Infographic comparing germline and somatic variants by origin and inheritance and cellular distribution.

Somatic Variant Interpretation in Cancer Genomics: Beyond the Variant Call

“Germline and somatic variants run on the same sequencing technology, yet germline asks whether a variant causes inherited disease while somatic asks whether it drives a cancer and can be treated. This post covers the frameworks and knowledgebases that answer the somatic questions, why oncogenicity stays fixed to the variant while actionability shifts with tumor…

Comparative infographic showing the strengths and limitations of short-read and long-read sequencing technologies across six genomic analysis categories: SNVs and small indels, structural variants, tandem repeat expansions, phasing (haplotypes), DNA methylation, and challenging medically relevant genes. The table outlines how short-read sequencing may face limitations such as false negatives, limited repeat sizing, trio-based phasing requirements, and paralog ambiguity, while long-read sequencing enables precise breakpoint detection, motif detection, read-level phasing, single-workflow methylation analysis, and paralog-aware resolution. A final row summarizes the diagnostic consequences associated with each limitation.

Closing the Diagnostic Gap: What Long-Read Sequencing Adds in Rare Disease

“While short-read sequencing has provided the foundation for modern genetics, its inherent blind spots in repetitive and structural regions present a clear ceiling in a first-line diagnostic setting. Long-read sequencing represents a necessary evolution beyond second-line testing, providing a more comprehensive, phased, and epigenetically aware view of the human genome. The maturation of interpretation platforms…

"Rare diseases'' may seem straightforward, affecting a small percentage of the population, although definitions of rarity differ globally. For instance, the U.S. defines these diseases as affecting fewer than 200,000 people, while the EU uses a prevalence criterion of fewer than 1 in 2,000. Additionally, rarity can be context-specific, varying across demographics and regions, emphasizing the intricate nature of these conditions.​

Are Rare Diseases Really Rare?

Rare diseases” may seem straightforward, affecting a small percentage of the population, although definitions of rarity differ globally. For instance, the U.S. defines rare diseases as affecting fewer than 200,000 people, while the EU uses a prevalence criterion of fewer than 1 in 2,000. Additionally, rarity can be context-specific, varying across demographics and regions, emphasizing the intricate nature of these conditions.