Author

Rebecca Gaffey

University of Cambridge

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Bioengineering· 1

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Approach:benchmark study· 1 Research Focus:benchmarking· 1 Research Focus:database / resource· 1 Approach:experimental assay· 1 Approach:machine learning (classical)· 1 Assay:protein sequence· 1 Research Focus:sequence-to-function modeling· 1 Research Focus:software / tool· 1

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Aubin RamoniD· 1 shared Mingyang Ni· 1 shared Olga PredeinaiD· 1 shared Patrick Kunz· 1 shared Pietro SormanniiD· 1 shared Shimobi C. Onuoha· 1 shared

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Aubin RamonORCID

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Recent·Most cited

BioengineeringmAbsPeer-reviewedJan 8, 2025

✦ In-depth digest

Prediction of protein biophysical traits from limited data: a case study on nanobody thermostability through NanoMelt

Aubin Ramon, Mingyang Ni, Olga Predeina…·Pietro Sormanni

NanoMelt, a ridge-stacked ensemble of regressors on four diverse sequence embeddings, predicts nanobody melting temperature from 640 curated sequences, reaching Spearman 0.832 under nested cross-validation.

12 citations

protein sequencemachine learning (classical)

𝕏 PostBluesky