Update manuscript link

app.py

@@ -112,7 +112,7 @@ def build_figures(source_type: str, gene: str, transcript: str, chrom: str):
 # -----------------------------
 with gr.Blocks(css=".small-file {height: 64px !important;} .orange-btn {background-color: #ff9800 !important; color: white !important; border: none !important;}") as demo:
     gr.Markdown("## P-KNN precomputed scores (for all missense variants in human genome)")
-    gr.Markdown("GitHub: [brandeslab/P-KNN](https://github.com/Brandes-Lab/P-KNN/) | Dataset: [Hugging Face brandeslab/P-KNN](https://huggingface.co/datasets/brandeslab/P-KNN) | Manuscript: under review")
+    gr.Markdown("GitHub: [brandeslab/P-KNN](https://github.com/Brandes-Lab/P-KNN/) | Dataset: [Hugging Face brandeslab/P-KNN](https://huggingface.co/datasets/brandeslab/P-KNN) | Manuscript: [P-KNN: Maximizing variant classification evidence through joint calibration of multiple pathogenicity prediction tools](https://doi.org/10.1101/2025.09.24.678417)")
     with open(GENE_LIST_FILE, "r", encoding="utf-8") as f:
         choices = [line.strip() for line in f if line.strip()]