1
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Sun X, Teng X, Liu C, Tian W, Cheng J, Hao S, Jin Y, Hong L, Zheng Y, Dai X, Wu L, Liu L, Teng X, Shi Y, Zhao P, Fang W, Shi Y, Bao X. A Pathologically Friendly Strategy for Determining the Organ-specific Spatial Tumor Microenvironment Topology in Lung Adenocarcinoma Through the Integration of snRandom-seq and Imaging Mass Cytometry. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2308892. [PMID: 38682485 PMCID: PMC11234426 DOI: 10.1002/advs.202308892] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/19/2023] [Revised: 03/24/2024] [Indexed: 05/01/2024]
Abstract
Heterogeneous organ-specific responses to immunotherapy exist in lung cancer. Dissecting tumor microenvironment (TME) can provide new insights into the mechanisms of divergent responses, the process of which remains poor, partly due to the challenges associated with single-cell profiling using formalin-fixed paraffin-embedded (FFPE) materials. In this study, single-cell nuclei RNA sequencing and imaging mass cytometry (IMC) are used to dissect organ-specific cellular and spatial TME based on FFPE samples from paired primary lung adenocarcinoma (LUAD) and metastases. Single-cell analyses of 84 294 cells from sequencing and 250 600 cells from IMC reveal divergent organ-specific immune niches. For sites of LUAD responding well to immunotherapy, including primary LUAD and adrenal gland metastases, a significant enrichment of B, plasma, and T cells is detected. Spatially resolved maps reveal cellular neighborhoods recapitulating functional units of the tumor ecosystem and the spatial proximity of B and CD4+ T cells at immunogenic sites. Various organ-specific densities of tertiary lymphoid structures are observed. Immunosuppressive sites, including brain and liver metastases, are deposited with collagen I, and T cells at these sites highly express TIM-3. This study originally deciphers the single-cell landscape of the organ-specific TME at both cellular and spatial levels for LUAD, indicating the necessity for organ-specific treatment approaches.
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Affiliation(s)
- Xuqi Sun
- Department of Medical OncologyThe First Affiliated HospitalZhejiang University School of MedicineHangzhou310003China
| | - Xiao Teng
- Department of Thoracic SurgeryThe First Affiliated HospitalZhejiang University School of MedicineHangzhou310003China
| | - Chuan Liu
- Department of Medical OncologyThe First Affiliated HospitalZhejiang University School of MedicineHangzhou310003China
| | - Weihong Tian
- Changzhou Third People's HospitalChangzhou Medical CenterNanjing Medical University140 Hanzhong Rd, GulouNanjingJiangsu210029China
| | - Jinlin Cheng
- State Key Laboratory for Diagnosis and Treatment of Infectious DiseasesThe First Affiliated HospitalZhejiang University School of MedicineHangzhou310003China
| | - Shuqiang Hao
- Department of Medical OncologyThe First Affiliated HospitalZhejiang University School of MedicineHangzhou310003China
| | - Yuzhi Jin
- Department of Medical OncologyThe First Affiliated HospitalZhejiang University School of MedicineHangzhou310003China
| | - Libing Hong
- Department of Medical OncologyThe First Affiliated HospitalZhejiang University School of MedicineHangzhou310003China
| | - Yongqiang Zheng
- State Key Laboratory of Oncology in South ChinaCollaborative Innovation Center for Cancer MedicineSun Yat‐sen University Cancer CenterGuangzhou510060China
| | - Xiaomeng Dai
- Department of Medical OncologyThe First Affiliated HospitalZhejiang University School of MedicineHangzhou310003China
| | - Linying Wu
- Department of Respiratory DiseaseThe First Affiliated HospitalCollege of MedicineZhejiang UniversityHangzhou310003China
| | - Lulu Liu
- Department of Medical OncologyThe First Affiliated HospitalZhejiang University School of MedicineHangzhou310003China
| | - Xiaodong Teng
- Department of PathologyThe First Affiliated HospitalZhejiang University School of MedicineHangzhou310003China
| | - Yi Shi
- Bio‐X InstitutesKey Laboratory for the Genetics of Developmental and Neuropsychiatric DisordersShanghai Jiao Tong University1954 Huashan RoadShanghai200030China
| | - Peng Zhao
- Department of Medical OncologyThe First Affiliated HospitalZhejiang University School of MedicineHangzhou310003China
| | - Weijia Fang
- Department of Medical OncologyThe First Affiliated HospitalZhejiang University School of MedicineHangzhou310003China
| | - Yu Shi
- State Key Laboratory for Diagnosis and Treatment of Infectious DiseasesThe First Affiliated HospitalZhejiang University School of MedicineHangzhou310003China
| | - Xuanwen Bao
- Department of Medical OncologyThe First Affiliated HospitalZhejiang University School of MedicineHangzhou310003China
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2
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Fabian B, Foster C, Asher A, Hassan K, Paulsen I, Tetu S. Identifying the suite of genes central to swimming in the biocontrol bacterium Pseudomonas protegens Pf-5. Microb Genom 2024; 10:001212. [PMID: 38546328 PMCID: PMC11004494 DOI: 10.1099/mgen.0.001212] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2024] [Accepted: 02/20/2024] [Indexed: 04/12/2024] Open
Abstract
Swimming motility is a key bacterial trait, important to success in many niches. Biocontrol bacteria, such as Pseudomonas protegens Pf-5, are increasingly used in agriculture to control crop diseases, where motility is important for colonization of the plant rhizosphere. Swimming motility typically involves a suite of flagella and chemotaxis genes, but the specific gene set employed for both regulation and biogenesis can differ substantially between organisms. Here we used transposon-directed insertion site sequencing (TraDIS), a genome-wide approach, to identify 249 genes involved in P. protegens Pf-5 swimming motility. In addition to the expected flagella and chemotaxis, we also identified a suite of additional genes important for swimming, including genes related to peptidoglycan turnover, O-antigen biosynthesis, cell division, signal transduction, c-di-GMP turnover and phosphate transport, and 27 conserved hypothetical proteins. Gene knockout mutants and TraDIS data suggest that defects in the Pst phosphate transport system lead to enhanced swimming motility. Overall, this study expands our knowledge of pseudomonad motility and highlights the utility of a TraDIS-based approach for analysing the functions of thousands of genes. This work sets a foundation for understanding how swimming motility may be related to the inconsistency in biocontrol bacteria performance in the field.
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Affiliation(s)
- B.K. Fabian
- School of Natural Sciences, Macquarie University, Sydney, Australia
- ARC Centre of Excellence in Synthetic Biology, Macquarie University, Sydney, Australia
| | - C. Foster
- School of Natural Sciences, Macquarie University, Sydney, Australia
| | - A. Asher
- School of Natural Sciences, Macquarie University, Sydney, Australia
| | - K.A. Hassan
- ARC Centre of Excellence in Synthetic Biology, Macquarie University, Sydney, Australia
- School of Environmental and Life Sciences, University of Newcastle, Newcastle, Australia
| | - I.T. Paulsen
- School of Natural Sciences, Macquarie University, Sydney, Australia
- ARC Centre of Excellence in Synthetic Biology, Macquarie University, Sydney, Australia
| | - S.G. Tetu
- School of Natural Sciences, Macquarie University, Sydney, Australia
- ARC Centre of Excellence in Synthetic Biology, Macquarie University, Sydney, Australia
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3
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Kamdar S, Ghosh D, Lee W, Tătulea-Codrean M, Kim Y, Ghosh S, Kim Y, Cheepuru T, Lauga E, Lim S, Cheng X. Multiflagellarity leads to the size-independent swimming speed of peritrichous bacteria. Proc Natl Acad Sci U S A 2023; 120:e2310952120. [PMID: 37991946 PMCID: PMC10691209 DOI: 10.1073/pnas.2310952120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Accepted: 10/23/2023] [Indexed: 11/24/2023] Open
Abstract
To swim through a viscous fluid, a flagellated bacterium must overcome the fluid drag on its body by rotating a flagellum or a bundle of multiple flagella. Because the drag increases with the size of bacteria, it is expected theoretically that the swimming speed of a bacterium inversely correlates with its body length. Nevertheless, despite extensive research, the fundamental size-speed relation of flagellated bacteria remains unclear with different experiments reporting conflicting results. Here, by critically reviewing the existing evidence and synergizing our own experiments of large sample sizes, hydrodynamic modeling, and simulations, we demonstrate that the average swimming speed of Escherichia coli, a premier model of peritrichous bacteria, is independent of their body length. Our quantitative analysis shows that such a counterintuitive relation is the consequence of the collective flagellar dynamics dictated by the linear correlation between the body length and the number of flagella of bacteria. Notably, our study reveals how bacteria utilize the increasing number of flagella to regulate the flagellar motor load. The collective load sharing among multiple flagella results in a lower load on each flagellar motor and therefore faster flagellar rotation, which compensates for the higher fluid drag on the longer bodies of bacteria. Without this balancing mechanism, the swimming speed of monotrichous bacteria generically decreases with increasing body length, a feature limiting the size variation of the bacteria. Altogether, our study resolves a long-standing controversy over the size-speed relation of flagellated bacteria and provides insights into the functional benefit of multiflagellarity in bacteria.
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Affiliation(s)
- Shashank Kamdar
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN55455
| | - Dipanjan Ghosh
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN55455
| | - Wanho Lee
- National Institute for Mathematical Sciences, Daejeon34047, Republic of Korea
| | - Maria Tătulea-Codrean
- Department of Applied Mathematics and Theoretical Physics, University of Cambridge, CambridgeCB3 0WA, United Kingdom
| | - Yongsam Kim
- Department of Mathematics, Chung-Ang University, Seoul06974, Republic of Korea
| | - Supriya Ghosh
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN55455
| | - Youngjun Kim
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN55455
| | - Tejesh Cheepuru
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN55455
| | - Eric Lauga
- Department of Applied Mathematics and Theoretical Physics, University of Cambridge, CambridgeCB3 0WA, United Kingdom
| | - Sookkyung Lim
- Department of Mathematical Sciences, University of Cincinnati, Cincinnati, OH45221
| | - Xiang Cheng
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN55455
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4
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Zhang J, Song J, Tang S, Zhao Y, Wang L, Luo Y, Tang J, Ji Y, Wang X, Li T, Zhang H, Shao W, Sheng J, Liang T, Bai X. Multi-omics analysis reveals the chemoresistance mechanism of proliferating tissue-resident macrophages in PDAC via metabolic adaptation. Cell Rep 2023; 42:112620. [PMID: 37285267 DOI: 10.1016/j.celrep.2023.112620] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Revised: 04/16/2023] [Accepted: 05/23/2023] [Indexed: 06/09/2023] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is a highly lethal cancer that typically demonstrates resistance to chemotherapy. Tumor-associated macrophages (TAMs) are essential in tumor microenvironment (TME) regulation, including promoting chemoresistance. However, the specific TAM subset and mechanisms behind this promotion remain unclear. We employ multi-omics strategies, including single-cell RNA sequencing (scRNA-seq), transcriptomics, multicolor immunohistochemistry (mIHC), flow cytometry, and metabolomics, to analyze chemotherapy-treated samples from both humans and mice. We identify four major TAM subsets within PDAC, among which proliferating resident macrophages (proliferating rMφs) are strongly associated with poor clinical outcomes. These macrophages are able to survive chemotherapy by producing more deoxycytidine (dC) and fewer dC kinases (dCKs) to decrease the absorption of gemcitabine. Moreover, proliferating rMφs promote fibrosis and immunosuppression in PDAC. Eliminating them in the transgenic mouse model alleviates fibrosis and immunosuppression, thereby re-sensitizing PDAC to chemotherapy. Consequently, targeting proliferating rMφs may become a potential treatment strategy for PDAC to enhance chemotherapy.
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Affiliation(s)
- Junlei Zhang
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang Provincial Key Laboratory of Pancreatic Disease, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang University Cancer Center, Zhejiang University, Hangzhou 310002, China
| | - Jinyuan Song
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang Provincial Key Laboratory of Pancreatic Disease, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang University Cancer Center, Zhejiang University, Hangzhou 310002, China
| | - Shima Tang
- State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, National Clinical Research Center for Infectious Diseases, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China
| | - Yaxing Zhao
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang Provincial Key Laboratory of Pancreatic Disease, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang University Cancer Center, Zhejiang University, Hangzhou 310002, China
| | - Lin Wang
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang Provincial Key Laboratory of Pancreatic Disease, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang University Cancer Center, Zhejiang University, Hangzhou 310002, China
| | - Yandong Luo
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang Provincial Key Laboratory of Pancreatic Disease, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang University Cancer Center, Zhejiang University, Hangzhou 310002, China
| | - Jianghui Tang
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang Provincial Key Laboratory of Pancreatic Disease, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang University Cancer Center, Zhejiang University, Hangzhou 310002, China
| | - Yongtao Ji
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang Provincial Key Laboratory of Pancreatic Disease, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang University Cancer Center, Zhejiang University, Hangzhou 310002, China
| | - Xun Wang
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang Provincial Key Laboratory of Pancreatic Disease, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang University Cancer Center, Zhejiang University, Hangzhou 310002, China
| | - Taohong Li
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang Provincial Key Laboratory of Pancreatic Disease, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang University Cancer Center, Zhejiang University, Hangzhou 310002, China
| | - Hui Zhang
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang Provincial Key Laboratory of Pancreatic Disease, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang University Cancer Center, Zhejiang University, Hangzhou 310002, China
| | - Wei Shao
- College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, Nanjing 210000, China.
| | - Jianpeng Sheng
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang Provincial Key Laboratory of Pancreatic Disease, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang University Cancer Center, Zhejiang University, Hangzhou 310002, China.
| | - Tingbo Liang
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang Provincial Key Laboratory of Pancreatic Disease, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang University Cancer Center, Zhejiang University, Hangzhou 310002, China.
| | - Xueli Bai
- Department of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang Provincial Key Laboratory of Pancreatic Disease, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310002, China; Zhejiang University Cancer Center, Zhejiang University, Hangzhou 310002, China.
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5
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Du J, Zhang J, Wang L, Wang X, Zhao Y, Lu J, Fan T, Niu M, Zhang J, Cheng F, Li J, Zhu Q, Zhang D, Pei H, Li G, Liang X, Huang H, Cao X, Liu X, Shao W, Sheng J. Selective oxidative protection leads to tissue topological changes orchestrated by macrophage during ulcerative colitis. Nat Commun 2023; 14:3675. [PMID: 37344477 DOI: 10.1038/s41467-023-39173-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Accepted: 06/01/2023] [Indexed: 06/23/2023] Open
Abstract
Ulcerative colitis is a chronic inflammatory bowel disorder with cellular heterogeneity. To understand the composition and spatial changes of the ulcerative colitis ecosystem, here we use imaging mass cytometry and single-cell RNA sequencing to depict the single-cell landscape of the human colon ecosystem. We find tissue topological changes featured with macrophage disappearance reaction in the ulcerative colitis region, occurring only for tissue-resident macrophages. Reactive oxygen species levels are higher in the ulcerative colitis region, but reactive oxygen species scavenging enzyme SOD2 is barely detected in resident macrophages, resulting in distinct reactive oxygen species vulnerability for inflammatory macrophages and resident macrophages. Inflammatory macrophages replace resident macrophages and cause a spatial shift of TNF production during ulcerative colitis via a cytokine production network formed with T and B cells. Our study suggests components of a mechanism for the observed macrophage disappearance reaction of resident macrophages, providing mechanistic hints for macrophage disappearance reaction in other inflammation or infection situations.
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Affiliation(s)
- Juan Du
- Department of Gastroenterology, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China.
| | - Junlei Zhang
- Department of Hepatobiliary and Pancreatic Surgery, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China
- Zhejiang Provincial Key Laboratory of Pancreatic Disease, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China
- Zhejiang University Cancer Centre, Zhejiang University, Hangzhou, 310002, China
| | - Lin Wang
- Department of Hepatobiliary and Pancreatic Surgery, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China
- Zhejiang Provincial Key Laboratory of Pancreatic Disease, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China
- Zhejiang University Cancer Centre, Zhejiang University, Hangzhou, 310002, China
| | - Xun Wang
- Department of Hepatobiliary and Pancreatic Surgery, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China
- Zhejiang Provincial Key Laboratory of Pancreatic Disease, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China
- Zhejiang University Cancer Centre, Zhejiang University, Hangzhou, 310002, China
| | - Yaxing Zhao
- Department of Hepatobiliary and Pancreatic Surgery, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China
- Zhejiang Provincial Key Laboratory of Pancreatic Disease, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China
- Zhejiang University Cancer Centre, Zhejiang University, Hangzhou, 310002, China
| | - Jiaoying Lu
- Department of Gastroenterology, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China
| | - Tingmin Fan
- Department of Clinical Pharmacy, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China
- Central Laboratory, First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, 310002, China
| | - Meng Niu
- Department of Gastroenterology, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China
| | - Jie Zhang
- Department of Gastroenterology, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China
| | - Fei Cheng
- Pathology Department, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China
| | - Jun Li
- Pathology Department, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China
| | - Qi Zhu
- College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, No. 29 JiangJun Road, Jiang Ning District, Nanjing, Jiangsu, 211106, China
| | - Daoqiang Zhang
- College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, No. 29 JiangJun Road, Jiang Ning District, Nanjing, Jiangsu, 211106, China
| | - Hao Pei
- MobiDrop (Zhejiang), No. 455 Heshun Road, Tongxiang, Zhejiang, 314500, China
| | - Guang Li
- Department of Gastroenterology, Beijing Chaoyang Hospital, Capital Medical University, Chaoyang District, Beijing, 100024, China
| | - Xingguang Liang
- Department of Clinical Pharmacy, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China
- Central Laboratory, First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, 310002, China
| | - He Huang
- Frontiers Science Center for Synthetic Biology, School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, China
| | - Xiaocang Cao
- State Key Laboratory of Experimental Hematology, National Clinical Research Center for Blood Diseases, Haihe Laboratory of Cell Ecosystem, Institute of Hematology & Blood Diseases Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College, Tianjin, 300020, China.
- Department of Hepato-Gastroenterology, Tianjin Medical University General Hospital, Tianjin Medical University, Tianjin, 300000, China.
| | - Xinjuan Liu
- Department of Gastroenterology, Beijing Chaoyang Hospital, Capital Medical University, Chaoyang District, Beijing, 100024, China.
| | - Wei Shao
- College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, No. 29 JiangJun Road, Jiang Ning District, Nanjing, Jiangsu, 211106, China.
| | - Jianpeng Sheng
- Department of Hepatobiliary and Pancreatic Surgery, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China.
- Zhejiang Provincial Key Laboratory of Pancreatic Disease, the First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China.
- Zhejiang University Cancer Centre, Zhejiang University, Hangzhou, 310002, China.
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6
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Bhat AV, Basha RA, Chikkaiah MD, Ananthamurthy S. Flagellar rotational features of an optically confined bacterium at high frequency and temporal resolution reveal the microorganism's response to changes in the fluid environment. EUROPEAN BIOPHYSICS JOURNAL : EBJ 2022; 51:225-239. [PMID: 35157113 DOI: 10.1007/s00249-022-01590-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2021] [Revised: 12/23/2021] [Accepted: 01/22/2022] [Indexed: 01/17/2023]
Abstract
Rotations of the flagella control the movement of a peritrichous (multiflagellar) bacterium in fluids, the run and tumble events being caused through modulations in the flagella's collective rotation speed and pattern. Observing such modulations is a challenge in free swimming bacteria. In this work, we present a setup to measure the collective flagellar rotational features of an optically confined Bacillus subtilis bacterium. We adopt a Continuous Wavelet Technique (CWT) while monitoring the rotational patterns in frequency and time, thus achieving optimal resolution in both the domains. This enables in marking the events wherein subtle changes in the flagellar rotational pattern occur. These studies unravel a fact, hitherto unknown, that variations in swimming speed that are seen in pure run sequences are also caused by modulations in the rotating flagella. Further, we have monitored the flagellar rotation for durations over a minute and observe a gradual slowing down of the rotation before ceasing completely due to the trapping laser induced photodamage. We have observed a significant alteration in the rate of rotational fall off in real time with changes in pH or the nutrient concentration in the fluid. This work serves to demonstrate the advantage of optical confinement of a bacterium in its pristine form for carrying out such studies and can serve as a marker for work that assesses membrane photodamage in active matter. Details on the role of flagella in propulsion and on other factors influencing the rotations, can be of significance in the design of artificial microswimmers.
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Affiliation(s)
| | - Roshan Akbar Basha
- Department of Microbiology and Biotechnology, Bangalore University, Bangalore, 560056, India
| | | | - Sharath Ananthamurthy
- Department of Physics, Bangalore University, Bangalore, 560056, India. .,School of Physics, University of Hyderabad, Hyderabad, 500046, India.
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7
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Arellano-Caicedo C, Ohlsson P, Bengtsson M, Beech JP, Hammer EC. Habitat geometry in artificial microstructure affects bacterial and fungal growth, interactions, and substrate degradation. Commun Biol 2021; 4:1226. [PMID: 34702996 PMCID: PMC8548513 DOI: 10.1038/s42003-021-02736-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2020] [Accepted: 10/01/2021] [Indexed: 11/25/2022] Open
Abstract
Microhabitat conditions determine the magnitude and speed of microbial processes but have been challenging to investigate. In this study we used microfluidic devices to determine the effect of the spatial distortion of a pore space on fungal and bacterial growth, interactions, and substrate degradation. The devices contained channels differing in bending angles and order. Sharper angles reduced fungal and bacterial biomass, especially when angles were repeated in the same direction. Substrate degradation was only decreased by sharper angles when fungi and bacteria were grown together. Investigation at the cellular scale suggests that this was caused by fungal habitat modification, since hyphae branched in sharp and repeated turns, blocking the dispersal of bacteria and the substrate. Our results demonstrate how the geometry of microstructures can influence microbial activity. This can be transferable to soil pore spaces, where spatial occlusion and microbial feedback on microstructures is thought to explain organic matter stabilization.
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Affiliation(s)
| | - Pelle Ohlsson
- Department of Biomedical Engineering, Lund University, Lund, Sweden
| | - Martin Bengtsson
- Department of Biomedical Engineering, Lund University, Lund, Sweden
| | - Jason P Beech
- Division of Solid State Physics, Lund University, Lund, Sweden
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8
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Ni B, Colin R, Sourjik V. Production and Characterization of Motile and Chemotactic Bacterial Minicells. ACS Synth Biol 2021; 10:1284-1291. [PMID: 34081866 PMCID: PMC8218304 DOI: 10.1021/acssynbio.1c00012] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
![]()
Minicells are nanosized
membrane vesicles produced by bacteria.
Minicells are chromosome-free but contain cellular biosynthetic and
metabolic machinery, and they are robust due to the protection provided
by the bacterial cell envelope, which makes them potentially highly
attractive in biomedical applications. However, the applicability
of minicells and other nanoparticle-based delivery systems is limited
by their inefficient accumulation at the target. Here we engineered
the minicell-producing Escherichia coli strain to
overexpress flagellar genes, which enables the generation of motile
minicells. We subsequently performed an experimental and theoretical
analysis of the minicell motility and their responses to gradients
of chemoeffectors. Despite important differences between the motility
of minicells and normal bacterial cells, minicells were able to bias
their movement in chemical gradients and to accumulate toward the
sources of chemoattractants. Such motile and chemotactic minicells
may thus be applicable for an active effector delivery and specific
targeting of tissues and cells according to their metabolic profiles.
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Affiliation(s)
- Bin Ni
- Department of Systems and Synthetic Microbiology, Max Planck Institute for Terrestrial Microbiology, Marburg D-35043, Germany
- LOEWE Center for Synthetic Microbiology (SYNMIKRO), Philipps University Marburg, Marburg D-35043, Germany
| | - Remy Colin
- Department of Systems and Synthetic Microbiology, Max Planck Institute for Terrestrial Microbiology, Marburg D-35043, Germany
- LOEWE Center for Synthetic Microbiology (SYNMIKRO), Philipps University Marburg, Marburg D-35043, Germany
| | - Victor Sourjik
- Department of Systems and Synthetic Microbiology, Max Planck Institute for Terrestrial Microbiology, Marburg D-35043, Germany
- LOEWE Center for Synthetic Microbiology (SYNMIKRO), Philipps University Marburg, Marburg D-35043, Germany
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9
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Walker M, Hammel JU, Wilde F, Hoehfurtner T, Humphries S, Schuech R. Estimation of sinking velocity using free-falling dynamically scaled models: Foraminifera as a test case. ACTA ACUST UNITED AC 2021; 224:jeb.230961. [PMID: 33443040 PMCID: PMC7927657 DOI: 10.1242/jeb.230961] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Accepted: 12/10/2020] [Indexed: 11/20/2022]
Abstract
The velocity of settling particles is an important determinant of distribution in extinct and extant species with passive dispersal mechanisms, such as plants, corals and phytoplankton. Here, we adapted dynamic scaling, borrowed from engineering, to determine settling velocity. Dynamic scaling leverages physical models with relevant dimensionless numbers matched to achieve similar dynamics to the original object. Previous studies have used flumes, wind tunnels or towed models to examine fluid flow around objects with known velocities. Our novel application uses free-falling models to determine the unknown sinking velocity of planktonic Foraminifera – organisms important to our understanding of the Earth's current and historic climate. Using enlarged 3D printed models of microscopic Foraminifera tests, sunk in viscous mineral oil to match their Reynolds numbers and drag coefficients, we predicted sinking velocity of real tests in seawater. This method can be applied to study other settling particles such as plankton, spores or seeds. Summary: A novel method to determine the sinking velocity of biologically important micro-scale particles using 3D printed scale models.
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Affiliation(s)
- Matthew Walker
- School of Life Sciences, Joseph Banks Laboratories, University of Lincoln, Green Lane, Lincoln LN6 7DL, UK
| | - Jörg U Hammel
- Institute of Materials Research, Helmholtz-Zentrum Geesthacht, Outstation at DESY, Building 66, Notkestr. 85, D-22607 Hamburg, Germany
| | - Fabian Wilde
- Institute of Materials Research, Helmholtz-Zentrum Geesthacht, Outstation at DESY, Building 66, Notkestr. 85, D-22607 Hamburg, Germany
| | - Tatjana Hoehfurtner
- School of Life Sciences, Joseph Banks Laboratories, University of Lincoln, Green Lane, Lincoln LN6 7DL, UK
| | - Stuart Humphries
- School of Life Sciences, Joseph Banks Laboratories, University of Lincoln, Green Lane, Lincoln LN6 7DL, UK
| | - Rudi Schuech
- School of Life Sciences, Joseph Banks Laboratories, University of Lincoln, Green Lane, Lincoln LN6 7DL, UK
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10
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Adhikary R, Kundu S, Maiti PK, Mitra PK, Mandal S, Mandal V. Effect of different stimuli on twitching behavior of endophytic bacteria isolated from Loranthus sp. Jacq. Antonie van Leeuwenhoek 2020; 113:1489-1505. [PMID: 32789713 DOI: 10.1007/s10482-020-01458-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/02/2019] [Accepted: 08/03/2020] [Indexed: 11/29/2022]
Abstract
Bacteria need to adopt to different behavioral tuning depending on the dynamic eco-physiological conditions they are exposed to. One of these adaptive strategies is the use of motility. Here we report the twitching motility response of four endophytic isolates of Bacillus sp. when exposed to different eco-physiological stimuli like different nutrient sources, and mechanical and chemical antagonists on solid surfaces. These endophytic bacteria were isolated from different parts of a hemiparasite Loranthus sp. Jacq. (Loranthaceae) growing on economically important mango trees. The results show that the twitching motility of these bacteria was more when exposed to organic acids, metals salts (among nutrients) and mechanical shearing (stress) than the other factors. Their motility is not affected by surface lubrication or EPS production, but instead is influenced by shear-sensitive structures and affinity to metal ions. Further molecular studies are needed to elucidate the basis of this twitching behaviour on solid surfaces.
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Affiliation(s)
| | - Smriti Kundu
- University of Gour Banga, Malda, West Bengal, India
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11
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Najafi J, Altegoer F, Bange G, Wagner C. Swimming of bacterium Bacillus subtilis with multiple bundles of flagella. SOFT MATTER 2019; 15:10029-10034. [PMID: 31769462 DOI: 10.1039/c9sm01790a] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
We characterize the bundle properties for three different strains of B. subtilis bacteria with various numbers of flagella. Our study reveals that, surprisingly, the number of bundles is independent of the number of flagella, and the formation of three bundles is always the most frequent case. We assume that this relates to the fact that different mutants have the same body length. There is no significant difference between the bundle width and length for distinct strains, but the projected angle between the bundles increases with the flagellar number. Furthermore, we find that the swimming speed is anti-correlated with the projected angle between the bundles, and the wobbling angle between the swimming direction and cell body increases with the number of flagella. Our findings highlight the impact of geometrical properties of bacteria such as body length and bundle configuration on their motility.
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Affiliation(s)
- Javad Najafi
- Experimental Physics, Saarland University, 66123 Saarbrücken, Germany.
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12
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Sathyamoorthy R, Maoz A, Pasternak Z, Im H, Huppert A, Kadouri D, Jurkevitch E. Bacterial predation under changing viscosities. Environ Microbiol 2019; 21:2997-3010. [DOI: 10.1111/1462-2920.14696] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2019] [Revised: 03/23/2019] [Accepted: 05/24/2019] [Indexed: 12/13/2022]
Affiliation(s)
- Rajesh Sathyamoorthy
- Department of Plant Pathology and Microbiology, Faculty of Agriculture, Food and Environment The Hebrew University of Jerusalem Rehovot Israel
| | - Anat Maoz
- Bio‐statistical Unit, The Gertner Institute for Epidemiology and Health Policy Research Chaim Sheba Medical Center Tel Hashomer Israel
| | - Zohar Pasternak
- Department of Plant Pathology and Microbiology, Faculty of Agriculture, Food and Environment The Hebrew University of Jerusalem Rehovot Israel
| | - Hansol Im
- School of Life Sciences Ulsan National Institute of Science & Technology 50 UNIST‐gil Ulju‐gun, Ulsan 44919 Republic of Korea
| | - Amit Huppert
- Bio‐statistical Unit, The Gertner Institute for Epidemiology and Health Policy Research Chaim Sheba Medical Center Tel Hashomer Israel
| | - Daniel Kadouri
- Department of Oral Biology Rutgers School of Dental Medicine Newark NJ USA
| | - Edouard Jurkevitch
- Department of Plant Pathology and Microbiology, Faculty of Agriculture, Food and Environment The Hebrew University of Jerusalem Rehovot Israel
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13
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Pitruzzello G, Thorpe S, Johnson S, Evans A, Gadêlha H, Krauss TF. Multiparameter antibiotic resistance detection based on hydrodynamic trapping of individual E. coli. LAB ON A CHIP 2019; 19:1417-1426. [PMID: 30869093 DOI: 10.1039/c8lc01397g] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
There is an urgent need to develop novel methods for assessing the response of bacteria to antibiotics in a timely manner. Antibiotics are traditionally assessed via their effect on bacteria in a culture medium, which takes 24-48 h and exploits only a single parameter, i.e. growth. Here, we present a multiparameter approach at the single-cell level that takes approximately an hour from spiking the culture to correctly classify susceptible and resistant strains. By hydrodynamically trapping hundreds of bacteria, we simultaneously monitor the evolution of motility and morphology of individual bacteria upon drug administration. We show how this combined detection method provides insights into the activity of antimicrobials at the onset of their action which single parameter and traditional tests cannot offer. Our observations complement the current growth-based methods and highlight the need for future antimicrobial susceptibility tests to take multiple parameters into account.
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14
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Huang HW, Uslu FE, Katsamba P, Lauga E, Sakar MS, Nelson BJ. Adaptive locomotion of artificial microswimmers. SCIENCE ADVANCES 2019; 5:eaau1532. [PMID: 30746446 PMCID: PMC6357760 DOI: 10.1126/sciadv.aau1532] [Citation(s) in RCA: 115] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/14/2018] [Accepted: 12/04/2018] [Indexed: 05/06/2023]
Abstract
Bacteria can exploit mechanics to display remarkable plasticity in response to locally changing physical and chemical conditions. Compliant structures play a notable role in their taxis behavior, specifically for navigation inside complex and structured environments. Bioinspired mechanisms with rationally designed architectures capable of large, nonlinear deformation present opportunities for introducing autonomy into engineered small-scale devices. This work analyzes the effect of hydrodynamic forces and rheology of local surroundings on swimming at low Reynolds number, identifies the challenges and benefits of using elastohydrodynamic coupling in locomotion, and further develops a suite of machinery for building untethered microrobots with self-regulated mobility. We demonstrate that coupling the structural and magnetic properties of artificial microswimmers with the dynamic properties of the fluid leads to adaptive locomotion in the absence of on-board sensors.
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Affiliation(s)
- H.-W. Huang
- Department of Mechanical Engineering, ETH Zurich, CH-8092 Zurich, Switzerland
| | - F. E. Uslu
- Institute of Mechanical Engineering, Ecole Polytechnique Fédérale de Lausanne, CH-1015 Lausanne, Switzerland
| | - P. Katsamba
- Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Cambridge CB3 0WA, UK
| | - E. Lauga
- Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Cambridge CB3 0WA, UK
| | - M. S. Sakar
- Institute of Mechanical Engineering, Ecole Polytechnique Fédérale de Lausanne, CH-1015 Lausanne, Switzerland
| | - B. J. Nelson
- Department of Mechanical Engineering, ETH Zurich, CH-8092 Zurich, Switzerland
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15
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Volke DC, Nikel PI. Getting Bacteria in Shape: Synthetic Morphology Approaches for the Design of Efficient Microbial Cell Factories. ACTA ACUST UNITED AC 2018. [DOI: 10.1002/adbi.201800111] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Affiliation(s)
- Daniel C. Volke
- The Novo Nordisk Foundation Center for Biosustainability; Technical University of Denmark; Kemitorvet 2800 Kgs. Lyngby Denmark
| | - Pablo I. Nikel
- The Novo Nordisk Foundation Center for Biosustainability; Technical University of Denmark; Kemitorvet 2800 Kgs. Lyngby Denmark
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16
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Jacobeen S, Graba EC, Brandys CG, Day TC, Ratcliff WC, Yunker PJ. Geometry, packing, and evolutionary paths to increased multicellular size. Phys Rev E 2018; 97:050401. [PMID: 29906891 DOI: 10.1103/physreve.97.050401] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2018] [Indexed: 01/09/2023]
Abstract
The evolutionary transition to multicellularity transformed life on earth, heralding the evolution of large, complex organisms. Recent experiments demonstrated that laboratory-evolved multicellular "snowflake yeast" readily overcome the physical barriers that limit cluster size by modifying cellular geometry [Jacobeen et al., Nat. Phys. 14, 286 (2018)10.1038/s41567-017-0002-y]. However, it is unclear why this route to large size is observed, rather than an evolved increase in intercellular bond strength. Here, we use a geometric model of the snowflake yeast growth form to examine the geometric efficiency of increasing size by modifying geometry and bond strength. We find that changing geometry is a far more efficient route to large size than evolving increased intercellular adhesion. In fact, increasing cellular aspect ratio is on average ∼13 times more effective than increasing bond strength at increasing the number of cells in a cluster. Modifying other geometric parameters, such as the geometric arrangement of mother and daughter cells, also had larger effects on cluster size than increasing bond strength. Simulations reveal that as cells reproduce, internal stress in the cluster increases rapidly; thus, increasing bond strength provides diminishing returns in cluster size. Conversely, as cells become more elongated, cellular packing density within the cluster decreases, which substantially decreases the rate of internal stress accumulation. This suggests that geometrically imposed physical constraints may have been a key early selective force guiding the emergence of multicellular complexity.
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Affiliation(s)
- Shane Jacobeen
- School of Physics, Georgia Institute of Technology, North Ave NW, Atlanta, GA 30332, USA
| | - Elyes C Graba
- School of Physics, Georgia Institute of Technology, North Ave NW, Atlanta, GA 30332, USA
| | - Colin G Brandys
- School of Physics, Georgia Institute of Technology, North Ave NW, Atlanta, GA 30332, USA
| | - Thomas C Day
- School of Physics, Georgia Institute of Technology, North Ave NW, Atlanta, GA 30332, USA
| | - William C Ratcliff
- School of Biological Sciences, Georgia Institute of Technology, North Ave NW, Atlanta, GA 30332, USA
| | - Peter J Yunker
- School of Physics, Georgia Institute of Technology, North Ave NW, Atlanta, GA 30332, USA
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17
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Motility and chemotaxis of bacteria-driven microswimmers fabricated using antigen 43-mediated biotin display. Sci Rep 2018; 8:9801. [PMID: 29955099 PMCID: PMC6023875 DOI: 10.1038/s41598-018-28102-9] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2018] [Accepted: 06/14/2018] [Indexed: 12/13/2022] Open
Abstract
Bacteria-driven biohybrid microswimmers (bacteriabots) combine synthetic cargo with motile living bacteria that enable propulsion and steering. Although fabrication and potential use of such bacteriabots have attracted much attention, existing methods of fabrication require an extensive sample preparation that can drastically decrease the viability and motility of bacteria. Moreover, chemotactic behavior of bacteriabots in a liquid medium with chemical gradients has remained largely unclear. To overcome these shortcomings, we designed Escherichia coli to autonomously display biotin on its cell surface via the engineered autotransporter antigen 43 and thus to bind streptavidin-coated cargo. We show that the cargo attachment to these bacteria is greatly enhanced by motility and occurs predominantly at the cell poles, which is greatly beneficial for the fabrication of motile bacteriabots. We further performed a systemic study to understand and optimize the ability of these bacteriabots to follow chemical gradients. We demonstrate that the chemotaxis of bacteriabots is primarily limited by the cargo-dependent reduction of swimming speed and show that the fabrication of bacteriabots using elongated E. coli cells can be used to overcome this limitation.
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