Biological networks have an inherent simplicity: they are modular with a design that can be separated into units that perform almost independently. Furthermore, they show reuse of recurring patterns termed network motifs. Little is known about the evolutionary origin of these properties. Current models of biological evolution typically produce networks that are highly nonmodular and lack understandable motifs. Here, we suggest a possible explanation for the origin of modularity and network motifs in biology. We use standard evolutionary algorithms to evolve networks. A key feature in this study is evolution under an environment (evolutionary goal) that changes in a modular fashion. That is, we repeatedly switch between several goals, each made of a different combination of subgoals. We find that such “modularly varying goals” lead to the spontaneous evolution of modular network structure and network motifs. The resulting networks rapidly evolve to satisfy each of the different goals. Such switching between related goals may represent biological evolution in a changing environment that requires different combinations of a set of basic biological functions. The present study may shed light on the evolutionary forces that promote structural simplicity in biological networks and offers ways to improve the evolutionary design of engineered systems.

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Spontaneous evolution of modularity and network motifs

Crop improvements can help us to meet the challenge of feeding a population of 10 billion, but can we breed better varieties fast enough? Technologies such as genotyping, marker-assisted selection, high-throughput phenotyping, genome editing, genomic selection and de novo domestication could be galvanized by using speed breeding to enable plant breeders to keep pace with a changing environment and ever-increasing human population.

/pdf/breeding-crops-to-feed-10-billion-qyddf3jmmf.pdf

Breeding crops to feed 10 billion.

Cultivated potatoes (Solanum tuberosum L.), domesticated from wild Solanum species native to the Andes of southern Peru, possess a diverse gene pool representing more than 100 tuber-bearing relatives (Solanum section Petota). A diversity panel of wild species, landraces, and cultivars was sequenced to assess genetic variation within tuber-bearing Solanum and the impact of domestication on genome diversity and identify key loci selected for cultivation in North and South America. Sequence diversity of diploid and tetraploid Stuberosum exceeded any crop resequencing study to date, in part due to expanded wild introgressions following polyploidy that captured alleles outside of their geographic origin. We identified 2,622 genes as under selection, with only 14-16% shared by North American and Andean cultivars, showing that a limited gene set drove early improvement of cultivated potato, while adaptation of upland (Stuberosum group Andigena) and lowland (S. tuberosum groups Chilotanum and Tuberosum) populations targeted distinct loci. Signatures of selection were uncovered in genes controlling carbohydrate metabolism, glycoalkaloid biosynthesis, the shikimate pathway, the cell cycle, and circadian rhythm. Reduced sexual fertility that accompanied the shift to asexual reproduction in cultivars was reflected by signatures of selection in genes regulating pollen development/gametogenesis. Exploration of haplotype diversity at potato's maturity locus (StCDF1) revealed introgression of truncated alleles from wild species, particularly Smicrodontum in long-day-adapted cultivars. This study uncovers a historic role of wild Solanum species in the diversification of long-day-adapted tetraploid potatoes, showing that extant natural populations represent an essential source of untapped adaptive potential.

https://www.pnas.org/content/pnas/114/46/E9999.full.pdf

Genome diversity of tuber-bearing Solanum uncovers complex evolutionary history and targets of domestication in the cultivated potato

Re-domestication of potato into an inbred line-based diploid crop propagated by seed represents a promising alternative to traditional clonal propagation of tetraploid potato, but self-incompatibility has hindered the development of inbred lines. To address this problem, we created self-compatible diploid potatoes by knocking out the self-incompatibility gene S-RNase using the CRISPR-Cas9 system. This strategy opens new avenues for diploid potato breeding and will also be useful for studying other self-incompatible crops.

Generation of self-compatible diploid potato by knockout of S-RNase.

Potato (Solanum tuberosum L.) is the most important tuber crop worldwide. Efforts are underway to transform the crop from a clonally propagated tetraploid into a seed-propagated, inbred-line-based hybrid, but this process requires a better understanding of potato genome. Here, we report the 1.67-Gb haplotype-resolved assembly of a diploid potato, RH89-039-16, using a combination of multiple sequencing strategies, including circular consensus sequencing. Comparison of the two haplotypes revealed ~2.1% intragenomic diversity, including 22,134 predicted deleterious mutations in 10,642 annotated genes. In 20,583 pairs of allelic genes, 16.6% and 30.8% exhibited differential expression and methylation between alleles, respectively. Deleterious mutations and differentially expressed alleles were dispersed throughout both haplotypes, complicating strategies to eradicate deleterious alleles or stack beneficial alleles via meiotic recombination. This study offers a holistic view of the genome organization of a clonally propagated diploid species and provides insights into technological evolution in resolving complex genomes.

/pdf/haplotype-resolved-genome-analyses-of-a-heterozygous-diploid-15ca8c7al1.pdf

Haplotype-resolved genome analyses of a heterozygous diploid potato.

The third most important food crop worldwide, potato (Solanum tuberosum L.) is a tetraploid outcrossing species propagated from tubers. Breeders have long been challenged by polyploidy, heterozygosity, and asexual reproduction. It has been assumed that tetraploidy is essential for high yield, that the creation of inbred potato is not feasible, and that propagation by seed tubers is ideal. In this paper, we question those assumptions and propose to convert potato into a diploid inbred line–based crop propagated by true seed. Although a conversion of this magnitude is unprecedented, the possible genetic gains from a breeding system based on inbred lines and the seed production benefits from a sexual propagation system are too large to ignore. We call on leaders of public and private organizations to come together to explore the feasibility of this radical and exciting new strategy in potato breeding. S.H. Jansky, USDA–ARS Vegetable Crops Research Unit, Dep. of Horticulture, Univ. of Wisconsin, 1575 Linden Dr., Madison, WI; A.O. Charkowski, Dep. of Plant Pathology, Univ. of Wisconsin, Madison, WI; D.S. Douches, Dep. of Plant, Soil, and Microbial Sciences, Mich. State Univ., East Lansing, MI; G. Gusmini, Pepsico, St. Paul, MN; C. Richael, Simplot Plant Sciences, Boise, ID; P.C. Bethke and D.M. Spooner, USDA–ARS Vegetable Crops Research Unit, Dep. of Horticulture, Univ. of Wisconsin, Madison, WI; R.G. Novy, USDA– ARS Small Grains and Potato Germplasm Research Unit, Aberdeen, ID; H. De Jong, Agriculture and Agri-Food Canada, Fredericton, New Brunswick, Canada (retired); W.S. De Jong, School of Integrative Plant Sciences, Cornell Univ., Ithaca, NY; J.B. Bamberg USDA–ARS, Dep. of Horticulture, Univ. of Wisconsin, Madison, WI, and US Potato Genebank, Sturgeon Bay, WI; A.L. Thompson, Dep. of Plant Sciences, North Dakota State Univ.; B. Bizimungu, Agriculture and Agri-Food Canada, Fredericton, New Brunswick, Canada; D.G. Holm, Dep. of Horticulture and Landscape Architecture, Colorado State Univ., San Luis Valley Research Center, Center, CO; C.R. Brown, USDA– ARS, Prosser, WA; K.G. Haynes, USDA–ARS, Beltsville, MD; V.R. Sathuvalli, Dep. of Crop and Soil Science, Oregon State Univ., Hermiston Agricultural Research and Extension Center, Hermiston, OR; R.E. Veilleux, Dep. of Horticulture, Virginia Tech, Blacksburg, VA; J.C. Miller, Jr., Dep. of Horticultural Sciences, Texas AM J.M. Bradeen, Dep. of Plant Pathology, Univ. of Minnesota, St. Paul, MN; J. Jiang, Dep. of Horticulture, Univ. of Wisconsin, Madison, WI. G. Gusmini is an employee of PepsiCo, Inc.; the views expressed in this presentation are those of the author and do not necessarily reflect the position or policy of PepsiCo Inc. C. Richael is an employee of Simplot Plant Sciences; the views expressed in this presentation are those of the author and do not necessarily reflect the position or policy of Simplot Plant Sciences. Received 3 Dec. 2015. Accepted 25 Jan. 2016. *Corresponding author (shelley.jansky@ars. usda.gov; shjansky@wisc.edu). Abbreviations: CIP, International Potato Center; ILs, introgression lines; RILs, recombinant inbred lines; TPS, true potato seed. Published in Crop Sci. 56:1412–1422 (2016). doi: 10.2135/cropsci2015.12.0740 © Crop Science Society of America | 5585 Guilford Rd., Madison, WI 53711 USA This is an open access article distributed under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). Published July 7, 2016

Reinventing potato as a diploid inbred line-based crop

Proceedings of the Third International Conference on Evolvable Systems: From Biology to Hardware

Automatic Synthesis, Placement, and Routing of an Amplifier Circuit by Means of Genetic Programming.- Immunotronics : Hardware Fault Tolerance Inspired by the Immune System.- Ant Colony System for the Design of Combinational Logic Circuits.- Evolving Cellular Automata for Self-Testing Hardware.- Dynamic Optimisation of Non-linear Feed-Forward Circuits.- From the Sea to the Sidewalk: The Evolution of Hexapod Walking Gaits by a Genetic Algorithm.- Experiments in Evolvable Filter Design using Pulse Based Programmable Analogue VLSI Models.- The Intrinsic Evolution of Virtex Devices Through Internet Reconfigurable Logic.- Evolution of Controllers from a High-Level Simulator to a High DOF Robot.- The Evolution of 3-d C.A. to Perform a Collective Behavior Task.- Initial Evaluation of an Evolvable Microwave Circuit.- Towards an Artificial Pinna for a Narrow-Band Biomimetic Sonarhead.- Towards a Silicon Primordial Soup: A Fast Approach to Hardware Evolution with a VLSI Transistor Array.- Understanding Inherent Qualities of Evolved Circuits: Evolutionary History as a Predictor of Fault Tolerance.- Comparison between Three Heuristic Algorithms to Repair a Large-Scale MIMD Computer.- A Hardware Implementation of an Embryonic Architecture Using Virtex(R) FPGAs.- Everything on the Chip: A Hardware-Based Self-Contained Spatially-Structured Genetic Algorithm for Signal Processing.- Evolutionary Techniques in Physical Robotics.- Biology Meets Electronics: the Path to a Bio-Inspired FPGA.- The Design and Implementation of Custom Architectures for Evolvable Hardware Using Off-the-Shelf Programmable Devices.- Mixtrinsic Evolution.- Evolution of Robustness in an Electronics Design.- Circuit Evolution and Visualisation.- Evolutionary Robots with Fast Adaptive Behavior in New Environments.- The Advantages of Landscape Neutrality in Digital Circuit Evolution.- Genetic Algorithm-Based Design Methodology for Pattern Recognition Hardware.- A Flexible Model of a CMOS Field Programmable Transistor Array Targeted for Hardware Evolution.

Adrian Thompson

Papers

Reinventing potato as a diploid inbred line-based crop

Proceedings of the Third International Conference on Evolvable Systems: From Biology to Hardware

Evolvable Systems: From Biology to Hardware: Third International Conference, ICES 2000, Edinburgh, Scotland, UK, April 17-19, 2000 Proceedings