Medical Observation through Linked Insights. A structured, longitudinal, computable model for complex and rare medical histories — built from one unusually complex patient case, designed for many.
Complex, multisystem, rare-variant patient histories generate information across many specialties, institutions and document formats. Individual findings are repeatedly assessed in isolation, while their temporal, anatomical and potentially biological relationships remain difficult to examine — even though the underlying data already exists.
MOLI began with a concrete case: pathogenic or clinically relevant variants in SDHA and FH, combined with a long history of multifocal bone and organ lesions, endocrine abnormalities, neurological symptoms, imaging findings, pathology, interventions and shifting diagnostic interpretations. The goal is to transform such fragmented records into something inspectable — without collapsing their complexity or uncertainty.
Every clinical element receives a stable identity and remains traceable to its original source. The model connects:
We are examining how MOLI could align with established frameworks while retaining information conventional records often lose — particularly chronology, uncertainty, treatment response and patient-observed relationships.
Which entities and relationships are essential for a scientifically meaningful longitudinal rare-disease graph?
How should verified findings, clinical interpretations and patient-generated hypotheses be distinguished without discarding potentially relevant signals?
How can such a system remain interoperable with established standards while preserving the complexity of an individual patient's history?
At what point could an individual patient model become useful for cohort comparison or research hypothesis generation?
MOLI began with one unusually complex patient history. Its larger purpose is to help make other medically "invisible" patterns examinable, shareable and scientifically useful.
Not asking for formal supervision, medical advice, or a substantial time commitment — an occasional scientific and conceptual sparring partner during this early phase.
If this concept is relevant to your work, we'd be glad to send a concise visual overview and arrange an informal 20–30 minute conversation.
contact@moli-health.org