How to Build a Single-Cell RNA-seq Analysis Pipeline with Scanpy for PBMC Clustering, Annotation, and Trajectory Discovery

In this tutorial, we perform an advanced single-cell RNA-seq analysis workflow using Scanpy on the PBMC-3k benchmark dataset. We start by loading the dataset, inspecting its structure, and applying quality control checks to evaluate gene counts, total counts, mitochondrial content, and ribosomal gene signals. We then filter low-quality cells and genes, detect potential doublets with…

Read More
Scheffler-McIlroy rivalry sparks admiration

Scheffler-McIlroy rivalry sparks admiration

Rory McIlroy and Scottie Scheffler, who collectively have received 4 of the previous 5 main titles, have impressed one another with their psychological focus and {golfing} expertise. As world primary Scheffler and second-ranked McIlroy ready to face a world-class discipline at Aronimink within the 108th PGA Championship beginning Thursday, they examined one another's most formidable…

Read More
Oman shift could reshape remittances

Oman shift could reshape remittances

KARACHI: Pakistan’s dependence on remittances is rising because it seeks to finance its increasing commerce deficit. One of many nations contributing to those remittances is Oman, the place many Pakistani staff ship invaluable international change again dwelling. In the meantime, Oman Imaginative and prescient 2040 goals for long-term financial transformation, which might considerably change employment…

Read More

Pakistan Atomic Energy Commission Jobs June 2026 Advertisement

Looking for government career opportunities in Pakistan? The latest Pakistan Atomic Energy Commission Jobs June 2026 Advertisement has been announced through Public Notice No. S-08/2026. A reputed public sector organization is inviting applications from energetic, qualified, and talented Pakistani nationals for multiple technical, scientific, administrative, and driving positions. Vacancies are available for candidates having qualifications…

Read More