Stimulated Raman Scattering Microscopy Enables Gleason Scoring of Prostate Core Needle Biopsy by a Convolutional Neural Network.

Jianpeng Ao Xiaoguang Shao Zhijie Liu Qiang Liu Jun Xia Yongheng Shi Lin Qi Jiahua Pan Minbiao Ji

Published in: Cancer research (2023)

A platform combining stimulated Raman scattering microscopy and a convolutional neural network provides rapid histopathology and automated Gleason scoring on fresh prostate core needle biopsies without complex tissue processing.

Keyphrases

convolutional neural network
prostate cancer
ultrasound guided
high throughput
deep learning
label free
radical prostatectomy
fine needle aspiration
single molecule
high resolution
high speed
optical coherence tomography
machine learning
benign prostatic hyperplasia
raman spectroscopy
single cell
quantum dots