Nov 20, 2025 · To overcome these challenges, we introduce MultiVeloVAE, a probabilistic framework for multi-sample RNA velocity inference that integrates single-cell RNA and multi-omic data.

Package Installation The package depends on several popular packages in computational biology and machine learning, including scanpy, scVelo, PyTorch, and scikit-learn. We suggest using a GPU to …

Nov 21, 2025 · 标题: 从多谱系、多组学和多样本单细胞数据中推断差异动态的MultiVeloVAE方法 英文标题: Inferring differential dynamics from multi-lineage, multi-omic, and multi-sample single-cell data …

Nov 6, 2025 · To overcome these challenges, we introduce MultiVeloVAE, a probabilistic framework for multi-sample RNA velocity inference that integrates single-cell RNA and multi-omic data.

Oct 23, 2024 · MultiVelo - Velocity Inference from Single-Cell Multi-Omic Data Single-cell multi-omic datasets, in which multiple molecular modalities are profiled within the same cell, provide a unique …

May 27, 2025 · This document provides a high-level introduction to MultiVeloVAE, a deep learning framework for inferring RNA velocity from multi-omic single-cell data. It covers the system …

Oct 13, 2022 · Similar content being viewed by others Inferring differential dynamics from multi-lineage, multi-omic, and multi-sample single-cell data with MultiVeloVAE Article Open access 20 November …

Feb 20, 2025 · MultiVeloVAE - Velocity inference from multi-lineage, multi-omic, and multi-sample single-cell data

Nov 6, 2025 · Single multi-omic dataset (EB) [1]: import numpy as np import scanpy as sc import scvelo as scv import torch import matplotlib.pyplot as plt import umap import os import multivelovae as vv …

To overcome these challenges, we introduce MultiVeloVAE, a probabilistic framework for multi-sample RNA velocity inference that integrates single-cell RNA and multi-omic data.