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B. Qin, C. Fei, A. Bridges, A. Mashruwala, H. Stone, NS. Wingreen, and BL. Bassler. Cell fates and collective fountain flow in bacterial biofilms revealed by light-sheet microscopy. Science :eabb8501. 2020. DOI: 10.1126/science.abb8501
A. Mashruwala, and BL. Bassler. The Vibrio cholerae quorum-sensing protein VqmA integrates cell density, environmental, and host-derived cues into the control of virulence. mBio. 2020. In press
J. Valastyan, M. Tota, I. Taylor, V. Stergioula, G. Hone Chari, D. Smith, B. Henke, K. Carson, BL. Bassler. Discovery of PqsE Thioesterase Inhibitors for Pseudomonas aeruginosa Using DNA-Encoded Small Molecule Library Screening. ACS Chem. Biol. 15(2) 446, 2020. DOI: 10.1021/acschembio.9b00905
J. Silpe, A. Bridges, X. Huang, D. Coronado, O. Duddy, BL. Bassler. Separating Functions of the Phage-Encoded Quorum-Sensing-Activated Antirepressor Qtip. Cell Host Microbe 8 27(4), 629, 2020. DOI: 10.1016/j.chom.2020.01.024
R. Alert, J-F. Joanny, and J. Casademunt. Universal scaling of active nematic turbulence. Nature Physics 16, 2020.
DOI: 10.1038/s41567-020-0854-4
R. Alert and X. Trepat. Physical Models of Collective Cell Migration. Annual Review of Condensed Matter Physics 11, 77, 2020.
DOI: 10.1146/annurev-conmatphys-031218-013516
W. Zhong, Z. Lu, DJ Schwab, A. Murugan. Nonequilibrium statistical mechanics of continuous attractors. Neural Computation 32 (6), 1033, 2020 DOI: 10.1162/neco_a_01280; (2018) arXiv:1809.11167
Md-Z. Ali, K-C Huang, NS. Wingreen, and R. Mukhopadhyay. Cell geometry and leaflet bilayer asymmetry regulate domain formation in plasma membranes. Phys Rev E 99(1-1): 012401, 2019. DOI: 10.1103/PhysRevE.99.012401
P. Mehta, M. Bukov, C-H. Wang, A.G.R. Day, C. Richardson, CK. Fisher, DJ. Schwab. A high-bias, low-variance introduction to machine learning for physicists. Physics Reports, 810,1, 2019. DOI: 10.1016/j.physrep.2019.03.001; arXiv:1803.08823 [physics.comp-ph] (2018)
DJ Strouse and David Schwab. The information bottleneck and geometric clustering. The MIT Press Journals. Neural Computation 31:3, 596, 2019. DOI: 10.1162/neco_a_01136; arXiv:1712.09657 [stat.ML] (2017)
AN. Simsek, A. Braeutigam, M. Koch, J. Shaevitz, Y. Huang, G. Gompper and B. Sabass. Substrate-rigidity dependent migration of an idealized twitching bacterium. Soft Matter 15(30), 6224, 2019. DOI: 10.1039/C9SM00541B; bioRxiv 581348 [Biophysics] (2019)
L. Pinto, K Rajan, B DePasquale, SY Thiberge, DW. Tank. Task-Dependent Changes in the Large-Scale Dynamics and Necessity of Cortical Regions. Neuron 104(4), 810, 2019. DOI: 10.1016/j.neuron.2019.08.025
B. Deverett, M. Kislin, DW. Tank, SSH Wang. Cerebellar disruption impairs working memory during evidence accumulation. Nature communications10: 3128, 2019. DOI: 10.1038/s41467-019-11050-x
B. Engelhard, J. Finkelstein, J. Cox, W. Fleming, HJ. Jang, S. Ornelas, SA Koay, SY Thiberge, ND Daw, DW. Tank, IB. Witten. Specialized coding of sensory, motor and cognitive variables in VTA dopamine neurons. Nature 570(7762), 509, 2019. DOI: 10.1038/s41586-019-1261-9
A. Giovannucci, J. Friedrich, P. Gunn, J. Kalfon, BL Brown, SA. Koay, J. Taxidis, F Najafi, JL Gauthier, P Zhou, BS Khakh, DW. Tank. CaImAn an open source tool for scalable calcium imaging data analysis. eLife 8: e38173, 2019. DOI: 10.7554/eLife.38173
Q. Xie, A. Zhao, P. Jeffrey, M. Kim, BL. Bassler, H. Stone, RP Novick, and TW Muir. 2019. Identification of a molecular latch that regulates Staphylococcal virulence. Cell Chem Biol. 26(4), 548, 2019. DOI: 10.1016/j.chembiol.2019.01.006
J. Yan, C. Fei, S. Mao, A. Moreau, NS. Wingreen, A. Košmrlj, H. Stone, BL. Bassler. Mechanical instability and interfacial energy drive biofilm morphogenesis. eLife 8: e43920, 2019. DOI: 10.7554/eLife.43920
J. Yan, BL. Bassler. Surviving as a Community: Antibiotic Tolerance and Persistence in Bacterial Biofilms. Cell Host Microbe.10 26(1), 15, 2019. DOI: 10.1016/j.chom.2019.06.002.
S. Palmer and colleagues. Chicago motion database. https://cmd.rcc.uchicago.edu
K-C Lin, G. Torga, Y. Sun, K. Pienta, J. Sturm, R. Austin. Generation of Heterogeneous Drug Gradients Across Cancer Populations on a Microfluidic Evolution Accelerator for Real-Time Observation. J. Vis. Exp. 19(151), 2019. DOI: 10.3791/60185. URL: https://www.jove.com/video/60185
S. Amend, G. Torga, Ke‐C. Lin, L. Kostecka,|A. de Marzo, R. Austin, K. Pienta. Polyploid giant cancer cells: Unrecognized actuators of tumorigenesis, metastasis, and resistance. The Prostate 79(13), 1489, 2019. DOI: 10.1002/pros.23877
J. Pribis, L. García-Villada, Y. Zhai, O. Lewin-Epstein, AZ. Wang, J. Liu, J. Xia, Q. Mei, D. Fitzgerald, J. Bos, R. Austin, C. Herman, D. Bates, L. Hadany, PJ. Hastings, SM. Rosenberg. Gamblers: an antibiotic-induced evolvable cell subpopulation differentiated by reactive-oxygen-induced general stress response. Mol cell 74 (4), 785, 2019. DOI: 10.1016/j.molcel.2019.02.037
KC. Lin, G. Torga, Y. Sun, R. Axelrod, KJ. Pienta, JC. Sturm, R. Austin. The role of heterogeneous environment and docetaxel gradient in the emergence of polyploid, mesenchymal and resistant prostate cancer cells. Clinical & experimental metastasis 36(2), 97, 2019. DOI: 10.1007/s10585-019-09958-1
J. Silpe, BL. Bassler. A host-produced quorum-sensing autoinducer controls a phage lysis-lysogeny decision. Cell, 176(1-2), 268, 2019. DOI: 10.1016/j.cell.2018.10.059
S. Mukherjee, BL. Bassler. Bacterial quorum sensing in complex and dynamically changing environments. Nat Rev Microbiol, 17(6), 371, 2019. DOI: 10.1038/s41579-019-0186-5
S. Mukherjee, M. Jemielita, V. Stergioula, M. Tikhonov, BL. Bassler. Photosensing and quorum sensing are integrated to control Pseudomonas aeruginosa collective behaviors. PLoS Biol 17(12): e3000579. DOI: 10.1371/journal.pbio.3000579
J. Silpe, BL. Bassler. Phage-encoded LuxR type receptors responsive to host- produced bacterial quorum-sensing autoinducers. mBio 10:e00638-19, 2019. DOI:10.1128/mBio.00638-19
A. McCready, J. Paczkowski, B. Henke, BL. Bassler. Structural determinants driving homoserine lactone ligand selection in the Pseudomonas aeruginosa LasR quorum-sensing receptor. PNAS 116(1), 245, 2019. DOI: 10.1073/pnas.1817239116
A. McCready, J. Paczkowski, J-P Cong, BL. Bassler. An autoinducer-independent RhlR quorum-sensing receptor enables analysis of RhlR regulation. PLOS Pathogens 15(6): e1007820, 2019. DOI: 10.1371/journal.ppat.1007820
J. Paczkowski, A. McCready, J-P Cong, Z. Li, P. Jeffrey, C. Smith, B. Henke, F. Hughson, BL. Bassler. An autoinducer analog reveals an alternative mode of ligand binding for the LasR quorum-sensing receptor. ACS Chem Biol 14(3), 378, 2019. DOI: 10.1021/acschembio.8b00971
A. Bridges, and BL. Bassler. The intragenus and interspecies quorum-sensing autoinducers exert distinct control over Vibrio cholerae biofilm formation and dispersal. PLoS Biol 17(11): e3000429, 2019. DOI: 10.1371/journal.pbio.3000429
D. Deutsch, J. Clemens, SY Thiberge, G. Guan, M. Murthy. Shared Song Object Detector Neurons in Drosophila Male and Female Brains Drive Divergent, Sex-Specific Behaviors. Current Biology 29(19), 3200. 2019. DOI: 10.1016/j.cub.2019.08.008
A. Calhoun, J. Pillow, and M. Murthy. Unsupervised identification of the internal states that shape natural behavior. Nature Neuroscience 22, 2040, 2019. DOI: 10.1038/s41593-019-0533-x
O. Ahmed, and M. Murthy. Neuroscience: Tantalized Flies Are Primed for Satiety. Current Biology, 29(21), R1146-R1148, 2019.
DOI: 10.1016/j.cub.2019.09.029
C. Baker, J. Clemens, and M. Murthy. Acoustic Pattern Recognitionand Courtship Songs: Insights from Insects. Annual Review of Neuroscience 42, 129, 2019. DOI: 10.1146/annurev-neuro-080317-061839
G. Tavoni, V. Balasubramanian, J. Gold. What is optimal in optimal inference? Current Opinion in Behavioral Sciences, 29, 117, 2019. DOI: 10.1016/j.cobeha.2019.07.008
M. Carballo-Pacheco, J. Desponds, T. Gavrilchenko, A. Mayer, R. Prizak, G. Reddy, I. Nemenman, T. Mora. Receptor crosstalk allows improved concentration sensing. Physical Review E 99(2), 022423, 2019. DOI: 10.1103/PhysRevE.99.022423
S. Mayer, J. Chen, D. Velmeshev, A. Mayer, U. Eze, M. Paredes, B. Alvarado, S. Wang, CE. Cunha, N. Lovegren, ML. Gonzales, L. Szpankowski, A. Leyrat, JAA. West, A. Alvarez-Buylla, TJ. Nowakowski, AA. Pollen, AR. Kriegstein. Multimodal single-cell analysis reveals physiological maturation in the developing human neocortex. Neuron 102(1), 143, 2019. DOI: 10.1016/j.neuron.2019.01.027
M. Eickhoff, BL. Bassler. SnapShot: Bacterial Quorum Sensing. Cell 174(5), 1328, 2018. DOI: 10.1016/j.cell.2018.08.003
S. Mukherjee, D. Moustafa, V. Stergioula, C. Smith, J. Goldberg, BL. Bassler. The PqsE and RhlR proteins are an autoinducer synthase-receptor pair that control virulence and biofilm development in Pseudomonas aeruginosa. PNAS 115(40), E9411, 2018. DOI: 10.1073/pnas.1814023115
N. Hoyland-Kroghsbo, K. Muñoz, BL. Bassler. Temperature, by controlling growth rate, regulates CRISPR-Cas activity in Pseudomonas aeruginosa. mBio 9(6): e02184, 2018. DOI: 10.1128/mBio.02184-18
J. Yan, A. Moreau, S. Khodaparast, A. Perazzo, J. Feng, C. Fei, S. Mao, S. Mukherjee, A. Košmrlj, NS. Wingreen, BL. Bassler, H. Stone. Bacterial biofilm material properties enable removal and transfer by capillary peeling. Adv Mater 30(46): e1804153, 2018. DOI: 10.1002/adma.201804153
Y. Shin, Y-C. Chang, D. Lee, J. Berry, D. Sanders, P. Ronceray, NS. Wingreen, M. Haataja, C. Brangwynne. Liquid nuclear condensates mechanically sense and restructure the genome cell 175(6), 1481, 2018. DOI: 10.1016/j.cell.2018.10.057
F. Beroz, J. Yan, Y. Meir, B. Sabass, HA. Stone, BL. Bassler & NS. Wingreen. Verticalization of BActerial biofilms. Nature Physics 14, 954, 2018. DOI: 10.1038/s41567-018-0170-4 arXiv:1801.03064 [physics.bio-ph] (2018)
S. Hsin-Jung Li, Z. Li, JO. Park, CG. King, JD. Rabinowitz, NS. Wingreen, and Z. Gitai, Escherichia coli translation strategies differ across carbon, nitrogen and phosphorus limitation conditions. Nature Microbiology 3, 939, 2018. DOI: 10.1038/s41564-018-0199-2; bioRxiv 224204 (2018)
T. Phan, R. Morris, H. Lam, P. Hulamm, M. Black, J. Bos, R. Austin. Emergence of Escherichia coli critically buckled motile helices under stress. PNAS 115(51), 12979, 2018. DOI: 10.1073/pnas.1809374115
Y. Elhanati, Z. Sethna, C. Callan, T. Mora, AM Walczak. Predicting the spectrum of TCR repertoire sharing with a data-driven model of recombination. Immunological Reviews 284(1), 167, 2018. DOI: 10.1111/imr.12665
H. Garcia, T. Gregor. Live Imaging of mRNA Synthesis in Drosophila. Methods Mol. Biol. 1649, 349, 2018. DOI: 10.1007/978-1-4939-7213-5_23
S. Little, T. Gregor. Single mRNA Molecule Detection in Drosophila. Methods Mol. Biol. 1649, 127, 2018. DOI: 10.1007/978-1-4939-7213-5_8
J. Clemens, P. Coen, F. Roemschied, T. Pereira, D. Mazumder, D. Aldarondo, D. Pacheco, M. Murthy. Discovery of a new song mode in Drosophila reveals hidden structure in the sensory and neural drivers of behavior. Current Biology 28(15), 2400, 2018. DOI: 10.1016/j.cub.2018.06.011
J. Clemens, N. Ozeri-Engelhard, M. Murthy. Fast Intensity Adaptation Enhances the Encoding of Sound in Drosophila. Nature Communications 9 (1), 134, 2018. DOI: 10.1038/s41467-017-02453-9
J. Lombardo, M. Macellaio, B. Liu, L. Osborne, S. Palmer. State Dependence of Stimulus-Induced Variability Tuning in Macaque MT. PLoS computational biology, 14(10): e1006527, 2018. DOI: 10.1371/journal.pcbi.1006527
E. Westerman, N. VanKuren, D. Massardo, A. Tenger-Trolander, W. Zhang, R. Hill, M. Perry, E. Bayala, K. Barr, N. Chamberlain, T. Douglas, N. Buerkle, S. Palmer, M. Kronforst. Aristaless controls butterfly wing color variation used in mimicry and mate choice. Current Biology 28(21), 3469, 2018. DOI: 10.1016/j.cub.2018.08.051
2018-2021 APS Abstracts
To learn more about current research at the Center, see the abstracts we have presented at the March Meetings of the American Physical Society
Preprint: arXiv and bioRxiv
KN. Quinn, MC. Abbott, MK. Transtrum, BB. Machta, JP. Sethna. Information geometry for multiparameter models: New perspectives on the origin of simplicity. 2021. arXiv:2111.07176 [cond-mat.stat-mech]
T. Brandstätter, DB. Brückner, Y.Long Han, R. Alert, M. Guo, CP. Broedersz. Curvature induces active velocity waves in rotating multicellular spheroids. 2021. arXiv:2110.14614 [physics.bio-ph]
B. Zoller, T. Gregor, G. Tkačik. Eukaryotic gene regulation at equilibrium, or non? 2021. arXiv:2110.06214 [q-bio.MN]
AA. Bridges, JA. Prentice, C. Fei, NS. Wingreen, BL. Bassler. Quantitative input-output dynamics of a c-di-GMP signal-transduction cascade in Vibrio cholerae. 2021. bioRxiv 461265
M. Liu, S. Kumar, AK Sharma, AM Leifer. Closed-loop targeted optogenetic stimulation of C. elegans populations. 2021. arXiv:2109.05303 [q-bio.NC]
T. Can, K. Krishnamurthy. Emergence of memory manifolds. 2021. arXiv:2109.03879 [q-bio.NC]
J. McEnany, Y. Meir, NS. Wingreen. piRNAs of Caenorhabditis elegans broadly silence nonself sequences through functionally random targeting. bioRxiv 454584. DOI: 10.1101/2021.07.31.454584
EM. Acosta, KA. Little, BP. Bratton, X. Mao, A. Payne, D. Devenport, Z. Gitai. Bacterial DNA on the skin surface overrepresents the viable skin microbiome. bioRxiv 455933. DOI: 10.1101/2021.08.16.455933
JG. Lopez, NS. Wingreen. Noisy metabolism can drive the evolution of microbial cross-feeding. bioRxiv 446805. DOI: 10.1101/2021.06.02.446805
KE. Overman, DM. Choi, K. Leung, JW. Shaevitz, GJ. Berman. Measuring the repertoire of age-related behavioral changes in Drosophila melanogaster. bioRxiv 448265, 2021. DOI: 10.1101/2021.06.13.448265
R Alert, SS Datta. Cellular Sensing Governs the Stability of Chemotactic Fronts. 2021. arXiv:2107.11702
V. Ngampruetikorn, V. Sachdeva, J. Torrence, J. Humplik. DJ. Schwab, SE. Palmer. Inferring couplings in networks across order-disorder phase transitions. 2021. arXiv:2106.02349 [physics.bio-ph]
CK. Ryali, DJ. Schwab, AS. Morcos. Leveraging background augmentations to encourage semantic focus in self-supervised contrastive learning. 2021. arXiv:2103.12719 [cs.CV]
V. Ngampruetikorn, DJ. Schwab. Perturbation Theory for the Information Bottleneck. 2021. arXiv:2105.13977 [cs.LG]
AM Miangolarra, S. Hsin-Jung Li, J-F Joanny, NS. Wingreen, M. Castellana. Steric interactions and out-of-equilibrium processes control the internal organization of bacteria. 2021. arXiv:2104.09105 [q-bio.CB]
B. Weiner, Y. Meir, NS. Wingreen. Sequence dependence of biomolecular phase separation. 2021. bioRxiv 312330. DOI: 10.1101/2020.09.24.312330
C. Fei, AT. Wilson, NM. Mangan, NS. Wingreen, M. Jonikas. Diffusion barriers and adaptive carbon uptake strategies enhance the modeled performance of the algal CO2-concentrating mechanism. 2021. bioRxiv 433933. DOI: 10.1101/2021.03.04.433933
U. Klibaite, M. Kislin, JL. Verpeut, X. Sun. JW. Shaevitz, S S-H Wang. Deep behavioral phenotyping of mouse Autism models using open-field behavior. 2021. bioRxiv 431500. DOI: 10.1101/2021.02.16.431500
J. Wu, P. Mehta, D. Schwab. Understanding Species Abundance Distributions in Complex Ecosystems of Interacting Species. 2021. arXiv:2103.02081 [q-bio.PE]
P. Ronceray, S. Mao, A. Košmrlj, MP. Haataja. Liquid demixing in elastic networks: cavitation, permeation, or size selection? 2021. arXiv:2102.02787 [cond-mat.soft]
P. Ronceray, Y. Zhang, X. Liu, NS. Wingreen. Stoichiometry controls the dynamics of liquid condensates of associative proteins
2021. arXiv:2101.01164 [cond-mat.soft]
H. Chen, A. Mayer, V. Balasubramanian. A scaling law in CRISPR repertoire sizes arises from avoidance of autoimmunity. 2021. bioRxiv 425308. DOI: 10.1101/2021.01.04.425308
L. Barinov, S. Ryabichko, W. Bialek, T. Gregor. Transcription-dependent spatial organization of a gene locus. 2020. arXiv:2012.15819 [q-bio.MN]
V. Alba, GJ. Berman, W. Bialek, JW. Shaevitz. Exploring a strongly non-Markovian animal behavior. 2020. arXiv:2012.15681 [q-bio.NC]
Y. Zhang, A. Basu, T. Ha, W. Bialek. Searching for sequence features that control DNA flexibility. 2020. arXiv:2012.06127 [physics.bio-ph]
S. Recanatesi, S. Bradde, V. Balasubramanian, NA. Steinmetz, E. Shea-Brown. A scale-dependent measure of system dimensionality. bioRxiv 423618. DOI: 10.1101/2020.12.19.423618
TD. Pereira, N. Tabris, J. Li, S. Ravindranath, ES. Papadoyannis, ZY Wang, DM. Turner, G. McKenzie-Smith, SD. Kocher, AL. Falkner, JW. Shaevitz, M. Murthy. SLEAP: Multi-animal pose tracking. bioRxiv 276246, 2020. DOI: 10.1101/2020.08.31.276246
JH. J. Kim, I. Fiete, DJ. Schwab. Superlinear Precision and Memory in Simple Population Codes. 2020. arXiv:2008.00629 [q-bio.NC]
Y. Dubois, D. Kiela, DJ. Schwab, R. Vedantam. Learning Optimal Representations with the Decodable Information Bottleneck. 2020. arXiv:2009.12789 [cs.LG]
W. Bialek, SE. Palmer, DJ. Schwab. What makes it possible to learn probability distributions in the natural world? 2020. arXiv:2008.12279 [cond-mat.stat-mech]
X. Chen, W. Bialek. Searching for long time scales without fine tuning. 2020. arXiv:2008.11674 [physics.bio-ph]
William Bialek. What do we mean by the dimensionality of behavior? 2020. arXiv:2008.09574 [q-bio.NC]
K. Krishnamurthy, T. Can, DJ. Schwab. Theory of gating in recurrent neural networks. 2020. arXiv:2007.14823 [cond-mat.dis-nn]
J. Frankle, D J. Schwab, A. Morcos. The early phase of neural network training. 2020. arXiv:2002.10365
J. Frankle, D J. Schwab, A. Morcosar. Training batchNorm and only batchNorm: on the expressive power of random features in CNNs. 2020. arXiv:2003.00152
T. Can, K. Krishnamurthy, D. Schwab. Gating creates slow modes and controls phase-space complexity in GRUs and LSTMs. 2020. arXiv:2002.00025
RM. Wagner, SU. Setru, B. Machta, NS. Wingreen, D. Lopez. The Bacterial Cytoskeleton Spatially Confines Functional Membrane Microdomains. bioRxiv 060970. DOI: 10.1101/2020.04.25.060970
W. Bialek, T. Gregor, G. Tkačik. Action at a distance in transcriptional regulation. 2019. arXiv:1912.08579
R. Rousseau, and W. Bialek. Information costs in the control of protein synthesis. 2019. arXiv:1912.13017
M. Wei, D. Schwab. How noise affects the Hessian spectrum in over-parameterized neural networks. 2019. arXiv:1910.00195
M. Wei, J. Stokes, D. Schwab. Mean-field analysis of batch normalization. 2019. arXiv:1903.02606
G. Tavoni, V. Balasubramanian, JI Gold. The complexity dividend: when sophisticated inference matters. bioRxiv 563346, 2019. DOI: 10.1101/563346
E. Pollock, N. Desai, XX Wei, V. Balasubramanian. Dynamic self-organized error-correction of grid cells by border cells. bioRxiv 385229, 2018. DOI: 10.1101/385229
NP Buerkle, SE Palmer. Ancestral neural computations constrain the evolution of novel computations in simulated color vision networks. bioRxiv 891382, 2019. DOI: 10.1101/2019.12.30.891382
SA. Koay, SY. Thiberge, C Brody, DW Tank. Neural Correlates of Cognition in Primary Visual versus Neighboring Posterior Cortices during Visual Evidence-Accumulation-based Navigation. bioRxiv 568766, 2019. DOI: 10.1101/568766
H. Kim, J. Homann, DW. Tank, MJ. Berry II. A Long Timescale Stimulus History Effect in the Primary Visual Cortex. bioRxiv 585539, 2019. DOI: 10.1101/585539
SA. Koay, SY. Thiberge, CD. Brody, DW. Tank. Neural Correlates of Cognition in Primary Visual versus Neighboring Posterior Cortices during Visual Evidence-Accumulation-based Navigation. bioRxiv 568766, 2019. DOI: 10.1101/568766
R. Low, S. Lewallen, D. Aronov, R. Nevers, DW. Tank. Probing variability in a cognitive map using manifold inference from neural dynamics. bioRxiv 418939, 2018. DOI: 10.1101/418939
V. Antonetti, W. Bialek, T. Gregor, G. Muhaxheri, M. Petkova, M. Scheeler. Precise spatial scaling in the early fly embryo. arXiv:1812.11384 [q-bio.MN] (2018)