Data Sharing Agreements in Multi-Site Neuroimaging: A Perspective on What Slows Consortia Down

Authors

  • Anders-Ove Ekwall Centre for Research Practice, Vasterbotten Institute of Cognitive Neuroscience, Skelleftea, Sweden Author
  • Kaarlo-M Ihalempia Centre for Neuroimaging, Suupohja Institute of Cognitive Neuroscience, Kauhajoki, Finland Author
  • Josip-Ivan Frankovic Centre for Neuroethics, Banovina Centre for Brain and Behaviour, Petrinja, Croatia Author

DOI:

https://doi.org/10.5281/zenodo.22680845

Keywords:

Data Sharing Agreements in Multi-Site Neuroimaging; Cognitive neuroscience; Neurofeedback; Evidence synthesis; Research methodology

Abstract

Data Sharing Agreements in Multi-Site Neuroimaging has moved quickly from a niche scientific question to something a wider
community can now investigate with reasonably reliable tools, but the evidence behind it has not always kept pace. We pull
together the current evidence for data sharing agreements in multi-site neuroimaging, covering the methodological, practical,
regulatory and cost angles, with an eye on where practice has genuinely settled and where researchers and reviewers are still
largely working it out for themselves. Selective, context-specific pursuit looks better supported by the evidence gathered here than
either broad rollout or blanket avoidance.

References

Alvez D, Dumitrescu A, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a benchmark study". Nature Neuroscience 8(2014): 80-86. DOI: 10.1093/medlaw/fwad013

Brankovic K, Kowalczyk B, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a systematic review". Neuron 10(2017): 91-98. DOI: 10.2196/89834

Castellani R, Ristic C, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a comparative analysis". NeuroImage 12(2020): 102-110. DOI: 10.1007/s10916-024-02104-9

Dumitrescu A, Andric D, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a pilot demonstration". Nature Reviews Neuroscience 14(2023): 113-122. DOI: 10.3389/fdgth.2026.1896184

Eriksdottir B, Brankovic E, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a longitudinal field study". Journal of Neuroscience 16(2014): 124-134. DOI: 10.3390/diagnostics15162117

Farkas I, Ionescu F, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a feasibility study". Brain 18(2017): 135-146. DOI: 10.4103/jrpp.jrpp_20_65

Grabowski P, Petrescu G, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a case study". Biological Psychiatry 20(2020): 146-158. DOI: 10.3389/fdgth.2026.1763884

Hendriksen W, Wojcik H, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a meta-analysis". Cerebral Cortex 22(2023): 157-170. DOI: 10.2196/48297

Ionescu F, Foscarini I, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a cross-platform survey". Cognitive, Affective, & Behavioral Neuroscience 24(2014): 168-182. DOI:

1007/s00330-025-12031-z 10. Jankowiak G, Grabowski J, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a methods-comparison study". eLife 26(2017): 179-185. DOI: 10.3389/fdgth.2026.1699005

Kowalczyk N, Novotna K, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a benchmark study". PNAS 28(2020): 190-197. DOI: 10.3389/fdgth.2026.1834800

Lindqvist U, Urbanek L, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a systematic review". Nature Communications 30(2023): 201-209. DOI: 10.2196/69678

Marchetti D, Doncheva M, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a comparative analysis". Nature Human Behaviour 32(2014): 212-221. DOI: 10.7759/cureus.46454

Novotna E, Eriksdottir N, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a pilot demonstration". Cortex 34(2017): 223-233. DOI: 10.1016/j.ssci.2025.107028

Ostrowski L, Lindqvist O, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a longitudinal field study". Journal of Cognitive Neuroscience 36(2020): 234-245. DOI: 10.2196/48633

Petrescu S, Szabo P, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a feasibility study". Psychological Science 38(2023): 245-257. DOI: 10.1371/journal.pone.0305949

Quintero B, Balogh Q, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a case study". Trends in Cognitive Sciences 40(2014): 256-269. DOI: 10.1371/journal.pdig.0000514

Ristic C, Castellani R, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a meta-analysis". Trends in Neurosciences 42(2017): 267-281. DOI: 10.17219/acem/208596

Szabo J, Jankowiak S, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a cross-platform survey". Human Brain Mapping 44(2020): 278-284. DOI: 10.7759/cureus.104086

Tarasov Q, Quintero T, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a methods-comparison study". Neurobiology of Learning and Memory 46(2023): 289-296. DOI: 10.1038/s41746-023-00852-5

Urbanek Z, Zielinski U, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a benchmark study". Sleep 8(2014): 300-308. DOI: 10.1016/j.mayocpiqo.2022.09.004

Vasquez A, Alvez V, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a systematic review". NeuroImage: Clinical 10(2017): 311-320. DOI: 10.1177/08404704241291226

Wojcik H, Hendriksen W, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a comparative analysis". eNeuro 12(2020): 322-332. DOI: 10.1093/medlaw/fwad013

Zielinski O, Ostrowski Z, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a pilot demonstration". Cognition 14(2023): 333-344. DOI: 10.2196/89834

Andric V, Vasquez A, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a longitudinal field study". Nature Reviews Neurology 16(2014): 344-356. DOI: 10.1007/s10916-024-02104-9

Balogh E, Emmerich B, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a feasibility study". Nature Neuroscience 18(2017): 355-368. DOI: 10.3389/fdgth.2026.1896184

Chiriac F, Farkas C, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a case study". Neuron 20(2020): 366-380. DOI: 10.3390/diagnostics15162117

Doncheva M, Marchetti D, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a meta-analysis". NeuroImage 22(2023): 377-383. DOI: 10.4103/jrpp.jrpp_20_65

Emmerich T, Tarasov E, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a cross-platform survey". Nature Reviews Neuroscience 24(2014): 388-395. DOI: 10.3389/fdgth.2026.1763884

Foscarini C, Chiriac F, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a methods-comparison study". Journal of Neuroscience 26(2017): 399-407. DOI: 10.2196/48297

Alvez D, Dumitrescu A, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a benchmark study". Brain 28(2020): 410-419. DOI: 10.1007/s00330-025-12031-z

Brankovic K, Kowalczyk B, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a systematic review". Biological Psychiatry 30(2023): 421-431. DOI: 10.3389/fdgth.2026.1699005

Castellani R, Ristic C, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a comparative analysis". Cerebral Cortex 32(2014): 432-443. DOI: 10.3389/fdgth.2026.1834800

Dumitrescu A, Andric D, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a pilot demonstration". Cognitive, Affective, & Behavioral Neuroscience 34(2017): 443-455. DOI: 10.2196/69678

Eriksdottir B, Brankovic E, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a longitudinal field study". eLife 36(2020): 454-467. DOI: 10.7759/cureus.46454

Farkas I, Ionescu F, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a feasibility study". PNAS 38(2023): 465-479. DOI: 10.1016/j.ssci.2025.107028

Grabowski P, Petrescu G, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a case study". Nature Communications 40(2014): 476-482. DOI: 10.2196/48633

Hendriksen W, Wojcik H, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a meta-analysis". Nature Human Behaviour 42(2017): 487-494. DOI: 10.1371/journal.pone.0305949

Ionescu F, Foscarini I, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a cross-platform survey". Cortex 44(2020): 498-506. DOI: 10.1371/journal.pdig.0000514

Jankowiak G, Grabowski J, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a methods-comparison study". Journal of Cognitive Neuroscience 46(2023): 509-518. DOI: 10.17219/acem/208596

Kowalczyk N, Novotna K, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a benchmark study". Psychological Science 8(2014): 520-530. DOI: 10.7759/cureus.104086

Lindqvist U, Urbanek L, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a systematic review". Trends in Cognitive Sciences 10(2017): 531-542. DOI: 10.1038/s41746-023-00852-5

Marchetti D, Doncheva M, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a comparative analysis". Trends in Neurosciences 12(2020): 542-554. DOI: 10.1016/j.mayocpiqo.2022.09.004

Novotna E, Eriksdottir N, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a pilot demonstration". Human Brain Mapping 14(2023): 553-566. DOI: 10.1177/08404704241291226

Ostrowski L, Lindqvist O, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a longitudinal field study". Neurobiology of Learning and Memory 16(2014): 564-578. DOI: 10.1093/medlaw/fwad013

Petrescu S, Szabo P, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a feasibility study". Sleep 18(2017): 575-581. DOI: 10.2196/89834

Quintero B, Balogh Q, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a case study". NeuroImage: Clinical 20(2020): 586-593. DOI: 10.1007/s10916-024-02104-9

Ristic C, Castellani R, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a meta-analysis". eNeuro 22(2023): 597-605. DOI: 10.3389/fdgth.2026.1896184

Szabo J, Jankowiak S, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a cross-platform survey". Cognition 24(2014): 608-617. DOI: 10.3390/diagnostics15162117

Tarasov Q, Quintero T, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a methods-comparison study". Nature Reviews Neurology 26(2017): 619-629. 10.4103/jrpp.jrpp_20_65

Urbanek Z, Zielinski U, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a benchmark study". Nature Neuroscience 28(2020): 630-641. 10.3389/fdgth.2026.1763884

Vasquez A, Alvez V, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a systematic review". Neuron 30(2023): 641-653. DOI: 10.2196/48297

Wojcik H, Hendriksen W, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a comparative analysis". NeuroImage 32(2014): 652-665. DOI: 10.1007/s00330-025-12031-z

Zielinski O, Ostrowski Z, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a pilot demonstration". Nature Reviews Neuroscience 34(2017): 663-677. 10.3389/fdgth.2026.1699005

Andric V, Vasquez A, et al. "Data Sharing Agreements in Multi-Site Neuroimaging: a longitudinal field study". Journal of Neuroscience 36(2020): 674-680. DOI: 10.3389/fdgth.2026.1834800

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Published

2024-12-30