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Dan Frumkin*, Adam Wasserstrom*, Shai Kaplan, Uriel Feige & Ehud Shapiro * equal contributors Genomic variability within an organism exposes its cell lineage tree
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An interdisciplinary slide BiologyComputer Science DNA ….ACTTCTGGCTA….. String
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An interdisciplinary slide BiologyComputer Science DNA ….ACTTCTGGCTA….. String Sequencing
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An interdisciplinary slide C. elegansRooted labeled binary tree BiologyComputer Science
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Cell lineage reconstruction C. elegansRooted labeled binary tree Cell lineage tree (959 cells)
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Organism cell lineage tree 4 6 Zygote Divided cell Dead cell Extant cell (959? XXX OR INCLUDING DEAD CELLS?)
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“Human Cell Lineage Project” Biology Organism Human cell lineage tree (~50,000,000,000,000 cells) ?
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“Human Cell Lineage Project” Two questions: 1.Who cares? 2.Is it possible?
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“Human Cell Lineage Project” 1. Who cares? Developmental biology Immunology Stem-cell research Brain research Cancer research …
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“Human Cell Lineage Project” 1.Who cares? … many biologists 2. Is it possible?
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An imaginary organism: genomic variability encodes cell lineage
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Reconstructing a cell sample lineage tree Actual lineage tree Reconstructed lineage tree
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Potential problems in cell lineage reconstruction Colliding mutations Silent cell divisions
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Genomic variability and cell lineage “the genome is the same in every cell in the body [except for some white blood cells]” (Gilbert, Developmental Biology) We discovered it has enough variability to encode cell lineage
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Genomic variability encodes cell lineage Many types of mutations We focus on microsattelites (MS)
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Genomic variability encodes cell lineage Many types of mutations We focus on microsattelites (MS) Fast mutators (slippage), silent phenotype, abundant (~1.5 million in Human and Mouse) In Human, each cell division induces on average ~48 MS mutations!
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Genomic variability encodes cell lineage In Human, each cell division induces on average ~48 MS mutations! Probability of silent cell division is effectively zero (< XXX 10 -21 ) But colliding MS mutations are possible, hence further analysis is required
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Simulation of lineage reconstruction on random trees
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Mathematical analysis of lineage reconstruction
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Under assumptions consistent with known biological information, the cell lineage tree of a Human (Mouse) in which no cell underwent more than 40 cell divisions, can be reconstructed from its MS mutation information with zero errors, with probability > 97.5%. Mathematical analysis of lineage reconstruction
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“Human Cell Lineage Project” 1.Who cares? Many biologists. 2.Is it possible? Theoretically, yes. 3.Is it feasible?
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DNA Cell lineage tree Extraction of cell identifiers Phylogenetic Inference algorithm
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DNA source Actual tree Reconstructed tree Result Single cells OK Discrete cell clones OK Heterogeneous tissue Problematic
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