Single-cell RNA-seq Data Have Prevalent Blood Contamination but Can Be Rescued by Originator, a Computational Tool Separating Single-cell RNA-seq by Genetic and Contextual Information
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Abstract
Single-cell RNA sequencing (scRNA-seq) data from complex human tissues have prevalent blood cell contamination during the sample preparation process. They may also comprise cells of different genetic makeups. We propose a new computational framework, Originator, which deciphers single cells by genetic origin and separates immune cells of blood contamination from those of expected tissue-resident cells. We demonstrate the accuracy of Originator at separating immune cells from the blood and tissue as well as cells of different genetic origins, using a variety of artificially mixed and real datasets, including pancreatic cancer and placentas as examples.
References
1.
Wu T, Hu E, Xu S, Chen M, Guo P, Dai Z
. clusterProfiler 4.0: A universal enrichment tool for interpreting omics data. Innovation (Camb). 2021; 2(3):100141.
PMC: 8454663.
DOI: 10.1016/j.xinn.2021.100141.
View
2.
MacPhee D, Mostachfi H, Han R, Lye S, Post M, Caniggia I
. Focal adhesion kinase is a key mediator of human trophoblast development. Lab Invest. 2001; 81(11):1469-83.
DOI: 10.1038/labinvest.3780362.
View
3.
Sikkema L, Ramirez-Suastegui C, Strobl D, Gillett T, Zappia L, Madissoon E
. An integrated cell atlas of the lung in health and disease. Nat Med. 2023; 29(6):1563-1577.
PMC: 10287567.
DOI: 10.1038/s41591-023-02327-2.
View
4.
Palaiologou E, Etter O, Goggin P, Chatelet D, Johnston D, Lofthouse E
. Human placental villi contain stromal macrovesicles associated with networks of stellate cells. J Anat. 2019; 236(1):132-141.
PMC: 6904625.
DOI: 10.1111/joa.13082.
View
5.
Bischoff P, Trinks A, Obermayer B, Pett J, Wiederspahn J, Uhlitz F
. Single-cell RNA sequencing reveals distinct tumor microenvironmental patterns in lung adenocarcinoma. Oncogene. 2021; 40(50):6748-6758.
PMC: 8677623.
DOI: 10.1038/s41388-021-02054-3.
View