Readings
Please try to read the first paper for each week. Other papers listed will be discussed in class and/or will be helpful for the homeworks. In cases where the Pubmed of the paper does not have links to OpenAccess versions of the paper, we will provide a pdf (requires being logged in to Hopkins SSO).
Week 1 (Jan 21/23): scRNA-seq data generation
Week 2 (Jan 28/30): scRNA-seq analysis
- Quality control sections: 6.0 - 6.3
- Normalization section 7.0 - 7.1
- PCA 9.0 - 9.1
- Clustering Whole chapter
- Manual cell typing 11.0 - 11.4
Week 3 (Feb 4/6): Integration and cell typing
Typing and integration methods
- Kiselev VY, Yiu A, Hemberg M. scmap: projection of single-cell RNA-seq data across data sets. Nat Methods. 2018 May;15(5):359-362. doi: 10.1038/nmeth.4644
- Polański K, Young MD, Miao Z, Meyer KB, Teichmann SA, Park JE. BBKNN: fast batch alignment of single cell transcriptomes. Bioinformatics. 2020 Feb 1;36(3):964-965. doi: 10.1093/bioinformatics/btz625
- Tan Y, Cahan P. SingleCellNet: A Computational Tool to Classify Single Cell RNA-Seq Data Across Platforms and Across Species. Cell Syst. 2019 Aug 28;9(2):207-213.e2. doi: 10.1016/j.cels.2019.06.004. Epub 2019 Jul 31
- Korsunsky I, Millard N, Fan J, Slowikowski K, Zhang F, Wei K, Baglaenko Y, Brenner M, Loh PR, Raychaudhuri S. Fast, sensitive and accurate integration of single-cell data with Harmony. Nat Methods. 2019 Dec;16(12):1289-1296. doi: 10.1038/s41592-019-0619-0
Benchmarking studes
- Tran HTN, Ang KS, Chevrier M, Zhang X, Lee NYS, Goh M, Chen J. A benchmark of batch-effect correction methods for single-cell RNA sequencing data. Genome Biol. 2020 Jan 16;21(1):12. doi: 10.1186/s13059-019-1850-9
- Kang JB, Nathan A, Weinand K, Zhang F, Millard N, Rumker L, Moody DB, Korsunsky I, Raychaudhuri S. Efficient and precise single-cell reference atlas mapping with Symphony. Nat Commun. 2021 Oct 7;12(1):5890. doi: 10.1038/s41467-021-25957-x
- Open problems in Single-cell analysis
Week 4 (Feb 11/13): Trajectory inference
Read the Monocle paper
Be sure to read the Monocle paper (#1 below) as it introduces all of the major concepts related to TI and pseudotime.
Methods
- Trapnell C, Cacchiarelli D, Grimsby J, Pokharel P, Li S, Morse M, Lennon NJ, Livak KJ, Mikkelsen TS, Rinn JL. The dynamics and regulators of cell fate decisions are revealed by pseudotemporal ordering of single cells. Nat Biotechnol. 2014 Apr;32(4):381-386. doi: 10.1038/nbt.2859. Epub 2014 Mar 23.
- Faure L, Soldatov R, Kharchenko PV, Adameyko I. scFates: a scalable python package for advanced pseudotime and bifurcation analysis from single-cell data. Bioinformatics. 2023 Jan 1;39(1):btac746. doi: 10.1093/bioinformatics/btac746.
- Street K, Risso D, Fletcher RB, Das D, Ngai J, Yosef N, Purdom E, Dudoit S. Slingshot: cell lineage and pseudotime inference for single-cell transcriptomics. BMC Genomics. 2018 Jun 19;19(1):477. doi:10.1186/s12864-018-4772-0.
Benchmarking
Week 5 (Feb 18/20): Cell fate potency and 'stemness' (Feb 25th/27th)
Read the CytoTRACE paper
Paper #1 describes CytoTRACE. Prioritize this paper; it is good.
- Gulati GS, Sikandar SS, Wesche DJ, Manjunath A, Bharadwaj A, Berger MJ, Ilagan F, Kuo AH, Hsieh RW, Cai S, Zabala M, Scheeren FA, Lobo NA, Qian D, Yu FB, Dirbas FM, Clarke MF, Newman AM. Single-cell transcriptional diversity is a hallmark of developmental potential. Science. 2020 Jan 24;367(6476):405-411. doi: 10.1126/science.aax0249. PMID: 31974247; PMCID: PMC7694873.
- Teschendorff AE, Maity AK, Hu X, Weiyan C, Lechner M. Ultra-fast scalable estimation of single-cell differentiation potency from scRNA-Seq data. Bioinformatics. 2021 Jul 12;37(11):1528-1534. doi: 10.1093/bioinformatics/btaa987. PMID: 33244588; PMCID: PMC8275983.
- Noller K, Cahan P. Cell cycle expression heterogeneity predicts degree of differentiation. Brief Bioinform. 2024 Sep 23;25(6):bbae536. doi: 10.1093/bib/bbae536. PMID: 39446193; PMCID: PMC11500603.
Week 6 (Feb 25/27): Gene regulation
Read the SCENIC+ paper
Paper #1 describes SCENIC+ (prioritize this paper). #2 is a succinct News and Views summary. #3 is a broad review of network biology.
Week 7 (Mar 4/6): Simulations and forecasting
Week 8 (Mar 11/13): Cell-to-cell interactions
No class Mar 18/20 Spring break
Week 13 (Apr 13/15): RNA Velocity, Cell-based modeling
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La Manno G, Soldatov R, Zeisel A, Braun E, Hochgerner H, Petukhov V, Lidschreiber K, Kastriti ME, Lönnerberg P, Furlan A, Fan J, Borm LE, Liu Z, van Bruggen D, Guo J, He X, Barker R, Sundström E, Castelo-Branco G, Cramer P, Adameyko I, Linnarsson S, Kharchenko PV. RNA velocity of single cells. Nature. 2018 Aug;560(7719):494-498. doi: 10.1038/s41586-018-0414-6. Epub 2018 Aug 8. PMID: 30089906; PMCID: PMC6130801.
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Sharpe J. Computer modeling in developmental biology: growing today, essential tomorrow. Development. 2017 Dec 1;144(23):4214-4225. doi: 10.1242/dev.151274. PMID: 29183935.
Week 14 (Apr 22/24): Controversies and clinical trials
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Hwang WS, Ryu YJ, Park JH, Park ES, Lee EG, Koo JM, Jeon HY, Lee BC, Kang SK, Kim SJ, Ahn C, Hwang JH, Park KY, Cibelli JB, Moon SY. RETRACTED: Evidence of a pluripotent human embryonic stem cell line derived from a cloned blastocyst. Science. 2004 Mar 12;303(5664):1669-74. doi: 10.1126/science.1094515. Epub 2004 Feb 12. Retraction in: Science. 2006 Jan 20;311(5759):335. doi: 10.1126/science.1124926. Erratum in: Science. 2005 Dec 16;310(5755):1769. PMID: 14963337.
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Obokata H, Wakayama T, Sasai Y, Kojima K, Vacanti MP, Niwa H, Yamato M, Vacanti CA. Stimulus-triggered fate conversion of somatic cells into pluripotency. Nature. 2014 Jan 30;505(7485):641-7. doi: 10.1038/nature12968. Retraction in: Nature. 2014 Jul 3;511(7507):112. doi: 10.1038/nature13598. PMID: 24476887.
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Wu J, Fu J. Toward developing human organs via embryo models and chimeras. Cell. 2024 Jun 20;187(13):3194-3219. doi: 10.1016/j.cell.2024.05.027. PMID: 38906095; PMCID: PMC11239105 Download only
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Rivron NC, Martinez Arias A, Pera MF, Moris N, M'hamdi HI. An ethical framework for human embryology with embryo models. Cell. 2023 Aug 17;186(17):3548-3557. doi: 10.1016/j.cell.2023.07.028. PMID: 37595564.
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Kirkeby A, Main H, Carpenter M. Pluripotent stem-cell-derived therapies in clinical trial: A 2025 update. Cell Stem Cell. 2025 Jan 2;32(1):10-37. doi: 10.1016/j.stem.2024.12.005. Erratum in: Cell Stem Cell. 2025 Feb 6;32(2):329-331. doi: 10.1016/j.stem.2025.01.003. PMID: 39753110.
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Guidelines for stem cell research and clinical translation from the International Society for Stem Cell Research (ISSCR) Link