Giacomo Marino

Bioinformatician & Full Stack Developer

I'm a full-stack developer specializing in bioinformatics. For three years, I worked as a Bioinformatics Software Engineer at the Ma'ayan Laboratory at the Icahn School of Medicine at Mount Sinai, where I developed web servers and bioinformatics tools. I graduated from Brown University in 2022 with an ScB in Neuroscience and an AB in Computer Science. I'm now headed to Yale University to pursue a PhD in the Computational Biology and Biomedical Informatics program. Check out one of my recent projects:

Typescript, PL/pgSQL, PostGraphile, Rust, Python, Next.js, TailwindCSS, Docker
RummaGEO
Automatically generated signatures from GEO

The Gene Expression Omnibus (GEO) is a major open biomedical research repository for transcriptomics and other omics datasets. It currently contains millions of gene expression samples from tens of thousands of studies collected by many biomedical research laboratories from around the world. While users of the GEO repository can search the metadata describing studies and samples for locating relevant studies, there is currently no method or resource that facilitates global search of GEO at the data level. To address this shortcoming, we developed RummaGEO, a webserver application that enables gene expression signature search against all human and mouse RNA-seq studies deposited into GEO. To enable such a search engine, we performed offline automatic identification of conditions from uniformly aligned GEO studies available from ARCHS4, and then computed differential expression signatures to extract gene sets from these signatures. In total, RummaGEO currently contains 178,975 human and 203,427 mouse gene sets from 30,576 GEO studies. Overall, RummaGEO provides an unprecedented resource for the biomedical research community enabling hypotheses generation for many future studies.

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