Bacteria can quickly spread throughout the human body, making certain diseases hard or impossible to cure. In order to understand how the bacteria can initiate and develop into an infection, microfluidic chambers in a lab environment are used as a template of how bacteria reacts to different types of flows. However, accurately tracking the movement of bacteria is a difficult task, where small objects has to be captured with a high resolution and digitally analysed with computationally heavy methods. Popular imaging methods utilise digital holographic microscopy, where three-dimensional movement is captured in two-dimensional images by numerical reconstruction of the diffraction of light. Since numerical reconstructions become computationally heavy when a good accuracy is required, this master's thesis work focus on evaluating the possibility of using convolutional neural networks to quickly and accurately determine the spatial properties of bacteria. By thorough testing and analysis of state of the art and old networks a new network design is presented, designed to eliminate as many imaging issues as possible. We found that there are certain network design choices that help with reducing the overall error of the system, and with a well chosen training set with sensible augmentations, some networks were able to reach a 60% classification accuracy when determining the vertical rotation of the bacteria. Unfortunately, due to the lack of experimental data where the ground-truth is known, not much experimental testing could be performed. However, a few tests showed that images of high quality could be classified within the expected range of vertical rotation. / Bakterier kan snabbt sprida sig genom människokroppen, vilket försvårar starkt möjligheterna att kurera vissa sjukdomar. För att få en inblick i hur bakterier kan initiera och utvecklas till en infektion används som mall laborativa uppställningar med vätskekanaler i mikroskala när man söker förstå hur bakterier reagerar på olika typer av flöden. Att spåra dessa rörelser med god säkerhet är dock en utmaning, då man experimentellt söker fånga små skalor med hög upplösning, som sedan ska analyseras med datorintensiva metoder. Populära avbildningsmetoder använder sig utav digital holografisk mikroskopi, där tredimensionella rörelser kan fångas med hjälp av tvådimensionella bilder genom att numeriskt återskapa ljusets brytningsmönster mot objekten. Eftersom dessa metoder blir beräkningstunga när god säkerhet krävs så utforskar detta examensarbete möjligheterna att utnyttja faltningsnätverk för att snabbt och säkert bestämma vertikalrotationen hos bakterier avbildade med holografi. Genom nogranna tester av moderna samt äldre nätverk så presenteras en ny nätverksdesign, utvecklad i mål med att eliminera så många avbildningsproblem som möjligt. Vi fann att vissa designval vid nätverksutvecklingen kan hjälpa med att reducera klassificeringsfelen givet vårt system, och med en väl utvald träningsmängd med lämpliga justeringar så lyckades vi nå en klassificeringssäkerhet på över 60% med vissa nätverk. På grund av bristande experimentellt data där de riktiga värdena är kända så har ingen utförlig experimentell analys utförts, men några tester på experimentella bilder i god kvalité har visats ge resultat som tyder på en korrekt analys inom den förväntade vertikalrotationen.

<p>Terminal heme-copper oxidases (HCuOs) are transmembrane proteins that catalyze the final step in the respiratory chain - the reduction of O₂ to H₂O, coupled to energy conservation by generation of an electrochemical proton gradient. The most extensively investigated of the HCuOs are the <i>aa</i>₃-type oxidases, to which cytochrome <i>c</i> oxidase (Cyt<i>c</i>O) belongs, which uses energy released in the O₂-reduction for proton pumping. The bacterial nitric oxide reductases (NORs) have been identified as divergent members of the HCuO-superfamily and are involved in the denitrification pathway where they catalyze the reduction of NO to NO₂. Although as exergonic as O₂-reduction, this reaction is completely non-electrogenic. Among the traditional HCuOs, the <i>cbb</i>₃-type oxidases are the closest relatives to the NORs and as such provide a link between the <i>aa</i>₃ oxidases and the NORs. The <i>cbb</i>₃ oxidases have been shown to pump protons with nearly the same efficiency as the <i>aa</i>₃ oxidases, despite low sequence similarity.</p><p>This thesis is focused on measurements of membrane potential generating reactions during catalysis in the Cyt<i>c</i>O and the <i>cbb</i>₃ oxidase from <i>Rhodobacter sphaeroides</i>, and the NOR from <i>Paracoccus</i> <i>denitrificans</i>, using a time resolved electrometric technique. The pH dependence of the membrane potential generation in Cyt<i>c</i>O showed that only one proton is taken up and that no protons are pumped, at high pH. An additional kinetic phase was also detected at high pH that presumably originates to from charge-transfer within the K-pathway. Possible reasons for uncoupling, and the extent of charge-transfer, were studied using structural variants of Cyt<i>c</i>O. The measurements established that electrons and protons are taken up from the same side of the membrane in NOR. In addition, the directionality for proton uptake in <i>cbb</i>₃ oxidase appeared to be dependent on the choice of substrate while proton pumping was indicated to occur only during O₂-reduction.</p>

Terminal heme-copper oxidases (HCuOs) are transmembrane proteins that catalyze the final step in the respiratory chain - the reduction of O2 to H2O, coupled to energy conservation by generation of an electrochemical proton gradient. The most extensively investigated of the HCuOs are the aa3-type oxidases, to which cytochrome c oxidase (CytcO) belongs, which uses energy released in the O2-reduction for proton pumping. The bacterial nitric oxide reductases (NORs) have been identified as divergent members of the HCuO-superfamily and are involved in the denitrification pathway where they catalyze the reduction of NO to NO2. Although as exergonic as O2-reduction, this reaction is completely non-electrogenic. Among the traditional HCuOs, the cbb3-type oxidases are the closest relatives to the NORs and as such provide a link between the aa3 oxidases and the NORs. The cbb3 oxidases have been shown to pump protons with nearly the same efficiency as the aa3 oxidases, despite low sequence similarity. This thesis is focused on measurements of membrane potential generating reactions during catalysis in the CytcO and the cbb3 oxidase from Rhodobacter sphaeroides, and the NOR from Paracoccus denitrificans, using a time resolved electrometric technique. The pH dependence of the membrane potential generation in CytcO showed that only one proton is taken up and that no protons are pumped, at high pH. An additional kinetic phase was also detected at high pH that presumably originates to from charge-transfer within the K-pathway. Possible reasons for uncoupling, and the extent of charge-transfer, were studied using structural variants of CytcO. The measurements established that electrons and protons are taken up from the same side of the membrane in NOR. In addition, the directionality for proton uptake in cbb3 oxidase appeared to be dependent on the choice of substrate while proton pumping was indicated to occur only during O2-reduction.

In the first part of the thesis, protein-ligand interactions were investigated using the chaperone LcrH, from Yersinia as target protein. The structure of a peptide encompassing the amphipathic domain (residue 278-300) of the protein YopD from Yersinia was determined by NMR in 40% TFE. The structure of YopD278-300 is a well defined α-helix with a β-turn at the C-terminus of the helix capping the structure. This turn is crucial for the structure as peptides lacking the residues involved in the turn are unstructured. NMR relaxation indicates that the peptide is not monomeric. This is supported by intermolecular NOEs found from residue Phe280 to Ile288 and Val292 indicative of a multimeric structure with the helical structures oriented in an antiparallel manner with hydrophobic residues forming the oligomer. The interaction with the chaperone LcrH was confirmed by 1H relaxation experiments and induced chemical shift changes in the peptide Protein-ligand interactions were investigated further in the second paper using a different approach. A wide range of substances were used in screening for affinity against the chaperones PapD and FimC from uropathogenic Escherichia coli using 1H relaxation NMR experiments, surface plasmon resonance and 19F NMR. Fluorine NMR proved to be advantageous as compared to proton NMR as it is straight forward to identify binding ligands due to the well resolved 19F NMR spectra. Several compounds were found to interact with PapD and FimC through induced line-broadening and chemical shift changes for the ligands. Data corroborate well with surface plasmon resonance and proton NMR experiments. However, our results indicate the substances used in this study to have poor specificity for PapD and FimC as the induced chemical shift is minor and hardly no competitive binding is observed. Paper III and IV is an investigation of the structural features of the allergenic 2S albumin Ber e 1 from Brazil nut. Ber e 1 is a 2S albumin previously identified as the major allergen of Brazil nut. Recent studies have demonstrated that endogenous Brazil nut lipids are required for an immune response to occur in vivo. The structure was obtained from 3D heteronuclear NMR experiments followed by simulated annealing using the software ARIA. Interestingly, the common fold of the 2S albumin family, described as a right-handed super helix with the core composed of a helix bundle, is not found in Ber e 1. Instead the C-terminal region is participating in the formation of the core between helix 3, 4 and 5. The dynamic properties of Ber e 1 were investigated using 15N relaxation experiments and data was analyzed using the model-free approach. The analysis showed that a few residues in the loop between helix 2 and 3 experience decreased mobility, compared to the rest of the loop. This is consistent with NOE data as long range NOEs were found from the loop to the core region of the protein. The anchoring of this loop is a unique feature of Ber e 1, as it is not found in any other structures of 2S albumins. Chemical shift mapping of Ber e 1 upon the addition of lipid extract from Brazil nut identified 4 regions in the protein where chemical shift perturbations were detected. Interestingly, all four structural clusters align along a cleft in the structure formed by helix 1-3 on one side and helix 4-5 on the other. This cleft is big enough to encompass a lipid molecule. It is therefore tempting to speculate whether this cleft is the lipid binding epitope in Ber e 1.

The aim of this thesis was the investigation of the mitochondrial response mechanisms upon apoptotic stimuli. The specific objectives were the biophysical characterization of membrane dynamics and the specific roles of lipids in the context of apoptotic regulation occurring at the mitochondrion and its complex membrane systems. The BH4 domain is an anti-apoptotic specific domain of the Bcl-2 protein. Solid phase peptide synthesis was used to produce large amount of the peptide for biophysical studies. A protocol has been established and optimized, guarantying the required purity for biophysical studies. In detail the purification by high performance liquid chromatography and the characterisation via mass spectroscopy are described. The secondary structure of BH4 changes significantly in the presence of lipid vesicles as observed by infrared spectroscopy and circular dichroism. The BH4 peptide aggregates at the membrane surface and inserts slightly into the hydrophobic part of the membrane. Using nuclear magnetic resonance (NMR) and calorimetry techniques, it could even be shown that the BH4 domain modifies the dynamic and organization of the liposomes which mimic a mitochondrial surface. The second study was on the first helix of the pro-apoptotic protein Bax. This sequence called Bax-α1 has the function to address the cytosolic Bax protein to the mitochondrial membrane upon activation. Once again a protocol has been established for the synthesis and purification of this peptide. The aim was to elucidate the key role of cardiolipin, a mitochondria-specific phospholipid, in the interaction of Bax-α1 with the mitochondrial membrane system. The NMR and circular dichroism studies showed that Bax-α1 interacts with the membrane models only if they contain the cardiolipin, producing a strong electrostatic lock effect which is located at the membrane surface. Finally, a new NMR approach was developed which allows the investigation of the lipid response of isolated active mitochondria upon the presence of apoptotic stimuli. The goal was there to directly monitor lipid specific the occurring changes during these physiological activities.

Single molecule experiments study the kinetics of molecular biological systems. Many such studies generate data that can be described by aggregated hidden Markov models, whereby there is a need of doing inference on such data and models. In this study, model selection in aggregated Hidden Markov models was performed with a criterion of maximum Bayesian evidence. Variational Bayes inference was seen to underestimate the evidence for aggregated model fits. Estimation of the evidence integral by brute force Monte Carlo integration theoretically always converges to the correct value, but it converges in far from tractable time. Nested sampling is a promising method for solving this problem by doing faster Monte Carlo integration, but it was here seen to have difficulties generating uncorrelated samples.

Identifying the protein content in a cell in a fast and reliable manner has become a relevant goal in the field of proteomics. This thesis computationally explores the potential for silicon nitride nanopores to sense and distinguish single miniproteins, which are small domains that promise to facilitate the systematic study of larger proteins. Sensing and identification of these biomolecules using nanopores happens by studying modulations in ionic current during translocation. The approach taken in this work was to study two miniproteins of similar geometry, using a cylindrical-shaped pore. I employed molecular mechanics to compare occupied pore currents computed based on the trajectory of ions. I further used density functional theory along with relative surface accessibility values to compute changes in interaction energies for single amino acids and obtain relative dwell times. While the protein remained inside the nanopore, I found no noticeable differences in the occupied pore currents of the two miniproteins for systems subject to 0.5 and 1.0 V bias voltages. Dwell times were estimated based on the translocation time of a protein that exhibits no interaction with the pore walls. I found that both miniproteins feel an attractive force to the pore wall and estimated their relative dwell times to differ by one order of magnitude. This means even in cases where two miniproteins are indistinguishable by magnitude changes in the ionic current, the dwell time might still be used to identify them. This work was an initial investigation that can be further developed to increase the accuracy of the results and be expanded to assess other miniproteins with the goal to aid future experimental work.

Many human diseases including cancer have been associated with altered cellular metabolism and a changed oxygen consumption in cells. Fluorophores are sensitive to their local environment due to their long life times in transient dark states. A recent study successfully utilized this sensitivity to image differences in oxygen concentrations in cells using transient state (TRAST) microscopy together with fluorescent labels [1]. A natural continuation of this study is to investigate the possibilities of using this method with natural fluorophores already present in cells and thereby avoid articial labeling. Flavin adenine dinucleotide (FAD) is an auto fluorescent coenzyme that is naturally present in cells and involved in cellular metabolism. This project is an exploratory pilot study for cellular measurements with the aim to investigate if FAD can be used to probe oxygen concentrations in aqueous solution using transient state monitoring and fluorescence correlation spectroscopy (FCS). This thesis includes the results from FCS and TRAST experiments on FAD in aqueous solutions with different oxygen concentrations as well as different ascorbic acid concentrations. The performed experiments showed that FAD monitored with TRAST is sensitive to differences in oxygen concentrations for the aqueous solutions used in this study.

Calcium ions are one of the most versatile signalling molecules. They are essential tothe proper functioning of various cellular processes in many different types of cells.The calcium signals have been studied in the past using ratiometric dyes like Fura-2.We showed that the genetically encoded calcium indicator GCaMP6m displays highersignal to noise ratio than Fura Red and therefore used it to study the calcium cytosolicconcentration in MDCK II cells. We use fluorescence microscopy to record and Pythonto analyse calcium signals in individual cells. Cellpose was used for automating thesegmentation. The cells were treated with ouabain, a cardiotonic steroid shown toincrease the intercellular communication between cells through gap junctions. Thecells were also transfected with connexins 43. We showed that ouabain does nothave an impact on the number of calcium peaks. We observed higher correlationsin the calcium between adjaçent transfected cells, but the results are not statisticallysignificant. We also observed clearly defined oscillations in one low confluencerecording with a period of around two minutes. / Kalciumjonen är en av de mest mångsidiga signalmolekylerna. De är nödvändiga förfunktionen av diverse cellulära processer i mångaolika typer av celler. I projektet studerades den cytosoliska kalciumkoncentrationeni MDCK II-celler. Fluorescensmikroskopi användes för att registrera, och Python föratt analysera, kalciumsignaler i enskilda celler. Cellpose användes för att automatiserasegmenteringen. Cellerna behandlades med ouabain, en kardiotonisk steroid somvisat sig öka den intercellulära kommunikationen mellan celler genom ”gap junctions”.Cellerna transfekterades också med connexin-43. Det påvisades att ouabain intehar någon inverkan på antalet kalciumtoppar. Högre korrelationer observeradesi kalcium mellan intilliggande celler som transfekterats, men resultaten är intestatistiskt relevanta. Tydligt definierade oscillationer observerades i en inspelning medlåg konfluens i en period på cirka två minuter. Slutligen visades att GCaMP6m har etthögre signal-brusförhållande än Fura Red.

Pentameric ligand-gated ion channels (pLGICs) are membrane receptors that play a crucial role in every living organism. The pLGIC protein structure forms a pore through the membrane of a cell that can let specific ions pass through, upon activation by endogenous agonists. pLGICs are allosterically modulated by ligands binding at allosteric sites, that either stabilize a certain conformation or change the binding affinity of the endogenous agonist. However, much remains unknown about the exact way in which these modulators bind to and affect pLGICs. An increased understanding could help in the search for novel and/or more effective target drugs. With this masters thesis, I hope to contribute by investigating the modulatory effect of ethanol on the bacterial Gloeobacter ligand-gated ion channel (GLIC). This has been done by performing oocyte electrophysiology recordings and analysis of molecular dynamics simulations, both with and without ethanol, and of four separate variants of GLIC that are either potentiated or inhibited by ethanol. Two possible allosteric sites were discovered in a transmembraneintrasubunit pocket: a potentiating allosteric site close to the M2 helix and residue V242, as well as an inhibitory membrane- and M4 helix-close intrasubunit site. Finally, evidence was found that could support a previously suggested inhibitory allosteric site in the pore around the 9’ hydrophobic gate. / Pentameriska ligandstyrda jonkanaler (pLGICs) är membranreceptorer som utgör vitala delar av varje levande organism. pLGICs proteinstruktur formar en por genom cellmembranet, som kan släppa igenom specifika joner efter aktivering av endogena agonister. pLGICs är allostermodulerade av ligander som binder vid allostera säten och som därigenom antingen stabiliserar en viss form eller förändrar den endogena agonistens bindningsstyrka. Emellertid saknas fortfarande mycket kunskap på detaljnivå om hur dessa modulatorer binder sig till och påverkar kanalerna. En ökad förståelse skulle hjälpa forskningen efter nya och/eller mer effektiva mediciner. Mitt examensarbetehoppas bidra genom att studera hur etanol modulerar den bakteriella ligandstyrda jonkanalen GLIC från Gloeobacter. Det har gjorts genom elektrofysiologimätningar på oocyter och analys av molekulärdynamiksimuleringar, båda av fyra olika GLIC-varianter, som antingen potentieras eller hämmas av etanol, och med eller utan etanol. Två allostera säten upptäcktes i det transmembrana intrasubenhetområdet: ett säte för potentiering nära M2 helixen och aminosyran V242, och ett hämmande säte nära membranet och helix M4. Slutligen hittades tecken som kan styrka existensen av det tidigare föreslagna hämmande allostera sätet i poren kring den hydrophoba porten.