A stratified approach to juvenile idiopathic arthritis: leveraging machine learning to uncover subgroups of patients following treatment with etanercept

Stephanie J W Shoop-Worrall, Saskia Lawson-Tovey, Unknown, Lucy R Wedderburn, Andrew Dick, Michael W Beresford, Athimalaipet V Ramanan, Michael Barnes, Stephen Eyre, Kimme Hyrich, Soumya Raychaudhuri, Chris Wallace, Nophar Geifman, Lucy R Wedderburn, Melissa Kartawinata, Zoe Wanstall, Bethany R Jebson, Alyssia McNeece, Elizabeth Ralph, Vasiliki Alexiou, Fatjon Dekaj, Aline Kimonyo, Fatema Merali, Emma Sumner, Emily Robinson, Andrew Dick, Michael W Beresford, Emil Carlsson, Joanna Fairlie, Jenna F Gritzfeld, Athimalaipet Ramanan, Teresa Duerr, Michael Barnes, Sandra Ng, Kimme Hyrich, Stephen Eyre, Soumya Raychaudhuri, Andrew Morris, Annie Yarwood, Samantha Smith, Stevie Shoop-Worrall, Saskia Lawson-Tovey, John Bowes, Paul Martin, Melissa Tordoff, Michael Stadler, Wendy Thomson, Damian Tarasek, Chris Wallace, Wei-Yu Lin, Nophar Geifman, Sarah Clarke, Victoria J Burton, Thierry Sornasse, Daniela Dastros-Pitei, Sumanta Mukherjee, Jacqui Roberts, Rami Kallala, Helen Neale, John Ioannou, Hussein Al-Mossawi, Eslam Al-Abadi, Vicky Alexiou, Cherelle Allen, Kate Armon, Rehana Begum, Rumena Begum, Mariejennelynn Bostock, Katrin Buerkle, Charlotte Busby, Maryam Butt, Nga Sze (Emily) Cheng, Chia-Ping Chou, Joanna Cobb, Louise Coke, Julie Cook, Jenny Crook, Serena Cruickshank-Hull, Karen Davies, Lucinda Dawson, Fatjon Dekaj, Monika Dimitrova, Julie Enright, Angela Etheridge, Elizabeth (Lizzie) Fofana, Sara Foster, Sophie Foxall, Paul Gilbert, Genevieve Gottschalk, Eileen Hahn, Jeannette Hall, Daniel Hawley, Anne Hinks, Shashi Hirani, Ruth Howman, Alisha Hussein, Fatema Jeraj, Emma Jordan, Melissa Kartawinata, Laura Kassoumeri, Aline Kimonyo, Klaudia Kupiec, Sham Lal, Alice Leahy, Freya Luling Feilding, Ian MacDonald, Alyssia McNeece, Laura Melville, Fatima Merali, Halima Moncrieffe, Gudrun Moore, Kathleen Mulligan, Stanton Newman, Lucy Nguyen, Fiona Patrick, Hannah Peckham, Chadwick Pils, Elizabeth Ralph, Rachel Rikunenko, Emily Robinson, Jennie Sharp, Taunton Southwood, Jason Sowter, Mohammed Zaffar Ullah, Wendy Thomson, Simona Ursu, Hemlata Varsani, Kishore Warrier, Lucy R Wedderburn, Pamela Whitworth, Rachel Wiffen, Alexis Wormall, Patricia Woo, Lucy R Wedderburn, Kimme L Hyrich, Nophar Geifman

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DOI: 10.1093/rap/rkag088
Published: 2026
Container: Rheumatology Advances in Practice
Publisher: Oxford University Press (OUP)
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.1093/rap/rkag088,
  title = {A stratified approach to juvenile idiopathic arthritis: leveraging machine learning to uncover subgroups of patients following treatment with etanercept},
  author = {Stephanie J W Shoop-Worrall and Saskia Lawson-Tovey and Unknown and Lucy R Wedderburn and Andrew Dick and Michael W Beresford and Athimalaipet V Ramanan and Michael Barnes and Stephen Eyre and Kimme Hyrich and Soumya Raychaudhuri and Chris Wallace and Nophar Geifman and Lucy R Wedderburn and Melissa Kartawinata and Zoe Wanstall and Bethany R Jebson and Alyssia McNeece and Elizabeth Ralph and Vasiliki Alexiou and Fatjon Dekaj and Aline Kimonyo and Fatema Merali and Emma Sumner and Emily Robinson and Andrew Dick and Michael W Beresford and Emil Carlsson and Joanna Fairlie and Jenna F Gritzfeld and Athimalaipet Ramanan and Teresa Duerr and Michael Barnes and Sandra Ng and Kimme Hyrich and Stephen Eyre and Soumya Raychaudhuri and Andrew Morris and Annie Yarwood and Samantha Smith and Stevie Shoop-Worrall and Saskia Lawson-Tovey and John Bowes and Paul Martin and Melissa Tordoff and Michael Stadler and Wendy Thomson and Damian Tarasek and Chris Wallace and Wei-Yu Lin and Nophar Geifman and Sarah Clarke and Victoria J Burton and Thierry Sornasse and Daniela Dastros-Pitei and Sumanta Mukherjee and Jacqui Roberts and Rami Kallala and Helen Neale and John Ioannou and Hussein Al-Mossawi and Eslam Al-Abadi and Vicky Alexiou and Cherelle Allen and Kate Armon and Rehana Begum and Rumena Begum and Mariejennelynn Bostock and Katrin Buerkle and Charlotte Busby and Maryam Butt and Nga Sze (Emily) Cheng and Chia-Ping Chou and Joanna Cobb and Louise Coke and Julie Cook and Jenny Crook and Serena Cruickshank-Hull and Karen Davies and Lucinda Dawson and Fatjon Dekaj and Monika Dimitrova and Julie Enright and Angela Etheridge and Elizabeth (Lizzie) Fofana and Sara Foster and Sophie Foxall and Paul Gilbert and Genevieve Gottschalk and Eileen Hahn and Jeannette Hall and Daniel Hawley and Anne Hinks and Shashi Hirani and Ruth Howman and Alisha Hussein and Fatema Jeraj and Emma Jordan and Melissa Kartawinata and Laura Kassoumeri and Aline Kimonyo and Klaudia Kupiec and Sham Lal and Alice Leahy and Freya Luling Feilding and Ian MacDonald and Alyssia McNeece and Laura Melville and Fatima Merali and Halima Moncrieffe and Gudrun Moore and Kathleen Mulligan and Stanton Newman and Lucy Nguyen and Fiona Patrick and Hannah Peckham and Chadwick Pils and Elizabeth Ralph and Rachel Rikunenko and Emily Robinson and Jennie Sharp and Taunton Southwood and Jason Sowter and Mohammed Zaffar Ullah and Wendy Thomson and Simona Ursu and Hemlata Varsani and Kishore Warrier and Lucy R Wedderburn and Pamela Whitworth and Rachel Wiffen and Alexis Wormall and Patricia Woo and Lucy R Wedderburn and Kimme L Hyrich and Nophar Geifman},
  year = {2026},
  journal = {Rheumatology Advances in Practice},
  doi = {10.1093/rap/rkag088},
  url = {https://doi.org/10.1093/rap/rkag088}
}

RIS

TY  - JOUR
TI  - A stratified approach to juvenile idiopathic arthritis: leveraging machine learning to uncover subgroups of patients following treatment with etanercept
AU  - Stephanie J W Shoop-Worrall
AU  - Saskia Lawson-Tovey
AU  - Unknown
AU  - Lucy R Wedderburn
AU  - Andrew Dick
AU  - Michael W Beresford
AU  - Athimalaipet V Ramanan
AU  - Michael Barnes
AU  - Stephen Eyre
AU  - Kimme Hyrich
AU  - Soumya Raychaudhuri
AU  - Chris Wallace
AU  - Nophar Geifman
AU  - Lucy R Wedderburn
AU  - Melissa Kartawinata
AU  - Zoe Wanstall
AU  - Bethany R Jebson
AU  - Alyssia McNeece
AU  - Elizabeth Ralph
AU  - Vasiliki Alexiou
AU  - Fatjon Dekaj
AU  - Aline Kimonyo
AU  - Fatema Merali
AU  - Emma Sumner
AU  - Emily Robinson
AU  - Andrew Dick
AU  - Michael W Beresford
AU  - Emil Carlsson
AU  - Joanna Fairlie
AU  - Jenna F Gritzfeld
AU  - Athimalaipet Ramanan
AU  - Teresa Duerr
AU  - Michael Barnes
AU  - Sandra Ng
AU  - Kimme Hyrich
AU  - Stephen Eyre
AU  - Soumya Raychaudhuri
AU  - Andrew Morris
AU  - Annie Yarwood
AU  - Samantha Smith
AU  - Stevie Shoop-Worrall
AU  - Saskia Lawson-Tovey
AU  - John Bowes
AU  - Paul Martin
AU  - Melissa Tordoff
AU  - Michael Stadler
AU  - Wendy Thomson
AU  - Damian Tarasek
AU  - Chris Wallace
AU  - Wei-Yu Lin
AU  - Nophar Geifman
AU  - Sarah Clarke
AU  - Victoria J Burton
AU  - Thierry Sornasse
AU  - Daniela Dastros-Pitei
AU  - Sumanta Mukherjee
AU  - Jacqui Roberts
AU  - Rami Kallala
AU  - Helen Neale
AU  - John Ioannou
AU  - Hussein Al-Mossawi
AU  - Eslam Al-Abadi
AU  - Vicky Alexiou
AU  - Cherelle Allen
AU  - Kate Armon
AU  - Rehana Begum
AU  - Rumena Begum
AU  - Mariejennelynn Bostock
AU  - Katrin Buerkle
AU  - Charlotte Busby
AU  - Maryam Butt
AU  - Nga Sze (Emily) Cheng
AU  - Chia-Ping Chou
AU  - Joanna Cobb
AU  - Louise Coke
AU  - Julie Cook
AU  - Jenny Crook
AU  - Serena Cruickshank-Hull
AU  - Karen Davies
AU  - Lucinda Dawson
AU  - Fatjon Dekaj
AU  - Monika Dimitrova
AU  - Julie Enright
AU  - Angela Etheridge
AU  - Elizabeth (Lizzie) Fofana
AU  - Sara Foster
AU  - Sophie Foxall
AU  - Paul Gilbert
AU  - Genevieve Gottschalk
AU  - Eileen Hahn
AU  - Jeannette Hall
AU  - Daniel Hawley
AU  - Anne Hinks
AU  - Shashi Hirani
AU  - Ruth Howman
AU  - Alisha Hussein
AU  - Fatema Jeraj
AU  - Emma Jordan
AU  - Melissa Kartawinata
AU  - Laura Kassoumeri
AU  - Aline Kimonyo
AU  - Klaudia Kupiec
AU  - Sham Lal
AU  - Alice Leahy
AU  - Freya Luling Feilding
AU  - Ian MacDonald
AU  - Alyssia McNeece
AU  - Laura Melville
AU  - Fatima Merali
AU  - Halima Moncrieffe
AU  - Gudrun Moore
AU  - Kathleen Mulligan
AU  - Stanton Newman
AU  - Lucy Nguyen
AU  - Fiona Patrick
AU  - Hannah Peckham
AU  - Chadwick Pils
AU  - Elizabeth Ralph
AU  - Rachel Rikunenko
AU  - Emily Robinson
AU  - Jennie Sharp
AU  - Taunton Southwood
AU  - Jason Sowter
AU  - Mohammed Zaffar Ullah
AU  - Wendy Thomson
AU  - Simona Ursu
AU  - Hemlata Varsani
AU  - Kishore Warrier
AU  - Lucy R Wedderburn
AU  - Pamela Whitworth
AU  - Rachel Wiffen
AU  - Alexis Wormall
AU  - Patricia Woo
AU  - Lucy R Wedderburn
AU  - Kimme L Hyrich
AU  - Nophar Geifman
PY  - 2026
JO  - Rheumatology Advances in Practice
DO  - 10.1093/rap/rkag088
UR  - https://doi.org/10.1093/rap/rkag088
ER  -

APA

Shoop-Worrall, S. J. W., Lawson-Tovey, S., Unknown, Wedderburn, L. R., Dick, A., Beresford, M. W., Ramanan, A. V., Barnes, M., Eyre, S., Hyrich, K., Raychaudhuri, S., Wallace, C., Geifman, N., Wedderburn, L. R., Kartawinata, M., Wanstall, Z., Jebson, B. R., McNeece, A., Ralph, E., Alexiou, V., Dekaj, F., Kimonyo, A., Merali, F., Sumner, E., Robinson, E., Dick, A., Beresford, M. W., Carlsson, E., Fairlie, J., Gritzfeld, J. F., Ramanan, A., Duerr, T., Barnes, M., Ng, S., Hyrich, K., Eyre, S., Raychaudhuri, S., Morris, A., Yarwood, A., Smith, S., Shoop-Worrall, S., Lawson-Tovey, S., Bowes, J., Martin, P., Tordoff, M., Stadler, M., Thomson, W., Tarasek, D., Wallace, C., Lin, W., Geifman, N., Clarke, S., Burton, V. J., Sornasse, T., Dastros-Pitei, D., Mukherjee, S., Roberts, J., Kallala, R., Neale, H., Ioannou, J., Al-Mossawi, H., Al-Abadi, E., Alexiou, V., Allen, C., Armon, K., Begum, R., Begum, R., Bostock, M., Buerkle, K., Busby, C., Butt, M., Cheng, N. S. (., Chou, C., Cobb, J., Coke, L., Cook, J., Crook, J., Cruickshank-Hull, S., Davies, K., Dawson, L., Dekaj, F., Dimitrova, M., Enright, J., Etheridge, A., Fofana, E. (., Foster, S., Foxall, S., Gilbert, P., Gottschalk, G., Hahn, E., Hall, J., Hawley, D., Hinks, A., Hirani, S., Howman, R., Hussein, A., Jeraj, F., Jordan, E., Kartawinata, M., Kassoumeri, L., Kimonyo, A., Kupiec, K., Lal, S., Leahy, A., Feilding, F. L., MacDonald, I., McNeece, A., Melville, L., Merali, F., Moncrieffe, H., Moore, G., Mulligan, K., Newman, S., Nguyen, L., Patrick, F., Peckham, H., Pils, C., Ralph, E., Rikunenko, R., Robinson, E., Sharp, J., Southwood, T., Sowter, J., Ullah, M. Z., Thomson, W., Ursu, S., Varsani, H., Warrier, K., Wedderburn, L. R., Whitworth, P., Wiffen, R., Wormall, A., Woo, P., Wedderburn, L. R., Hyrich, K. L., & Geifman, N. (2026). A stratified approach to juvenile idiopathic arthritis: leveraging machine learning to uncover subgroups of patients following treatment with etanercept. Rheumatology Advances in Practice. https://doi.org/10.1093/rap/rkag088

Source records

crossref · retrieved 2026-09-25T03:45:17.801Z