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AI-powered ankle impingement detection on MRI. Identify anterior and posterior soft tissue or bony impingement, synovitis, and osteophyte formation. Multi-model analysis of tibiotalar joint pathology.
Ankle impingement refers to painful compression of bone or soft tissue during ankle motion, most commonly at the anterior or posterior tibiotalar joint. Anterior impingement typically results from repetitive dorsiflexion trauma causing osteophyte formation on the distal tibia and talar neck, often seen in athletes such as footballers and dancers. Posterior impingement involves compression of structures behind the ankle during plantarflexion, frequently associated with an os trigonum or elongated lateral tubercle of the talus. Soft tissue impingement can also occur from synovial hypertrophy, meniscoid lesions, or scarred capsular tissue. MRI is the preferred modality for evaluating both osseous and soft tissue causes of impingement. Our AI consortium identifies osteophytes, synovial thickening, and abnormal tibiotalar contact to support clinical decision-making.
Anterior bony impingement is identified on sagittal and coronal CT or MRI by osteophytes on the anterior tibial plafond and dorsal talar neck, with contact visible in dorsiflexion. On MRI, sagittal PD-FS images demonstrate osteophyte size, subchondral marrow edema at the contact zone, and cartilage loss at the tibiotalar joint. Soft-tissue anterolateral impingement shows a hypertrophic synovial band or scar tissue in the anterolateral gutter — appearing as intermediate T1 and low-to-intermediate T2 signal — without osseous prominences. Ankle MRI with the foot in mild dorsiflexion can accentuate contact and confirm diagnosis.
Os trigonum is an accessory ossicle at the posterior talar process that impinges between the posterior tibial plafond and calcaneus during forced plantarflexion. On lateral radiograph, a distinct round ossicle separate from the posterior talar process is diagnostic. MRI adds critical information: STIR hyperintensity within the os trigonum and surrounding soft tissues indicates active impingement, and fluid within the synchondrosis between the os and posterior talar process on T2-FS confirms pathological stress. FHL tenosynovitis frequently co-exists, identified as sheath fluid and intratendinous signal on axial sequences.
AI models can stratify impingement severity by quantifying anterolateral synovial band thickness (>3 mm predicts poor conservative response), osteophyte volume, and cartilage loss grade at the impingement zone on PD-FS sequences. Patients with pure soft-tissue impingement and minimal cartilage change typically respond to ultrasound-guided corticosteroid injection into the anterolateral gutter. Patients with advanced cartilage loss, large anterior osteophytes, or symptomatic os trigonum with FHL involvement generally require arthroscopic debridement or ossicle excision, and AI quantification of these parameters reduces surgical uncertainty.
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