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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Bioeng. Biotechnol.</journal-id>
<journal-title>Frontiers in Bioengineering and Biotechnology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Bioeng. Biotechnol.</abbrev-journal-title>
<issn pub-type="epub">2296-4185</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">783428</article-id>
<article-id pub-id-type="doi">10.3389/fbioe.2021.783428</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Bioengineering and Biotechnology</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Real-Time Monitoring of Dissection Events of Single Budding Yeast in a Microfluidic Cell-Culturing Device Integrated With Electrical Impedance Biosensor</article-title>
<alt-title alt-title-type="left-running-head">Zhu et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Impedance Monitoring Yeast Dissection Events</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhu</surname>
<given-names>Zhen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/290853/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Geng</surname>
<given-names>Yangye</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1501307/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Yingying</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Ke</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yi</surname>
<given-names>Zhenxiang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Xiangwei</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/136767/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ouyang</surname>
<given-names>Shuiping</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zheng</surname>
<given-names>Ke</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fan</surname>
<given-names>Yimin</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Zixin</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Key Laboratory of MEMS of Ministry of Education, Southeast University, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>State Key Laboratory of Bioelectronics, Southeast University, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<label>
<sup>3</sup>
</label>College of Chemical Engineering, Nanjing Forestry University, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<label>
<sup>4</sup>
</label>School of Electronics and Information Technology, Sun Yat-Sen University, <addr-line>Guangzhou</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/922715/overview">Jian Zhang</ext-link>, Hefei University of Technology, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1495772/overview">Cheng Cheng</ext-link>, Morehead State University, United&#x20;States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1496190/overview">Chengjun Huang</ext-link>, Institute of Microelectronics (CAS), China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Zhen Zhu, <email>zhuzhen@seu.edu.cn</email>; Zixin Wang, <email>wangzix@mail.sysu.edu.cn</email>
</corresp>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this&#x20;work</p>
</fn>
<fn fn-type="other">
<p>This article was submitted to Biosensors and Biomolecular Electronics, a section of the journal Frontiers in Bioengineering and Biotechnology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>10</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>783428</elocation-id>
<history>
<date date-type="received">
<day>26</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>12</day>
<month>10</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Zhu, Geng, Wang, Liu, Yi, Zhao, Ouyang, Zheng, Fan and Wang.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Zhu, Geng, Wang, Liu, Yi, Zhao, Ouyang, Zheng, Fan and Wang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>Microfluidic devices in combination with fluorescent microscopy offer high-resolution and high-content platforms to study single-cell morphology, behavior and dynamic process in replicative aging of budding yeast, <italic>Saccharomyces cerevisiae</italic>. However, a huge mass of recorded images makes the data processing labor-intensive and time-consuming to determine yeast replicative lifespan (RLS), a primary criterion in yeast aging. To address this limitation and pursue label-free RLS assays, electrical impedance spectroscopy (EIS) that can be easily functionalized through microelectrodes in microfluidic devices, was introduced to monitor cell growth and division of budding yeast. Herein, a microfluidic device integrated with EIS biosensor was proposed to perform <italic>in-situ</italic> impedance measurement of yeast proliferation in single-cell resolution so as to identify the momentary events of daughter dissection from its mother. Single yeast cells were reliably immobilized at the bottleneck-like traps for continuous culturing, during which daughter cells were effectively detached from their mother cells by hydraulic shear forces. Time-lapse impedance measurement was performed every 2&#xa0;min to monitor the cellular process including budding, division and dissection. By using the K-means clustering algorithm to analyze a self-defined parameter &#x201c;<italic>Dissection Indicator</italic>,&#x201d; to our knowledge for the first time, the momentary event of a daughter removing from its mother cell was accurately extracted from EIS signals. Thus, the identification of daughter dissection events based on impedance sensing technology has been validated. With further development, this microfluidic device integrated with electrical impedance biosensor holds promising applications in high-throughput, real-time and label-free analysis of budding yeast aging and&#x20;RLS.</p>
</abstract>
<kwd-group>
<kwd>electrical impedance spectroscopy (EIS)</kwd>
<kwd>microfluidic biosensor</kwd>
<kwd>single-cell analysis (SCA)</kwd>
<kwd>yeast aging</kwd>
<kwd>replicative lifespan</kwd>
<kwd>dissection event</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">National Key Research and Development Program of China<named-content content-type="fundref-id">10.13039/501100012166</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">Fundamental Research Funds for the Central Universities<named-content content-type="fundref-id">10.13039/501100012226</named-content>
</contract-sponsor>
<contract-sponsor id="cn004">Open Research Fund of State Key Laboratory of Bioelectronics<named-content content-type="fundref-id">10.13039/501100012586</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Budding yeast, <italic>Saccharomyces cerevisiae</italic> (<italic>S. cerevisiae</italic>), benefiting from its fast proliferation, short lifespan, easy maintenance, and fully-sequenced genome, has been extensively used as a model organism in aging studies (<xref ref-type="bibr" rid="B5">Gershon and Gershon, 2000</xref>; <xref ref-type="bibr" rid="B4">Fontana et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B11">Lippuner et&#x20;al., 2014</xref>). Replicative lifespan (RLS) of budding yeast, defined as the number of daughter cells that a mother cell produces before it ceases to divide, has been widely investigated since the conventional manual microdissection method was proposed in 1959 (<xref ref-type="bibr" rid="B14">Mortimer and Johnston, 1959</xref>).</p>
<p>In recent years, a variety of microfluidic devices featuring micron-scaled shallow cavities (<xref ref-type="bibr" rid="B3">Fehrmann et&#x20;al., 2013</xref>), slim channels (<xref ref-type="bibr" rid="B10">Li et&#x20;al., 2017</xref>), compressing pads (<xref ref-type="bibr" rid="B9">Lee et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B19">Zhang et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B7">Huberts et&#x20;al., 2013</xref>), or obstacle traps (<xref ref-type="bibr" rid="B2">Crane et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B8">Jo et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B12">Liu et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B15">Sarnoski et&#x20;al., 2018</xref>), have emerged rapidly for yeast culturing and replicative aging studies. With the application of those devices in single-cell capturing, culturing and optical screening, RLS of budding yeast has been thus determined by analyzing massive time-lapse images. As such, intensive data acquisition and time-consuming image processing have put forward a major challenge to the real-time analysis of dynamic cellular process, especially for high-throughput and long-term single-cell replicative aging assay and RLS determination of budding&#x20;yeast.</p>
<p>Electrical impedance spectroscopy (EIS), as an alternative to optical imaging, is a non-invasive, label-free and multiparametric tool to probe biophysical properties of biological specimens, such as cells and tissues (<xref ref-type="bibr" rid="B13">Morgan et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B1">B&#xfc;rgel et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B16">Schmid et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B18">Xu et&#x20;al., 2016</xref>). By integrating microelectrodes with cell traps in microfluidic devices, <italic>in-situ</italic> EIS measurement of immobilized cells enables continuous monitoring of dynamic cellular process in single-cell resolution over an extended time period, such as cell growth and motion (<xref ref-type="bibr" rid="B22">Zhu et&#x20;al., 2014</xref>), mitosis and cytokinesis (<xref ref-type="bibr" rid="B6">Ghenim et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B23">Zhu et&#x20;al., 2015</xref>), as well as cell differentiation (<xref ref-type="bibr" rid="B20">Zhou et&#x20;al., 2016</xref>). Although diverse strategies to process the raw electrical impedance signals are efficient to elucidate morphological and phenotypical differences of cells, to the best of our knowledge, real-time monitoring of yeast daughter dissections using <italic>in-situ</italic> electrical impedance sensing technology has not yet been reported. Therefore, developing a label-free and non-optical method to identify the dissection events of yeast daughter cells is desirable.</p>
<p>In this work, we report on an EIS-biosensor-integrated microfluidic device, which is capable of hydrodynamic trapping, continuous culturing and <italic>in-situ</italic> electrical impedance monitoring of single budding yeast cells. The microfluidic device features: i) bottleneck-like traps for reliable capture, long-term retention and continuous culturing of yeast cells, as well as automatic and effective removal of daughter cells through hydraulic shear forces; and ii) localized coplanar microelectrode pairs for real-time and label-free detection of daughter-cell dissections using time-lapse <italic>in-situ</italic> electrical impedance biosensor. In addition, the K-means clustering algorithm was used to compensate any baseline drift in the recorded EIS signals and accurately extract momentary information of daughter-cell dissection events.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and Methods</title>
<sec id="s2-1">
<title>Device Design</title>
<p>
<xref ref-type="fig" rid="F1">Figure&#x20;1A</xref> schematically illustrates the microfluidic device for immobilization, culturing and <italic>in-situ</italic> impedance monitoring of single budding yeast cells. The microdevice consists of 5 layers, i.e.,&#x20;a glass substrate, Pt electrodes, a SiN<sub>x</sub> passivation layer, SU-8 microfluidic channels and a polydimethylsiloxane (PDMS) cover. The SU-8 fluidic network comprises a main channel (width: 150&#xa0;&#x3bc;m) and a parallel side channel (width: 300&#xa0;&#x3bc;m), with 10&#x20;bottleneck-like traps (narrow neck width: 4&#xa0;&#x3bc;m) connecting those two channels. Budding yeast cell suspension and culturing medium were infused into the main channel <italic>via</italic> their corresponding inlets (i.e.,&#x20;cell inlet and medium inlet, respectively), both at a flow rate of 1.5&#xa0;&#x3bc;L/min. By precisely controlling the underpressure (about -6,000&#xa0;Pa) applied to the pressure port, single yeast cells were reliably captured at the trap orifices. After cell immobilization, the pressure was raised to a constant value (about 2,000&#xa0;Pa) to prevent redundant cells from being captured at the same traps. To integrate electrical impedance biosensor, Pt microelectrode pairs were patterned underneath the SU-8 structures, with the SiN<sub>x</sub> passivation layer in between. To implement <italic>in-situ</italic> impedance measurement, long common electrode in the main channel serves as the stimulus electrode to supply an excitation alternating current (AC) voltage, and tip individual electrodes around trap orifices serve as recording electrodes to receive the weak response current, which is then amplified and converted into a detectable voltage signal. The SiN<sub>x</sub> layer was reopened in the sensing region to reduce potential electric crosstalk between adjacent electrodes, and in the contact pads around the device border to connect electrodes to external circuits. Thus, the sensing unit, which features a trap for cell capture and retention and a pair of microelectrodes for <italic>in-situ</italic> electrical impedance measurement, is the core composition of the EIS-integrated microdevice.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Schematics of EIS-biosensor-integrated microdevice for real-time monitoring of single budding yeast cells. <bold>(A)</bold> Top view and Cross-sectional view along CC&#x2032; in the impedance sensing area of the microfluidic device. Insert shows the impedance sensing unit with an immobilized budding yeast cell. For better illustration, dimensions are not to scale. <bold>(B)</bold> <italic>In-situ</italic> sensing principle of the yeast dissection event using the electrical impedance biosensor. The instantaneous detachment of daughter cell results in a drastic increase (from 2 to 3) of EIS signal amplitude.</p>
</caption>
<graphic xlink:href="fbioe-09-783428-g001.tif"/>
</fig>
<p>To perform real-time monitoring of yeast dissection events by using <italic>in-situ</italic> electrical impedance biosensor, single cells are firstly immobilized at the traps and continuously cultured under laminar-perfused medium in the microfluidic device. During cell culturing for an extended time period, electrical impedance measurement is carried out every 2&#xa0;min to monitor the dynamic cell process, such as budding, cytokinesis and daughter dissection. As soon as the cytokinesis-completed daughter cell is detached from its mother by hydraulic shear forces, it is immediately dragged away by the continuous medium flow, thereby suddenly cutting down the cell impedance between the stimulus and recording electrodes. This drastic decrease in impedance, corresponding to the momentary event of daughter dissection, can be detected by the time-lapse impedance measurement, showing a steep signal jump on the amplitude curve of EIS signal (<xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>).</p>
</sec>
<sec id="s2-2">
<title>Device Fabrication</title>
<p>The fabrication process of the microfluidic device (<xref ref-type="fig" rid="F1">Figure&#x20;1A</xref>) is shortly described here. First, 200-nm-thick Pt with a 20-nm-thick TiW seed layer were patterned on a 4-inch glass wafer using a lift-off process. Then, a 500-nm-thick SiN<sub>x</sub> layer was deposited on the wafer by plasma-enhanced chemical vapor deposition (PECVD), followed by reactive ion etching (RIE) to define the opening in sensing region and contact pads. Subsequently, 30-&#x3bc;m-thick SU-8 3,025 photoresist (MicroChem, United&#x20;States) was spin-coated on the wafer with patterned microelectrodes, and structured into microfluidic channels by using standard photolithography. After wafer dicing, an unstructured PDMS (Sylgard 184, Dow Corning, United&#x20;States) layer, punched with holes as fluidic inlets and outlets was used to seal the microfluidic channel network. For an irreversible bond between PDMS and SU-8, both SU-8 surface of each die and oxygen-plasma-activated PDMS cover were modified with 3-aminopropyltriethoxysilane (APTES, Merck KGaA, Germany) in aqueous solution (<xref ref-type="bibr" rid="B21">Zhu et&#x20;al., 2016</xref>).</p>
</sec>
<sec id="s2-3">
<title>Experimental Setup</title>
<p>To achieve single-cell immobilization and real-time impedance measurement in a sensing unit, an experimental setup was designed and its details were presented in our previous work (<xref ref-type="bibr" rid="B23">Zhu et&#x20;al., 2015</xref>). Briefly, a fabricated microfluidic device (<xref ref-type="fig" rid="F2">Figure&#x20;2</xref>) was first clamped between a custom-made aluminum (Al) holder and a transparent polymethylmethacrylate (PMMA) cover by using screws. Then, a printed circuit board (PCB) soldered with spring probes was mounted on the PMMA cover to electrically connect microelectrodes with an impedance spectroscope (HF2IS, Zurich Instruments, Switzerland) and a current amplifier (HF2CA, Zurich Instruments, Switzerland). Two glass syringes, prefilled with cell suspension and culturing medium, were respectively connected to cell and medium inlets through polytetrafluoroethylene (PTFE) tubes for fluidic access. Both syringes were affixed on a precision syringe pump (neMESYS, Cetoni, Germany) for sample delivery. A pressure controller (OB1 MK3&#x2b;, Elveflow, France) was used to adjust the underpressure applied to the pressure port for cell immobilization. For time-lapse imaging, the assembled setup, including the Al holder, microfluidic device, PMMA cover and PCB was placed on the stage of an inverted microscope (FV3000, Olympus, Japan).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A)</bold> Photograph of an assembled microfluidic device indicating fluidic connections for inlets and outlets. <bold>(B)</bold> Micrograph of a sensing unit: a bottleneck-like trap immobilized with a single yeast cell. Scale bar is 10&#xa0;&#x3bc;m.</p>
</caption>
<graphic xlink:href="fbioe-09-783428-g002.tif"/>
</fig>
<p>For time-lapse EIS measurement, a swept-frequency AC voltage <inline-formula id="inf1">
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<mml:mi>c</mml:mi>
</mml:mrow>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>G</mml:mi>
<mml:mo>&#xb7;</mml:mo>
<mml:msubsup>
<mml:mi>I</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>, and <inline-formula id="inf9">
<mml:math id="m9">
<mml:mrow>
<mml:msup>
<mml:mi>Z</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mo>&#xb7;</mml:mo>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>s</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>i</mml:mi>
</mml:mrow>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>. Accordingly, the measured impedance <inline-formula id="inf10">
<mml:math id="m10">
<mml:mrow>
<mml:msup>
<mml:mi>Z</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> is inversely proportional to the response current <inline-formula id="inf11">
<mml:math id="m11">
<mml:mrow>
<mml:msubsup>
<mml:mi>I</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> (<inline-formula id="inf12">
<mml:math id="m12">
<mml:mrow>
<mml:msup>
<mml:mi>Z</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x221d;</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mi>I</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>), and also inversely proportional to the recorded voltage <inline-formula id="inf13">
<mml:math id="m13">
<mml:mrow>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> (<inline-formula id="inf14">
<mml:math id="m14">
<mml:mrow>
<mml:msup>
<mml:mi>Z</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
<mml:mo>&#x221d;</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mi>I</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf15">
<mml:math id="m15">
<mml:mrow>
<mml:mrow>
<mml:mo>&#x7c;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mi>Z</mml:mi>
<mml:mo>&#x2217;</mml:mo>
</mml:msup>
</mml:mrow>
<mml:mo>&#x7c;</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>A</mml:mi>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>, where <inline-formula id="inf16">
<mml:math id="m16">
<mml:mi>A</mml:mi>
</mml:math>
</inline-formula> is the amplitude of <inline-formula id="inf17">
<mml:math id="m17">
<mml:mrow>
<mml:msubsup>
<mml:mi>V</mml:mi>
<mml:mrow>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
<mml:mo>&#x2217;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>). Thus, the EIS amplitude <inline-formula id="inf18">
<mml:math id="m18">
<mml:mi>A</mml:mi>
</mml:math>
</inline-formula> can be directly used to characterize the impedance variation induced by the immobilized budding yeast&#x20;cells.</p>
</sec>
<sec id="s2-4">
<title>Cell Preparation</title>
<p>A budding yeast (<italic>S. cerevisiae</italic>) cell strain, derived from BY4743, was used in the experimental verification of the EIS-biosensor-integrated microfluidic device. Yeast cells were cultured using standard methods as described in literature (<xref ref-type="bibr" rid="B17">Sherman, 2002</xref>). Liquid cultures of yeast were grown at 30&#xb0;C in a synthetic complete (SC) medium, which contained 0.17% yeast nitrogen base without amino acids or ammonium sulfate, 2% glucose, and a complement of amino acids and nucleotides. 0.05% w/v Pluronic<sup>&#xae;</sup> F127 solution was added in the SC medium to prevent hydrophobic components from sticking together or accumulating on the channel surface. Prior to cell filling in the glass syringe, the suspension of yeast cells was diluted to reach a concentration of approximately 1&#x20;&#xd7; 10<sup>6</sup> cells/mL in SC medium. All chemicals were purchased from Merck, Germany.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Continuous Culturing and Automatic Daughter Dissections of Single Budding Yeast Cells</title>
<p>
<xref ref-type="fig" rid="F3">Figure&#x20;3</xref> shows the experimental results of single-cell trapping and continuous culturing. Single budding yeast cells were initially captured at the traps, and were reliably retained for bud growth and daughter dissection under the continuous perfusion of cell-culturing medium. Due to the size difference between yeast mother cells and buds, buds usually grew inside the trap or rotated into the trap for subsequent growth by hydrodynamic forces. After the completion of cell division and cytokinesis, daughter cells were ultimately dissected by fluid shear forces and washed away with the flowing medium. The automatic detachment of a yeast daughter cell under the hydraulic shear forces was known as a daughter-dissection event. For instance, the mother cell in <xref ref-type="fig" rid="F3">Figure&#x20;3A</xref> sprouted at 10&#xa0;min, its bud gradually grew to be a mature daughter, and finally the daughter cell was successfully removed at 90&#xa0;min.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Time-lapse images at 10-min intervals of single budding yeast cells during continuous culturing. <bold>(A)</bold> Budding and daughter dissection of an immobilized yeast cell in one generation. <bold>(B)</bold> Budding and daughter dissections of an immobilized yeast cell in two generations with successful reorientation of newborn buds towards the side channel by flowing fluid. Scale bar is 4&#xa0;&#x3bc;m.</p>
</caption>
<graphic xlink:href="fbioe-09-783428-g003.tif"/>
</fig>
<p>New buds of yeast cells may start to sprout when the previous daughter cells are not completely detached from mother cells in liquid culture. As shown in <xref ref-type="fig" rid="F3">Figure&#x20;3B</xref>, both bud 1 and bud 2 started to grow when the former daughters were not dissected. After the mature progenies were automatically removed by the fluid flow (at 40 and 150&#xa0;min), newborn buds were successfully rotated into the narrow orifice of the trap. In this case, cell rotation could be attributed to two reasons: i) the high flow velocity distributed in the narrow orifice exerting sufficient drag forces on buds from the main channel towards the side channel and ii) the high channel height providing adequate space in vertical direction for cell rotation. Therefore, the bud rotation and reorientation towards the side channel is of benefit to coincident and efficient daughter-cell dissections.</p>
</sec>
<sec id="s3-2">
<title>Real-Time Monitoring of Yeast Dissection Events Using <italic>In-situ</italic> Electrical Impedance Biosensor</title>
<p>During the continuous cell culturing, <italic>in-situ</italic> EIS measurement was performed every 2&#xa0;min to monitor yeast budding process in a label-free and real-time manner. For the wide-band EIS, electric current at low frequencies (typically below 1&#xa0;MHz) flows mostly around cells and very few penetrates cell membrane. Thus, EIS signal at 1&#xa0;MHz can be directly used to characterize cell size or morphology, which has been validated previously (<xref ref-type="bibr" rid="B23">Zhu et&#x20;al., 2015</xref>). In <xref ref-type="fig" rid="F4">Figure&#x20;4A</xref>, raw signal amplitude at 1&#xa0;MHz shows 4 remarkable jumps when 4 daughters were dissected and washed away from the traps in sequence. Such activities of daughter dissection cause abrupt reduction of cell size or volume, which can be sensitively recorded by the real-time EIS measurement.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Real-time EIS monitoring of budding yeast growth and division with 4&#x20;daughter-dissection events in sequence. <bold>(A)</bold> Raw amplitude curve of EIS signals at 1&#xa0;MHz along the recording time period. Sampling interval is 2&#xa0;min <bold>(B)</bold> &#x201c;<italic>Dissection Index</italic>&#x201d; curve combined with K-means cluster analysis clearly showing 4 sharp spikes corresponding to daughter-dissection events of the recorded mother cell. Insets show micrographs of the yeast mother cell right before and after daughter removal. Scale bar is 4&#xa0;&#x3bc;m.</p>
</caption>
<graphic xlink:href="fbioe-09-783428-g004.tif"/>
</fig>
<p>The recorded raw EIS signal, referring to the instantaneous impedance of yeast cell and its surrounding medium, may exhibit drifts along the recording time period. They could be attributed to bud swing, cell reorientation, or dirt attachment in the sensing unit during cell culturing. To compensate signal drifts and accurately identify the momentary events of daughters separating from their mother, EIS amplitude at time point <inline-formula id="inf19">
<mml:math id="m19">
<mml:mi>t</mml:mi>
</mml:math>
</inline-formula>, <inline-formula id="inf20">
<mml:math id="m20">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, was divided by the amplitude value at the previous time point, <inline-formula id="inf21">
<mml:math id="m21">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, thereby yielding a &#x201c;<italic>Dissection Index</italic> (<italic>DI</italic>)&#x201d; (<inline-formula id="inf22">
<mml:math id="m22">
<mml:mrow>
<mml:mi>D</mml:mi>
<mml:mi>I</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula>) curve (<xref ref-type="fig" rid="F4">Figure&#x20;4B</xref>). During yeast budding, EIS signal varied slowly and slightly, resulting in the ratio <italic>DI</italic> approaching the baseline. Since the signal drifts were relatively low in amplitude, they were also normalized around the baseline. This simple normalization method could thus compensate potential drifts of EIS signal. In comparison, the sudden removal of a daughter from its immobilized mother cell at time point <inline-formula id="inf23">
<mml:math id="m23">
<mml:mi>t</mml:mi>
</mml:math>
</inline-formula> caused the recorded signal amplitude <inline-formula id="inf24">
<mml:math id="m24">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mi>t</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> to abruptly jump to a value much higher than that of <inline-formula id="inf25">
<mml:math id="m25">
<mml:mrow>
<mml:msub>
<mml:mi>A</mml:mi>
<mml:mrow>
<mml:mi>t</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, thus leading to a conspicuous peak on the <italic>DI</italic> curve. Moreover, by using K-means cluster analysis, data points on the <italic>DI</italic> curve were adaptively classified into two categories, i.e.,&#x20;the baseline cluster centered around 0.9998 with minor signal fluctuations, and the peak cluster centered around 1.0167 indicating the occurrence of daughter dissections. Therefore, the moments, when daughters were detached from the mother cell in sequence, were accurately extracted from the recorded EIS signals, and 4&#x20;daughter-dissection events were highlighted as 4 sharp spikes on the <italic>DI</italic>&#x20;curve.</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>In this work, a microfluidic device integrated with EIS biosensor has been developed to perform real-time and <italic>in-situ</italic> impedance monitoring of daughter dissection events of budding yeast cells. In the microfluidic device, narrow bottleneck-like traps enable reliable retention of yeast mothers in single-cell resolution and provide high hydraulic shear forces for the automatic removal of daughters after the completion of cell division. The EIS sensing unit allows for label-free and sensitive detection of daughter dissections during continuous replication of budding yeast. &#x201c;<italic>Dissection Index</italic> (<italic>DI</italic>)&#x201d; minimizing signal fluctuations has been successfully used to compensate the EIS signal drifts derived from bud rotation, cell movement, or dirt attachment in the sensing unit. Associated with K-means cluster analysis, momentary events of daughters separating from their mother can be clearly identified from EIS signals.</p>
<p>With regard to present design of the microfluidic device, we have noticed a few problems or limitations on real-time monitoring of budding yeast replication and identification of daughter-dissection events by using the integrated electrical impedance biosensor. i) Although higher traps provide adequate space in vertical direction for cell rotation and reorientation, they increase the risk of stacking more cells in vertical space. Lower microfluidic channels and traps might reduce such risks, but would increase the hydraulic resistance in channels for cell delivery and cause channel clogging by big clusters of yeast cells. ii) Since the EIS sensing unit, especially the long common stimulus electrode, has much free space exposed in the fluidic channel, passage of cell suspension or capture of dirt may affect the measured impedance and give rise to noise or drift on the recorded EIS signal. iii) Current microfluidic device is limited to a throughput of 10 independent cell traps. Also, these traps feature non-uniform distribution of hydraulic pressure drops so that they cannot be simultaneously occupied by single cells under the same setting of medium flow rate and underpressure. As such, the present device is feasible to verify the concept of yeast-daughter-dissection monitoring and investigate the sensitivity of the integrated electrical impedance biosensor, but poses challenges to integrate more traps for high-throughput culturing and monitoring of single budding yeast cells. iv) Due to accidental cell loss or trapping of additional cell during the EIS recording, current version of the microfluidic device allows for only several-hour monitoring of cell growth and division in a single experiment, which cannot cover the whole replicative lifespan of budding yeast. The cell-culturing system, especially the microfluidic structure for single-cell trapping and long-term retention, needs to be optimized in terms of stability and robustness so that it can monitor single-cell replication over 48&#xa0;h without interruption. Accordingly, the design of addressable electrodes to implement EIS measurement requires optimization to adapt for the new cell-culturing system.</p>
<p>To summarize, this proof-of-concept study has demonstrated that the EIS-integrated microfluidic device is capable of automatic removal of daughter cells by hydraulic shear forces and sensitive monitoring of daughter-dissection events by real-time EIS measurement. With further optimization and development in terms of long-term stability and throughput, the microdevice potentially provides an automatic and non-optical platform for yeast replicative aging studies and RLS determination.</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>ZZ and YG conceived the experiment, analyzed the data, and wrote the manuscript. ZZ, YG, and SO conducted the experiments and was supported by YW, KL, and KZ. ZY, XZ, YF, and ZW reviewed writing. ZZ and ZW supervised the project and reviewed the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This work was supported by the National Natural Science Foundation of China (No. 61774036), the National Key R&#x26;D Program of China (No. 2018YFF01012100), the Fundamental Research Funds for the Central Universities, and the Open Research Fund of State Key Laboratory of Bioelectronics, Southeast University.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ack>
<p>The authors acknowledge Dr. Fabian Rudolf (CSB Group, D-BSSE, ETH Zurich, Switzerland) for his kind supply of the yeast cell strain used in this&#x20;study.</p>
</ack>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>B&#xfc;rgel</surname>
<given-names>S. C.</given-names>
</name>
<name>
<surname>Diener</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Frey</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>J.-Y.</given-names>
</name>
<name>
<surname>Hierlemann</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Automated, Multiplexed Electrical Impedance Spectroscopy Platform for Continuous Monitoring of Microtissue Spheroids</article-title>. <source>Anal. Chem.</source> <volume>88</volume>, <fpage>10876</fpage>&#x2013;<lpage>10883</lpage>. <pub-id pub-id-type="doi">10.1021/acs.analchem.6b01410</pub-id> </citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Crane</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>Clark</surname>
<given-names>I. B. N.</given-names>
</name>
<name>
<surname>Bakker</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Smith</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Swain</surname>
<given-names>P. S.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>A Microfluidic System for Studying Ageing and Dynamic Single-Cell Responses in Budding Yeast</article-title>. <source>PLoS One</source> <volume>9</volume>, <fpage>e100042</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0100042</pub-id> </citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fehrmann</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Paoletti</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Goulev</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Ungureanu</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Aguilaniu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Charvin</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Aging Yeast Cells Undergo a Sharp Entry into Senescence Unrelated to the Loss of Mitochondrial Membrane Potential</article-title>. <source>Cel Rep.</source> <volume>5</volume>, <fpage>1589</fpage>&#x2013;<lpage>1599</lpage>. <pub-id pub-id-type="doi">10.1016/j.celrep.2013.11.013</pub-id> </citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fontana</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Partridge</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Longo</surname>
<given-names>V. D.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Extending Healthy Life Span--From Yeast to Humans</article-title>. <source>Science</source> <volume>328</volume>, <fpage>321</fpage>&#x2013;<lpage>326</lpage>. <pub-id pub-id-type="doi">10.1126/science.1172539</pub-id> </citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gershon</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Gershon</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>The Budding Yeast, <italic>Saccharomyces C</italic>, as a Model for Aging Research: a Critical Review</article-title>. <source>Mech. Ageing Develop.</source> <volume>120</volume>, <fpage>1</fpage>&#x2013;<lpage>22</lpage>. <pub-id pub-id-type="doi">10.1016/s0047-6374(00)00182-2</pub-id> </citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ghenim</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Kaji</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Hoshino</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Ishibashi</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Haguet</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Gidrol</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2010</year>). <article-title>Monitoring Impedance Changes Associated with Motility and Mitosis of a Single Cell</article-title>. <source>Lab. Chip</source> <volume>10</volume>, <fpage>2546</fpage>&#x2013;<lpage>2550</lpage>. <pub-id pub-id-type="doi">10.1039/c004115g</pub-id> </citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huberts</surname>
<given-names>D. H. E. W.</given-names>
</name>
<name>
<surname>Sik Lee</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Gonz&#xe1;lez</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Janssens</surname>
<given-names>G. E.</given-names>
</name>
<name>
<surname>Vizcarra</surname>
<given-names>I. A.</given-names>
</name>
<name>
<surname>Heinemann</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Construction and Use of a Microfluidic Dissection Platform for Long-Term Imaging of Cellular Processes in Budding Yeast</article-title>. <source>Nat. Protoc.</source> <volume>8</volume>, <fpage>1019</fpage>&#x2013;<lpage>1027</lpage>. <pub-id pub-id-type="doi">10.1038/nprot.2013.060</pub-id> </citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jo</surname>
<given-names>M. C.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Gu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Dang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Qin</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>High-Throughput Analysis of Yeast Replicative Aging Using a Microfluidic System</article-title>. <source>Proc. Natl. Acad. Sci. U.S.A.</source> <volume>112</volume>, <fpage>9364</fpage>&#x2013;<lpage>9369</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1510328112</pub-id> </citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname>
<given-names>S. S.</given-names>
</name>
<name>
<surname>Vizcarra</surname>
<given-names>I. A.</given-names>
</name>
<name>
<surname>Huberts</surname>
<given-names>D. H. E. W.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>L. P.</given-names>
</name>
<name>
<surname>Heinemann</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Whole Lifespan Microscopic Observation of Budding Yeast Aging through a Microfluidic Dissection Platform</article-title>. <source>Proc. Natl. Acad. Sci.</source> <volume>109</volume>, <fpage>4916</fpage>&#x2013;<lpage>4920</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1113505109</pub-id> </citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Jin</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>O&#x2019;Laughlin</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Bittihn</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Tsimring</surname>
<given-names>L. S.</given-names>
</name>
<name>
<surname>Pillus</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Multigenerational Silencing Dynamics Control Cell Aging</article-title>. <source>Proc. Natl. Acad. Sci. U.S.A.</source> <volume>114</volume>, <fpage>11253</fpage>&#x2013;<lpage>11258</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1703379114</pub-id> </citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lippuner</surname>
<given-names>A. D.</given-names>
</name>
<name>
<surname>Julou</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Barral</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Budding Yeast as a Model Organism to Study the Effects of Age</article-title>. <source>FEMS Microbiol. Rev.</source> <volume>38</volume>, <fpage>300</fpage>&#x2013;<lpage>325</lpage>. <pub-id pub-id-type="doi">10.1111/1574-6976.12060</pub-id> </citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Young</surname>
<given-names>T. Z.</given-names>
</name>
<name>
<surname>Acar</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Yeast Replicator: A High-Throughput Multiplexed Microfluidics Platform for Automated Measurements of Single-Cell Aging</article-title>. <source>Cel Rep.</source> <volume>13</volume>, <fpage>634</fpage>&#x2013;<lpage>644</lpage>. <pub-id pub-id-type="doi">10.1016/j.celrep.2015.09.012</pub-id> </citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Morgan</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Holmes</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Gawad</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Green</surname>
<given-names>N. G.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Single Cell Dielectric Spectroscopy</article-title>. <source>J.&#x20;Phys. D: Appl. Phys.</source> <volume>40</volume>, <fpage>61</fpage>&#x2013;<lpage>70</lpage>. <pub-id pub-id-type="doi">10.1088/0022-3727/40/1/S10</pub-id> </citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mortimer</surname>
<given-names>R. K.</given-names>
</name>
<name>
<surname>Johnston</surname>
<given-names>J.&#x20;R.</given-names>
</name>
</person-group> (<year>1959</year>). <article-title>Life Span of Individual Yeast Cells</article-title>. <source>Nature</source> <volume>183</volume>, <fpage>1751</fpage>&#x2013;<lpage>1752</lpage>. <pub-id pub-id-type="doi">10.1038/1831751a0</pub-id> </citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sarnoski</surname>
<given-names>E. A.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Ertekin</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Koonce</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Acar</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Fundamental Characteristics of Single-Cell Aging in Diploid Yeast</article-title>. <source>iScience</source> <volume>7</volume>, <fpage>96</fpage>&#x2013;<lpage>109</lpage>. <pub-id pub-id-type="doi">10.1016/j.isci.2018.08.011</pub-id> </citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schmid</surname>
<given-names>Y. R. F.</given-names>
</name>
<name>
<surname>B&#xfc;rgel</surname>
<given-names>S. C.</given-names>
</name>
<name>
<surname>Misun</surname>
<given-names>P. M.</given-names>
</name>
<name>
<surname>Hierlemann</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Frey</surname>
<given-names>O.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Electrical Impedance Spectroscopy for Microtissue Spheroid Analysis in Hanging-Drop Networks</article-title>. <source>ACS Sens.</source> <volume>1</volume>, <fpage>1028</fpage>&#x2013;<lpage>1035</lpage>. <pub-id pub-id-type="doi">10.1021/acssensors.6b00272</pub-id> </citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sherman</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Getting Started with Yeast</article-title>. <source>Methods Enzymol.</source> <volume>350</volume>, <fpage>3</fpage>&#x2013;<lpage>41</lpage>. <pub-id pub-id-type="doi">10.1016/s0076-6879(02)50954-x</pub-id> </citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Duan</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Cheng</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>A Review of Impedance Measurements of Whole Cells</article-title>. <source>Biosens. Bioelectron.</source> <volume>77</volume>, <fpage>824</fpage>&#x2013;<lpage>836</lpage>. <pub-id pub-id-type="doi">10.1016/j.bios.2015.10.027</pub-id> </citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Luo</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Zou</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Brandman</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Ouyang</surname>
<given-names>Q.</given-names>
</name>
<etal/>
</person-group> (<year>2012</year>). <article-title>Single Cell Analysis of Yeast Replicative Aging Using a New Generation of Microfluidic Device</article-title>. <source>PLoS One</source> <volume>7</volume>, <fpage>e48275</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0048275</pub-id> </citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Basu</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Laue</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Seshia</surname>
<given-names>A. A.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Single Cell Studies of Mouse Embryonic Stem Cell (mESC) Differentiation by Electrical Impedance Measurements in a Microfluidic Device</article-title>. <source>Biosens. Bioelectron.</source> <volume>81</volume>, <fpage>249</fpage>&#x2013;<lpage>258</lpage>. <pub-id pub-id-type="doi">10.1016/j.bios.2016.02.069</pub-id> </citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Escobedo</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>A Versatile Bonding Method for PDMS and SU-8 and its Application towards a Multifunctional Microfluidic Device</article-title>. <source>Micromachines</source> <volume>7</volume>, <fpage>230</fpage>. <pub-id pub-id-type="doi">10.3390/mi7120230</pub-id> </citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Frey</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Franke</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Haandb&#xe6;k</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Hierlemann</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Real-Time Monitoring of Immobilized Single Yeast Cells through Multifrequency Electrical Impedance Spectroscopy</article-title>. <source>Anal. Bioanal. Chem.</source> <volume>406</volume>, <fpage>7015</fpage>&#x2013;<lpage>7025</lpage>. <pub-id pub-id-type="doi">10.1007/s00216-014-7955-9</pub-id> </citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Frey</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Haandbaek</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Franke</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Rudolf</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Hierlemann</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Time-Lapse Electrical Impedance Spectroscopy for Monitoring the Cell Cycle of Single Immobilized <italic>S. P</italic> Cells</article-title>. <source>Sci. Rep.</source> <volume>5</volume>, <fpage>17180</fpage>. <pub-id pub-id-type="doi">10.1038/srep17180</pub-id> </citation>
</ref>
</ref-list>
</back>
</article>