2025 Ginkgo Datapoints Antibody Developability Competition outcomes: limited model performance and a call for data standardization

Lood van Niekerk, Joshua Moller, Seth Ritter, Porfirio Quintero-Cadena, Rich Cohen, Georgia Channing, Michael Chungyoun, Laura Rand, Alexander Smith, Aanal Bhatt, Yolaine Pierre, Blake Harris, Xiang Ao, Lucia Grippo, Maximilian Schwenk, Adam Rosenbaum, Olga Allen, Nimra Asi, Jiang Zhu, Aviral Singh, Daksh Sammi, Rushikesh Jadhav, Antonín Dušek, Shyam Chandra, Valentin Badea, Nels Thorsteinson, Nathaniel Blalock, Jeonghyeon Kim, Oliver M. Turnbull, Ameya Kulkarni, Vivek Kohar, Netsanet Gebremedhin, Charlotte M. Deane, Peter M. Tessier, Ammar Arsiwala

Open source

DOI: 10.1080/19420862.2026.2634216
Published: 2026-02-22
Container: mAbs
Publisher: Informa UK Limited
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.1080/19420862.2026.2634216,
  title = {2025 Ginkgo Datapoints Antibody Developability Competition outcomes: limited model performance and a call for data standardization},
  author = {Lood van Niekerk and Joshua Moller and Seth Ritter and Porfirio Quintero-Cadena and Rich Cohen and Georgia Channing and Michael Chungyoun and Laura Rand and Alexander Smith and Aanal Bhatt and Yolaine Pierre and Blake Harris and Xiang Ao and Lucia Grippo and Maximilian Schwenk and Adam Rosenbaum and Olga Allen and Nimra Asi and Jiang Zhu and Aviral Singh and Daksh Sammi and Rushikesh Jadhav and Antonín Dušek and Shyam Chandra and Valentin Badea and Nels Thorsteinson and Nathaniel Blalock and Jeonghyeon Kim and Oliver M. Turnbull and Ameya Kulkarni and Vivek Kohar and Netsanet Gebremedhin and Charlotte M. Deane and Peter M. Tessier and Ammar Arsiwala},
  year = {2026},
  journal = {mAbs},
  doi = {10.1080/19420862.2026.2634216},
  url = {https://doi.org/10.1080/19420862.2026.2634216}
}

RIS

TY  - JOUR
TI  - 2025 Ginkgo Datapoints Antibody Developability Competition outcomes: limited model performance and a call for data standardization
AU  - Lood van Niekerk
AU  - Joshua Moller
AU  - Seth Ritter
AU  - Porfirio Quintero-Cadena
AU  - Rich Cohen
AU  - Georgia Channing
AU  - Michael Chungyoun
AU  - Laura Rand
AU  - Alexander Smith
AU  - Aanal Bhatt
AU  - Yolaine Pierre
AU  - Blake Harris
AU  - Xiang Ao
AU  - Lucia Grippo
AU  - Maximilian Schwenk
AU  - Adam Rosenbaum
AU  - Olga Allen
AU  - Nimra Asi
AU  - Jiang Zhu
AU  - Aviral Singh
AU  - Daksh Sammi
AU  - Rushikesh Jadhav
AU  - Antonín Dušek
AU  - Shyam Chandra
AU  - Valentin Badea
AU  - Nels Thorsteinson
AU  - Nathaniel Blalock
AU  - Jeonghyeon Kim
AU  - Oliver M. Turnbull
AU  - Ameya Kulkarni
AU  - Vivek Kohar
AU  - Netsanet Gebremedhin
AU  - Charlotte M. Deane
AU  - Peter M. Tessier
AU  - Ammar Arsiwala
PY  - 2026
JO  - mAbs
DO  - 10.1080/19420862.2026.2634216
UR  - https://doi.org/10.1080/19420862.2026.2634216
ER  -

APA

Niekerk, L. V., Moller, J., Ritter, S., Quintero-Cadena, P., Cohen, R., Channing, G., Chungyoun, M., Rand, L., Smith, A., Bhatt, A., Pierre, Y., Harris, B., Ao, X., Grippo, L., Schwenk, M., Rosenbaum, A., Allen, O., Asi, N., Zhu, J., Singh, A., Sammi, D., Jadhav, R., Dušek, A., Chandra, S., Badea, V., Thorsteinson, N., Blalock, N., Kim, J., Turnbull, O. M., Kulkarni, A., Kohar, V., Gebremedhin, N., Deane, C. M., Tessier, P. M., & Arsiwala, A. (2026). 2025 Ginkgo Datapoints Antibody Developability Competition outcomes: limited model performance and a call for data standardization. mAbs. https://doi.org/10.1080/19420862.2026.2634216

Source records

crossref · retrieved 2026-09-25T21:23:06.686Z