Scope, terminology, and evidence framework
The modified New York and Assessment of SpondyloArthritis International Society (ASAS) criteria were designed to classify research populations, not to diagnose individuals5,6,7,8,9. Classification prioritizes reproducibility within defined entry criteria; diagnosis must incorporate the entire clinical picture, competing explanations, consequences of labeling, and evolution over time. Thus, an ASAS-positive MRI should not be used as shorthand for a confirmed clinical diagnosis, and a negative MRI does not exclude axSpA when inflammation is absent, intermittent, outside the imaged field, or suppressed by treatment12,13,14,15.
Literature search and evidence selection
We performed a structured narrative search of PubMed/MEDLINE, last updated July 22, 2026. Search concepts combined axial spondyloarthritis or ankylosing spondylitis with MRI, sacroiliac joint, spine, BME, structural lesion, differential diagnosis, the Spondyloarthritis Research Consortium of Canada (SPARCC), Berlin, the Canada–Denmark (CANDEN) system, diagnosis, monitoring, treatment response, pediatric imaging, advanced MRI, synthetic CT, and artificial intelligence. Backward and forward citation tracking was performed from key international recommendations, consensus statements, validation studies, and recent treatment-monitoring reports.
Human studies and professional guidance directly relevant to acquisition, lesion definition, diagnostic interpretation, scoring, mimics, monitoring, or emerging applications were considered. Current international guidance, systematic reviews, randomized trials, prospective or multicenter cohorts, and validation studies were prioritized; seminal older studies were retained when they established criteria or instruments. This was a narrative rather than a systematic review, so no PRISMA selection process, formal risk-of-bias assessment, or meta-analysis was undertaken. The reporting examples and workflow algorithms below are author-proposed, pragmatic tools informed by published guidance, unless explicitly stated otherwise.
Standardized MRI acquisition
For diagnostic SIJ evaluation, the 2024 Assessment of SpondyloArthritis International Society–Spondyloarthritis Research and Treatment Network (ASAS–SPARTAN) international consensus recommends a minimum four-sequence, two-plane protocol29. Three semicoronal sequences, aligned parallel to the dorsal cortex of S2, comprise T1-weighted imaging for fat signal and structural damage, a fat-suppressed T2-weighted or short tau inversion recovery (STIR) sequence for active inflammation, and an erosion-sensitive sequence optimized for the bone–cartilage interface. A fourth semiaxial inflammation-sensitive sequence, oriented perpendicular to the semicoronal plane, improves anatomical localization and assessment of mimics. The consensus standardizes acquisition; it should not be interpreted as proof that the protocol itself improves outcomes.
Intravenous gadolinium is not routinely required for typical adult diagnostic or follow-up examinations. It may be added when infection, neoplasm, a postoperative complication, or another atypical process is suspected12,27,30. Spinal MRI should also be selective: SIJ MRI usually has the highest yield in early disease, whereas vertebral corner and discovertebral lesions are less specific. Sagittal T1 and fluid-sensitive whole-spine imaging is most useful when spinal symptoms predominate, SIJ findings are inconclusive despite high suspicion, a trial requires whole-axial quantification, or fracture, neurologic compromise, infection, or an Andersson lesion is suspected11,31,32,33.
Longitudinal examinations require technical comparability. Coverage, plane, slice thickness, spatial resolution, field strength, coil, and fat-suppression method should be reproduced as closely as practical; otherwise, apparent lesion change may reflect acquisition rather than biology12,34,35,36,37. The request should identify the prior MRI, treatment start and exposure, symptom trajectory, CRP or erythrocyte sedimentation rate trend, and the decision to repeat the scan. Side-by-side review of baseline and follow-up studies is preferable to isolated reporting.
Protocol harmonization also supports multicenter studies, quantitative imaging, and artificial intelligence (AI), but it does not eliminate domain shift. Differences between 1.5-T and 3-T systems, vendors, reconstruction, erosion-sensitive sequences, and site-specific quality control remain important. Minimum acquisition standards, documented deviations, periodic protocol audits, and reader training should therefore accompany any numerical threshold, longitudinal score, or algorithmic output.
Adult and pediatric imaging pathways
In adults with chronic back pain that begins before 45 years, imaging follows assessment of pretest probability. Radiography can identify established r-axSpA, whereas SIJ MRI is preferred when radiographs are normal or equivocal, and suspicion persists; in an early-disease pathway, MRI may be the first cross-sectional test12,14,15. The report should combine active and structural lesions, distribution, technical adequacy, and competing explanations. Spine MRI is not a routine substitute for an adequate SIJ study, and the ASAS criteria should not be applied as a stand-alone clinical checklist.
Children and adolescents require a separate pathway. Juvenile spondyloarthritis may initially present with peripheral arthritis, enthesitis, or hip disease, and typical inflammatory back pain may be absent. When axial involvement is suspected, or objective evidence would change treatment, a dedicated SIJ MRI is generally more informative than radiography. Interpretation requires awareness of open physes, red marrow, non-ossified cartilage, and maturation-related joint-margin irregularity that can resemble BME or erosion38,39.
Adult ASAS definitions and adult numerical thresholds should not be transferred automatically to children. In 109 children, the adult ASAS MRI definition had 26% sensitivity and 97% specificity for clinical juvenile spondyloarthritis, whereas global expert assessment was more sensitive but less specific38. Recent pediatric data-driven lesion thresholds show strong agreement with expert image classification, but the reference standard remains expert imaging rather than independent clinical diagnosis40. Equivocal studies should therefore be discussed with pediatric rheumatology and pediatric musculoskeletal imaging experts.
Routine contrast is also difficult to justify in pediatric SIJ MRI. Small pediatric studies found that fluid-sensitive BME was present in all contrast-positive cases and that gadolinium did not improve case detection41. Contrast may still be useful when an infection, tumor, or an unusual synovial process is a realistic alternative. A normal radiograph or a negative MRI cannot independently exclude juvenile axial disease; clinical evolution and the management consequences of additional imaging remain central.
Sacroiliac joint lesions and mimics
BME or osteitis is hyperintense on STIR or T2-weighted fat-suppressed images and usually lies in subchondral or periarticular marrow. Specificity increases with intensity, depth, multiplicity, persistence across slices, and a coherent bilateral or multifocal distribution8,9,10,25,42,43. Small, shallow anterior or inferior foci are common after mechanical loading and should not be equated with disease. Capsulitis, synovitis, and enthesitis can support activity but are less specific and should be interpreted with BME and structural findings.
Structural lesions modify probability. Multiple erosions, backfill, or ankylosis are more persuasive than isolated low-grade BME; fat metaplasia supports previous inflammation only when its distribution and associated lesions are characteristic10,42,43,44,45,46,47. Sclerosis is depicted less directly by conventional MRI than by radiography or CT. The report should describe each domain separately rather than collapsing them into a binary positive or negative label. Table 1 summarizes lesion appearance, diagnostic contribution, and common pitfalls.
Systematic assessment of mimics is an essential component of image interpretation. Pregnancy and the postpartum period, running and other athletic loading, osteitis condensans ilii, degeneration, stress reaction, fracture, infection, and neoplasm can all produce SIJ abnormalities19,20,21,22,23,24,25,26,27,28. Distribution, soft-tissue change, fracture lines, abscess, destructive marrow replacement, and the relationship between active and structural findings help distinguish these entities. When red flags or features of an alternative diagnosis are present, they should be reported explicitly rather than categorized generically as sacroiliitis.
Spinal MRI: added value and specificity limits
Spinal lesions associated with axSpA include anterior and posterior vertebral corner inflammatory lesions, non-corner inflammatory lesions, facet and costovertebral inflammation, and discovertebral abnormalities11,31,32,33. Structural findings include corner fat lesions, erosion, and new bone formation. Confidence increases when several typical corner lesions occur in a young patient with corroborating SIJ disease; an isolated endplate focus provides substantially weaker diagnostic support.
Degenerative Modic change, Schmorl nodes, trauma, infection, diffuse idiopathic skeletal hyperostosis, and osteoporotic fracture can mimic inflammatory disease. Lesion shape, endplate integrity, disc signal, soft-tissue extension, age, and mechanical context should be considered. MRI is essential when acute pain in an ankylosed spine raises concern for occult fracture or neurologic compromise, but CT is complementary for cortical fracture definition.
Spine MRI provides limited additional classification value when an adequate SIJ MRI is negative in an otherwise low-probability patient, and nonspecific spinal lesions may reduce diagnostic precision32. Its use should therefore be driven by symptoms, complications, or a prespecified quantitative study question. If a whole-spine study is obtained, the report should distinguish vertebral body, posterior element, and complication findings, and avoid implying that all corner edema is inflammatory.
Diagnostic performance, reader reliability, and probability-based reporting
MRI performance depends on the referral spectrum, reference standard, protocol, lesion definition, and reader expertise. In a cohort of 109 patients with suspected axSpA, combined SIJ radiography and MRI, interpreted by three radiologists, yielded 74.1% sensitivity, 90.2% specificity, a positive predictive value of 91.5%, a negative predictive value of 71.2%, and a Fleiss kappa of 0.77 without structured clinical information. With structured clinical information, sensitivity was 70.7%, specificity 97.6%, positive predictive value 97.6%, negative predictive value 70.2%, and Fleiss kappa 0.7648. These estimates apply to combined radiography and MRI in an enriched referral cohort, not to MRI used as a screening test.
Reliability also varies by lesion. In the ASAS classification cohort, agreement between local and majority central readings was kappa 0.62 (95% confidence interval 0.53–0.72) for active lesions typical of axSpA but kappa 0.38 (95% confidence interval 0.25–0.50) for structural lesions. Among seven central readers, pairwise reliability for active lesions was higher (median kappa 0.74; range 0.63–0.83); the local false-positive rate was 33.3% against the majority central reading, and discrepant reads changed ASAS classification in 6.4%49. Multireader studies likewise report better reproducibility for inflammation and fat scores than for erosion or backfill, and trial-level scoring reliability does not guarantee agreement in routine practice25,34,35,36,37,50,51,52,53. Research studies should use trained, blinded independent readers, prespecified rules, and adjudication. Clinical services benefit from protocol templates, periodic calibration, access to prior examinations, and multidisciplinary review of high-impact equivocal cases.
We propose four pragmatic reporting categories; they are not validated diagnostic criteria. “Typical for axSpA” denotes substantial or multifocal subchondral inflammation and/or characteristic structural support. “Suspicious/equivocal” denotes limited but potentially characteristic abnormalities whose confidence is reduced by extent, technique, or context. “Nonspecific” is appropriate for small, mechanically located edema without structural support. “Alternative diagnosis favored” is used when morphology and context support degeneration, postpartum or mechanical stress, fracture, infection, or neoplasm. Each report should state observations, confidence, technical limitations, and the principal alternative. Figure 1 summarizes this acquisition-to-action workflow.
Quantifying MRI abnormalities: SPARCC, Berlin, and CANDEN
The Spondyloarthritis Research Consortium of Canada (SPARCC) SIJ inflammation score evaluates six consecutive semicoronal slices and ranges from 0 to 72; the SPARCC spine score evaluates the six most abnormal discovertebral units and ranges from 0 to 10834,35,36. Both are responsive and widely used in trials. Their value depends on trained readers, standardized acquisition, and comparable time points; a numerical change should not be interpreted without image review and the clinical question.
The Berlin modification of the ASspiMRI-a grades BME in 23 vertebral units from C2–C3 to L5–S1 on a 0–3 scale per unit, yielding a total score of 0–6937,51. The Canada–Denmark (CANDEN) system is more comprehensive, covering vertebral bodies and posterior elements and scoring inflammation, fat, erosion, and new bone formation in separate domains52,53. Its anatomical detail supports mechanistic and treatment studies, but increases reading time, and reproducibility is generally lower for some structural than inflammatory domains.
These instruments are research-oriented and not interchangeable. Routine reports should generally include location, extent, active versus structural domain, confidence, and comparison with prior studies rather than a formal score. A score is most useful when a trial or longitudinal assessment uses a prespecified instrument, acquisition is comparable, reader expertise is available, and the result could change interpretation or management. Table 2 compares their scope, structure, validation, and practical role.
Baseline MRI before targeted therapy
Baseline MRI can document objective inflammation when symptoms, examination, and biomarkers are discordant; define whether disease burden lies mainly in the SIJs or spine; and provide a reproducible baseline for subsequent comparisons when future imaging is likely to be clinically useful54,55,56,57. It should not be ordered solely because a targeted therapy is contemplated if the diagnosis and objective inflammatory status are already sufficiently established by other clinical data.
The baseline report should state protocol adequacy, active and structural domains, anatomical distribution, important mimics or complications, and—when formally scored—the instrument and reader method. Clinical documentation should include the Ankylosing Spondylitis Disease Activity Score (ASDAS), Bath Ankylosing Spondylitis Disease Activity Index (BASDAI), CRP, treatment history, and exposure. This facilitates a valid comparison with a documented and technically comparable baseline examination.
Objective MRI inflammation can predict greater average imaging improvement in treatment trials, but it does not identify with certainty which individual will improve symptomatically58,59,60,61,62,63,64,65,66,67,68. Conversely, a patient can have substantial symptoms with little measurable inflammation because pain may reflect structural damage, mechanical disease, central sensitization, or another process. Baseline MRI should therefore be interpreted as one biomarker within a broader clinical model and should not serve as the sole basis for treatment eligibility or exclusion.
Treatment response and early structural remodeling
Tumor necrosis factor inhibitors, interleukin-17 inhibitors, and Janus kinase inhibitors reduce MRI inflammation on average, often before structural outcomes can be assessed57,58,59,60,61,62,63,64,65,66,67,68. Repeat MRI may be clinically justified when persistent symptoms, uncertainty regarding treatment adherence or exposure, discordance between CRP and clinical findings, a suspected complication, or a treatment decision with important clinical consequences remain unresolved. Routine serial imaging in every stable patient is not recommended, and no validated MRI treat-to-target endpoint has been shown to improve long-term outcomes54,55,69.
Recent TRACE data refine the traditional sequential model. In 90 biologic-naive patients, mean combined SIJ and spine inflammation fell by 14.7 points by week 4; reduced SIJ erosion and increased fat lesions and backfill were also detectable at that time70. At the 1-year follow-up, early reductions in inflammation and structural remodeling changes persisted, whereas no early changes in ankylosis or spinal new bone formation were detected71. The open-label design, attrition, and later mixed treatment pathways preclude attributing all observed changes to a single drug or interpreting them as evidence of beneficial long-term structural modification.
COAST-V provides complementary evidence from a randomized treatment period: ixekizumab was associated with reduced SIJ erosion extent and increased backfill by week 16, with further change through week 52 in continuously treated participants72. Because this was a post hoc structural analysis and control groups switched treatment after week 16, it does not establish the prevention of ankylosis. Figure 2, therefore, presents a time-aware framework in which inflammation suppression and early structural remodeling overlap over weeks to months, followed by uncertain long-term structural evolution over years rather than a fixed sequence.
MRI improvement, structural remodeling, and long-term outcomes
MRI improvement is a responsive marker of biological activity but is not a validated surrogate for pain relief, function, quality of life, radiographic progression, or prevention of ankylosis. Residual BME may persist after clinical improvement, and symptoms may remain active despite quiet imaging. Early erosion reduction, fat metaplasia, and backfill may reflect early structural remodeling; however, fat metaplasia and backfill are also implicated in complex pathways linking prior inflammation to new bone formation46,47,73,74,75,76,77,78,79,80.
Long-term structural change occurs on a different timescale and requires methods suited to the lesion. MRI depicts marrow and soft-tissue biology, radiography remains a conventional reference for syndesmophyte progression, and low-dose CT is more sensitive to cortical new bone but involves ionizing radiation. Short therapeutic trials are generally underpowered to demonstrate changes in structural outcomes that evolve over years. Accordingly, a fall in SPARCC or a rise in backfill should not be interpreted as evidence that disability or ankylosis has been prevented.
When clinical and imaging responses diverge, treatment exposure and timing, CRP and ASDAS, mechanical and non-inflammatory pain, imaging technique and mimics, and possible complications should be reassessed. Escalation or switching should be based on the combined evidence and patient goals, not an isolated residual MRI focus. The same caution applies to apparent imaging remission, which does not prove durable drug-free disease control.
Advanced MRI and artificial intelligence: potential and present limitations
Diffusion-weighted and dynamic contrast-enhanced MRI can generate quantitative markers, while three-dimensional gradient-echo, ultrashort- or zero-echo-time imaging, and synthetic CT-like reconstructions may improve structural visualization30,81,82,83,84. Routine use is limited by acquisition time, vendor dependence, post-processing, incomplete standardization, and uncertain incremental value for clinical decision-making. Improved depiction of erosion is not equivalent to improved diagnostic accuracy or patient outcomes.
AI systems can detect or segment SIJ inflammation and structural lesions, but most evidence comes from enriched retrospective expert-center datasets85,86,87,88,89,90. Important limitations include reference-standard and label circularity, underrepresentation of mimics, scanner and protocol domain shift, calibration drift in low-prevalence practice, and performance reporting that emphasizes reader-level accuracy without evaluating effects on clinical decision-making.
Before clinical deployment, advanced methods require multicenter, multi-vendor external validation; reproducibility across field strength and sequence variants; transparent failure analysis; calibration in realistic referral populations; prospective workflow evaluation; and evidence of decision or outcome benefit. Regulatory requirements, cost, interoperability, health equity, and continued radiologist oversight also require consideration. These tools should currently complement rather than replace standardized conventional acquisition and expert interpretation.
Implementation, reproducibility, and evolving definitions
A high-quality service links the referral question, standardized protocol, trained reader, structured report, and multidisciplinary action. Referral forms should record age at onset, symptoms, HLA-B27, CRP, extra-musculoskeletal manifestations, pregnancy or postpartum status, athletic loading, prior imaging, treatment exposure, and the intended clinical decision. Reports should state technical adequacy; active and structural lesions; distribution and extent; mimics, red flags, or alternative diagnosis; reporting category; and comparison with prior examinations. Table 3 maps common clinical questions to minimum coverage, key domains, reporting outputs, and cautions.
Implementation should be standardized alongside terminology. Sites should audit adherence to the four-sequence diagnostic protocol, document any sequence substitutions, calibrate readers using representative mimics, and review discrepant, high-impact cases. Multicenter studies need acquisition manuals, blinded central reading, prespecified adjudication, and scanner-level quality control. Algorithms and quantitative measures should be version-controlled, externally validated, and monitored for performance drift across settings.
MRI definitions and treatment paradigms continue to evolve. Current ASAS criteria remain classification tools, and BME-dominant definitions can generate false positives in mechanically exposed populations. Structural lesions and quantitative thresholds may improve specificity, but proposed updates should not be presented as endorsed standards before formal validation and approval. As treatment access broadens across r-axSpA and nr-axSpA, MRI may confirm objective inflammation, but it should not serve as the sole basis for diagnosis, treatment eligibility, or treatment switching.
Limitations
This narrative review was designed as a practical synthesis rather than a systematic review or meta-analysis. Study selection and emphasis may therefore be influenced by author judgment, publication bias, and the targeted PubMed/MEDLINE search. No formal risk-of-bias assessment was performed, and reported diagnostic or treatment estimates should not be pooled informally across dissimilar populations or reference standards.
Generalizability is limited by heterogeneity in referral prevalence, disease duration, field strength, vendor, protocol, reader training, lesion definition, scoring method, treatment exposure, and follow-up interval. Much of the evidence on scoring systems and AI comes from trials or expert centers. Pediatric validation, routine serial MRI, external AI validation, and the long-term clinical meaning of early structural remodeling remain incomplete. The author-proposed reporting categories and workflow algorithms have not undergone prospective validation.
The evidence base is also changing rapidly. The 2024 acquisition consensus and 2025–2026 treatment-monitoring studies improve standardization and time-aware interpretation but do not settle diagnostic thresholds, surrogate validity, or cost-effectiveness. Future work should use representative low-prevalence cohorts, harmonized acquisition, independent clinical reference standards, transparent central reading, and outcomes that assess whether imaging improves clinical decision-making and yields patient benefits.