DSF-AI

Case Study: Pharmaceutical DSC Polymorph Screening

DSF-AI detected all 5 thermal transitions including a glass transition and decomposition onset missed by standard peak-picking analysis.

The Data

Heat flow vs. temperature for a pharmaceutical compound, measured by differential scanning calorimetry (DSC) from 25°C to 300°C. 2,000 data points. The compound has a known glass transition, two polymorphic conversions, a melt, and a decomposition onset.

Results

TransitionExpectedDSF-AI DetectedRegime
Glass transition~55°C62°CVOLATILE (61-63°C)
Polymorph I conversion~86°C86°CVOLATILE (81-106°C)
Polymorph II conversion~143°C143°CVOLATILE (139-148°C)
Melt~211°C211°CVOLATILE (206-232°C)
Decomposition onset~265°C263°CVOLATILE (263-300°C)

5 of 5 transitions detected. Standard manual peak-picking typically identifies only the two polymorphic peaks and the melt (3 of 5). The glass transition is a subtle step change, not a peak. The decomposition onset is a gradual exotherm, not a sharp feature.

Stability Map

DSF-AI classified the entire temperature range into distinct stability regions, identifying where the material is thermally quiet, actively transitioning, or approaching a transition:

RegionRangeInterpretation
STABLE25-61°CStable glassy state, no thermal activity
VOLATILE61-63°CGlass transition
STABLE63-70°CPost-glass relaxation
TRANSITIONAL70-81°CApproaching polymorphic conversion
VOLATILE81-106°CPolymorph I conversion (broad)
DEGENERATE108-139°CStable polymorphic form
VOLATILE139-148°CPolymorph II conversion
STABLE148-158°CStable post-conversion
TRANSITIONAL160-206°CPre-melt softening
VOLATILE206-232°CMelt
DEGENERATE232-263°CLiquid state
VOLATILE263-300°CDecomposition onset

Why This Matters for Pharma

ICH Q6A requires identification of all polymorphic forms. Missing a glass transition means missing an amorphous form. Missing a decomposition onset means potentially overstating thermal stability. DSF-AI provides a fast, automated first pass that flags every transition in the DSC curve — not just the obvious peaks.

Try It Yourself

Download the sample DSC data and run it through DSF-AI:

Download Sample DSC (29 KB)

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