura Ballasy & Wendi Bacon & Russell S. Hamilton & Danielle Blackwell & Ziyi Yu & Xin Li & Xin Liu & Myriam Hemberger & D. Stephen Charnock-, 2025. "Single-cell RNA sequencing identifies CXADR as a fate determinant of the placental exchange surface," Nature Communications, Nature, vol. 16(1), pages 1-22, December.
    5. Eun Jung Lee & Museong Kim & Sooyeon Park & Ji Hyeon Shim & Hyun-Ju Cho & Jung Ah Park & Kihyun Park & Dongeun Lee & Jeong Hwan Kim & Haeun Jeong & Fumio Matsuzaki & Seon-Young Kim & Jaehoon Kim & Han, 2025. "Restoration of retinal regenerative potential of Müller glia by disrupting intercellular Prox1 transfer," Nature Communications, Nature, vol. 16(1), pages 1-17, December.
    6. Brian DeVeale & Leqian Liu & Ryan Boileau & Jennifer Swindlehurst-Chan & Bryan Marsh & Jacob W. Freimer & Adam Abate & Robert Blelloch, 2022. "G1/S restriction point coordinates phasic gene expression and cell differentiation," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    7. Yasuaki Uehara & Yusuke Tanaka & Shuyang Zhao & Nikolaos M. Nikolaidis & Lori B. Pitstick & Huixing Wu & Jane J. Yu & Erik Zhang & Yoshihiro Hasegawa & John G. Noel & Jason C. Gardner & Elizabeth J. K, 2023. "Insights into pulmonary phosphate homeostasis and osteoclastogenesis emerge from the study of pulmonary alveolar microlithiasis," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    8. J. McClatchy & R. Strogantsev & E. Wolfe & H. Y. Lin & M. Mohammadhosseini & B. A. Davis & C. Eden & D. Goldman & W. H. Fleming & P. Conley & G. Wu & L. Cimmino & H. Mohammed & A. Agarwal, 2023. "Clonal hematopoiesis related TET2 loss-of-function impedes IL1β-mediated epigenetic reprogramming in hematopoietic stem and progenitor cells," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    9. Ci Fu & Xiang Zhang & Amanda O. Veri & Kali R. Iyer & Emma Lash & Alice Xue & Huijuan Yan & Nicole M. Revie & Cassandra Wong & Zhen-Yuan Lin & Elizabeth J. Polvi & Sean D. Liston & Benjamin VanderSlui, 2021. "Leveraging machine learning essentiality predictions and chemogenomic interactions to identify antifungal targets," Nature Communications, Nature, vol. 12(1), pages 1-18, December.
    10. Junyi Chen & Xiaoying Wang & Anjun Ma & Qi-En Wang & Bingqiang Liu & Lang Li & Dong Xu & Qin Ma, 2022. "Deep transfer learning of cancer drug responses by integrating bulk and single-cell RNA-seq data," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    11. Kotaro Shimizu & Junichi Kikuta & Yumi Ohta & Yutaka Uchida & Yu Miyamoto & Akito Morimoto & Shinya Yari & Takashi Sato & Takefumi Kamakura & Kazuo Oshima & Ryusuke Imai & Yu-Chen Liu & Daisuke Okuzak, 2023. "Single-cell transcriptomics of human cholesteatoma identifies an activin A-producing osteoclastogenic fibroblast subset inducing bone destruction," Nature Communications, Nature, vol. 14(1), pages 1-12, December.
    12. Young Hee Lee & Yu-Been Kim & Kyu Sik Kim & Mirae Jang & Ha Young Song & Sang-Ho Jung & Dong-Soo Ha & Joon Seok Park & Jaegeon Lee & Kyung Min Kim & Deok-Hyeon Cheon & Inhyeok Baek & Min-Gi Shin & Eun, 2023. "Lateral hypothalamic leptin receptor neurons drive hunger-gated food-seeking and consummatory behaviours in male mice," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    13. Poonam Dhillon & Kelly Ann Mulholland & Hailong Hu & Jihwan Park & Xin Sheng & Amin Abedini & Hongbo Liu & Allison Vassalotti & Junnan Wu & Katalin Susztak, 2023. "Increased levels of endogenous retroviruses trigger fibroinflammation and play a role in kidney disease development," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    14. Andreas Herchenröther & Stefanie Gossen & Tobias Friedrich & Alexander Reim & Nadine Daus & Felix Diegmüller & Jörg Leers & Hakimeh Moghaddas Sani & Sarah Gerstner & Leah Schwarz & Inga Stellmacher & , 2023. "The H2A.Z and NuRD associated protein HMG20A controls early head and heart developmental transcription programs," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    15. Sandra Curras-Alonso & Juliette Soulier & Thomas Defard & Christian Weber & Sophie Heinrich & Hugo Laporte & Sophie Leboucher & Sonia Lameiras & Marie Dutreix & Vincent Favaudon & Florian Massip & Tho, 2023. "An interactive murine single-cell atlas of the lung responses to radiation injury," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    16. Seung-Hyun Jung & Byung-Hee Hwang & Sun Shin & Eun-Hye Park & Sin-Hee Park & Chan Woo Kim & Eunmin Kim & Eunho Choo & Ik Jun Choi & Filip K. Swirski & Kiyuk Chang & Yeun-Jun Chung, 2022. "Spatiotemporal dynamics of macrophage heterogeneity and a potential function of Trem2hi macrophages in infarcted hearts," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    17. Jincan Ke & Jian Xu & Jia Liu & Yumeng Yang & Chenkai Guo & Bingbing Xie & Guizhong Cui & Guangdun Peng & Shengbao Suo, 2025. "High-resolution mapping of single cells in spatial context," Nature Communications, Nature, vol. 16(1), pages 1-21, December.
    18. Hailun Zhu & Sihai Dave Zhao & Alokananda Ray & Yu Zhang & Xin Li, 2022. "A comprehensive temporal patterning gene network in Drosophila medulla neuroblasts revealed by single-cell RNA sequencing," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    19. Brandon M. Lehrich & Evan R. Delgado & Tyler M. Yasaka & Silvia Liu & Catherine Cao & Yuqing Liu & Mohammad N. Taheri & Xiangnan Guan & Hartmut Koeppen & Sucha Singh & Vik Meadows & Jia-Jun Liu & Anya, 2025. "Precision targeting of β-catenin induces tumor reprogramming and immunity in hepatocellular cancers," Nature Communications, Nature, vol. 16(1), pages 1-26, December.
    20. Austin M. Gabel & Andrea E. Belleville & James D. Thomas & Siegen A. McKellar & Taylor R. Nicholas & Toshihiro Banjo & Edie I. Crosse & Robert K. Bradley, 2024. "Multiplexed screening reveals how cancer-specific alternative polyadenylation shapes tumor growth in vivo," Nature Communications, Nature, vol. 15(1), pages 1-14, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-61118-0. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.