{"id":"https://openalex.org/W7128674328","doi":"https://doi.org/10.48550/arxiv.2602.10155","title":"Data-Driven Registration and Modeling of Brain Deformation for Image-Guided Neurosurgery: A Systematic Review","display_name":"Data-Driven Registration and Modeling of Brain Deformation for Image-Guided Neurosurgery: A Systematic Review","publication_year":2026,"publication_date":"2026-02-09","ids":{"openalex":"https://openalex.org/W7128674328","doi":"https://doi.org/10.48550/arxiv.2602.10155"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2602.10155","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5125753631","display_name":"Tiago Assis","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Assis, Tiago","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092889692","display_name":"Colin Galvin","orcid":"https://orcid.org/0009-0003-4529-3521"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Galvin, Colin P.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125769228","display_name":"Joshua P. Castillo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Castillo, Joshua P.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040268333","display_name":"Nazim Haouchine","orcid":"https://orcid.org/0000-0002-1752-3479"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Haouchine, Nazim","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068819751","display_name":"Marta Kersten\u2010Oertel","orcid":"https://orcid.org/0000-0002-9492-8402"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kersten-Oertel, Marta","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013798655","display_name":"Zeyu Gao","orcid":"https://orcid.org/0000-0001-6771-5885"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gao, Zeyu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125687574","display_name":"Mireia Crispin-Ortuzar","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Crispin-Ortuzar, Mireia","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125717314","display_name":"Stephen J. Price","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Price, Stephen J.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066826841","display_name":"Thomas Santarius","orcid":"https://orcid.org/0000-0002-1416-9566"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Santarius, Thomas","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125261316","display_name":"Yangming Ou","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ou, Yangming","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Frisken, Sarah","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Frisken, Sarah","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125758010","display_name":"Nuno C. Garcia","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Garcia, Nuno C.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022796764","display_name":"Alexandra J. Golby","orcid":"https://orcid.org/0000-0001-8461-9561"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Golby, Alexandra J.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061736113","display_name":"Reuben Dorent","orcid":"https://orcid.org/0000-0002-7530-0644"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dorent, Reuben","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5101745432","display_name":"In\u00eas Machado","orcid":"https://orcid.org/0000-0003-4160-9624"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Machado, Ines P.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13597022,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10129","display_name":"Glioma Diagnosis and Treatment","score":0.3720000088214874,"subfield":{"id":"https://openalex.org/subfields/2716","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10129","display_name":"Glioma Diagnosis and Treatment","score":0.3720000088214874,"subfield":{"id":"https://openalex.org/subfields/2716","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11518","display_name":"Cervical and Thoracic Myelopathy","score":0.08720000088214874,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10868","display_name":"Soft Robotics and Applications","score":0.07479999959468842,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/compensation","display_name":"Compensation (psychology)","score":0.54830002784729},{"id":"https://openalex.org/keywords/deformation","display_name":"Deformation (meteorology)","score":0.5357000231742859},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.44679999351501465},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.4059999883174896},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.38690000772476196},{"id":"https://openalex.org/keywords/foundation","display_name":"Foundation (evidence)","score":0.3855000138282776},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.3659999966621399}],"concepts":[{"id":"https://openalex.org/C2780023022","wikidata":"https://www.wikidata.org/wiki/Q1338171","display_name":"Compensation (psychology)","level":2,"score":0.54830002784729},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5360999703407288},{"id":"https://openalex.org/C204366326","wikidata":"https://www.wikidata.org/wiki/Q3027650","display_name":"Deformation (meteorology)","level":2,"score":0.5357000231742859},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.44679999351501465},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.4059999883174896},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.38690000772476196},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.38609999418258667},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.3855000138282776},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37880000472068787},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.3659999966621399},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3635999858379364},{"id":"https://openalex.org/C12770488","wikidata":"https://www.wikidata.org/wiki/Q188449","display_name":"Neurosurgery","level":2,"score":0.34860000014305115},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.3474000096321106},{"id":"https://openalex.org/C2779370443","wikidata":"https://www.wikidata.org/wiki/Q1776627","display_name":"Surgical planning","level":2,"score":0.3384999930858612},{"id":"https://openalex.org/C2777596629","wikidata":"https://www.wikidata.org/wiki/Q10858520","display_name":"Inclusion and exclusion criteria","level":3,"score":0.31690001487731934},{"id":"https://openalex.org/C128840427","wikidata":"https://www.wikidata.org/wiki/Q1302174","display_name":"Motion compensation","level":2,"score":0.30329999327659607},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.29269999265670776},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.27639999985694885},{"id":"https://openalex.org/C2986936838","wikidata":"https://www.wikidata.org/wiki/Q492038","display_name":"Brain tissue","level":2,"score":0.2662000060081482},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2637999951839447}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2602.10155","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2602.10155","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2602.10155","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:doi:10.48550/arxiv.2602.10155","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.7299243211746216}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Accurate":[0],"compensation":[1],"of":[2,69,96,135,210],"brain":[3,44,81,211],"deformation":[4,45,82,105],"is":[5],"critical":[6],"for":[7,43,77,113,162,182,200],"reliable":[8],"image-guided":[9],"neurosurgery.":[10],"Surgical":[11],"manipulation":[12],"and":[13,41,47,67,74,117,132,137,147,160,170,178,189,202,208],"tumor":[14],"resection":[15],"induce":[16],"tissue":[17],"motion,":[18],"causing":[19],"preoperative":[20],"planning":[21],"images":[22],"to":[23],"become":[24],"misaligned":[25],"with":[26,49],"the":[27,133],"intraoperative":[28],"anatomy.":[29],"In":[30],"this":[31,194],"systematic":[32],"review,":[33],"we":[34],"examine":[35,125],"data-driven":[36,206],"methods":[37,79,143],"developed":[38],"between":[39],"2020":[40],"2025":[42],"registration":[46,207],"modeling,":[48],"a":[50,93,197],"particular":[51],"focus":[52],"on":[53,205],"learning-based":[54,101,142],"approaches.":[55],"A":[56],"comprehensive":[57,198],"literature":[58],"search":[59],"was":[60],"conducted":[61],"in":[62,83,87],"PubMed,":[63],"IEEE":[64],"Xplore,":[65],"Scopus,":[66],"Web":[68],"Science":[70],"using":[71],"predefined":[72],"inclusion":[73],"exclusion":[75],"criteria":[76],"computational":[78,148],"addressing":[80],"neurosurgical":[84,183],"imaging,":[85],"resulting":[86],"46":[88],"eligible":[89],"studies.":[90,140],"We":[91,123],"provide":[92],"unified":[94],"analysis":[95],"methodological":[97],"strategies,":[98],"including":[99],"deep":[100],"image":[102],"registration,":[103],"direct":[104],"field":[106],"regression,":[107],"synthesis-driven":[108],"multimodal":[109],"alignment,":[110],"resection-aware":[111],"architectures":[112],"handling":[114],"missing":[115],"correspondences,":[116],"hybrid":[118],"models":[119],"integrating":[120],"biomechanical":[121],"priors.":[122],"also":[124],"dataset":[126],"utilization,":[127],"evaluation":[128,192],"metrics,":[129],"validation":[130],"protocols,":[131],"assessment":[134],"uncertainty":[136],"generalization":[138],"across":[139],"While":[141],"demonstrate":[144],"promising":[145],"accuracy":[146],"efficiency,":[149],"current":[150],"approaches":[151],"remain":[152],"limited":[153],"by":[154],"out-of-distribution":[155],"robustness,":[156],"standardized":[157],"benchmarking,":[158],"interpretability,":[159],"readiness":[161],"clinical":[163],"deployment.":[164],"Our":[165],"review":[166],"highlights":[167],"these":[168],"gaps":[169],"outlines":[171],"future":[172],"directions":[173],"toward":[174],"more":[175],"robust,":[176],"generalizable,":[177],"clinically":[179],"translatable":[180],"solutions":[181],"guidance.":[184],"By":[185],"organizing":[186],"recent":[187],"advances":[188],"critically":[190],"assessing":[191],"practices,":[193],"work":[195],"provides":[196],"reference":[199],"researchers":[201],"clinicians":[203],"working":[204],"modeling":[209],"deformation.":[212]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-02-13T00:00:00"}
