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Automatic protocol for quantifying the vasoconstriction in blood vessel images.

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A new automated method quantifies blood vessel constriction after vascular targeted photodynamic therapy (V-PDT) in mice. This technique precisely measures V-PDT effects, aiding in optimizing treatments and understanding mechanisms.

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Area of Science:

  • Biomedical Engineering
  • Photodynamic Therapy
  • Vascular Biology

Background:

  • Vascular targeted photodynamic therapy (V-PDT) is used for vascular diseases.
  • Optimizing V-PDT requires understanding its effects on blood vessels.
  • The dorsal skin-fold window chamber (DSWC) model in mice is crucial for in vivo V-PDT research.

Purpose of the Study:

  • To develop an automated protocol for quantifying blood vessel vasoconstriction after V-PDT.
  • To accurately measure V-PDT-induced changes in blood vessels within the DSWC model.
  • To provide a tool for optimizing V-PDT protocols and elucidating biological mechanisms.

Main Methods:

  • Utilized the DSWC model in nude mice for in vivo V-PDT studies.
  • Developed an automated protocol tracking pixel changes in pre- and post-V-PDT images.
  • Employed Hough transform for region extraction, U-Net for image segmentation, and Speeded-Up Robust Features for image registration.

Main Results:

  • Achieved high accuracy (90.64%), sensitivity (80.12%), and specificity (92.83%) with the U-Net model for image segmentation.
  • Successfully quantified vasoconstriction by tracking disappearing pixels, indicating constricted blood vessels.
  • Observed a significant difference in vasoconstriction between V-PDT and control groups.

Conclusions:

  • The proposed automated protocol accurately quantifies blood vessel vasoconstriction in the DSWC model.
  • This method offers a reliable tool for V-PDT research, avoiding potential issues like new capillary generation.
  • The protocol has potential applications in optimizing clinical V-PDT treatments and advancing mechanistic studies.