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Purpose: To evaluate intermediate and long-term visual outcomes and safety of a phakic intraocular posterior chamber lens with a central hole (ICL V4c) for myopic eyes.
Methods: Retrospective, consecutive case study of patients that uneventfully received a ICL V4c for myopia correction, with a 5-year postoperative follow-up. Department of Ophthalmology, Goethe University Frankfurt, Germany.
Results: From 241 eyes that underwent ICL implantation, we included 45 eyes with a mean age at surgery of 33 years ± 6 (18–48 years), with a 5 years follow-up. CDVA improved from 0.05logMAR ± 0.15 CDVA preoperatively to − 0.00 ± 0,07 at 5 years and did not change significantly from 3 to 5 years’ time (p = 0.266). The mean spherical equivalent (SE) improved from -10.13D ± 3.39 to − 0.45D ± 0.69. The change in endothelial cell count showed a mean decrease of 1.9% per year throughout the follow-up. Safety and efficacy index were 1.16 and 0.78, respectively. Cataract formation was seen in 2 of 241 eyes (0.8%), but in none of the 45 eyes that finished the 5-year follow-up.
Conclusions: Our data show a good intermediate and long-term stability, efficiency, and safety of ICL V4c phakic lenses in myopic eyes comparable to other known literature.
The category of abelian varieties over Fq is shown to be anti-equivalent to a category of Z-lattices that are modules for a non-commutative pro-ring of endomorphisms of a suitably chosen direct system of abelian varieties over Fq. On full subcategories cut out by a finite set w of conjugacy classes of Weil q-numbers, the anti-equivalence is represented by what we call w-locally projective abelian varieties.
We consider ground state solutions u ∈ H2(RN) of biharmonic (fourth-order) nonlinear Schrodinger equations of the form ¨2u + 2au + bu − |u| p−2u = 0 in RN with positive constants a, b > 0 and exponents 2 < p < 2∗, where 2∗ = 2N N−4 if N > 4 and 2∗ = ∞ if N ≤ 4. By exploiting a connection to the adjoint Stein–Tomas inequality on the unit sphere and by using trial functions due to Knapp, we prove a general symmetry breaking result by showing that all ground states u ∈ H2(RN) in dimension N ≥ 2 fail to be radially symmetric for all exponents 2 < p < 2N+2 N−1 in a suitable regime of a, b > 0. As applications of our main result, we also prove symmetry breaking for a minimization problem with constrained L2-mass and for a related problem on the unit ball in RN subject to Dirichlet boundary conditions.
ABC transporters are found in all organisms and almost every cellular compartment. They mediate the transport of various solutes across membranes, energized by ATP binding and hydrolysis. Dysfunctions can result in severe diseases, such as cystic fibrosis or antibiotic resistance. In type IV ABC transporters, each of the two nucleotide-binding domains is connected to a transmembrane domain by two coupling helices, which are part of cytosolic loops. Although there are many structural snapshots of different conformations, the interdomain communication is still enigmatic. Therefore, we analyzed the function of three conserved, charged residues in the intra-cytosolic loop 1 of the human homodimeric, lysosomal peptide transporter TAPL. Substitution of D278 in coupling helix 1 by alanine interrupted peptide transport by impeding ATP hydrolysis. Alanine substitution of R288 and D292, both localized next to the coupling helix 1 extending to transmembrane helix 3, reduced peptide transport but increased basal ATPase activity. Surprisingly, the ATPase activity of the R288A variant dropped in a peptide-dependent manner while ATPase activity of wildtype and D292A was unaffected. Interestingly, R288A and D292A mutants did not differentiate between ATP and GTP in respect of hydrolysis. However, in contrast to wildtype TAPL, only ATP energized peptide transport. In sum, D278 seems to be involved in bidirectional interdomain communication mediated by network of polar interactions while the two residues in the cytosolic extension of TMH3 are involved in regulation of ATP hydrolysis, most likely by stabilization of the outward facing conformation.
The article discusses the University Library Frankfurt am Main’s current exhibition focusing on the background of and the systematic search for looted assets in the library holdings as part of a wider provenance research project. It offers an overview of various topical areas reaching from initial changes in 1933 to raids throughout Europe by Nazi organisations and restitution procedures during the post-war period. The scope and first findings of the provenance research project will also be addressed.
Der Natrium-abhängige Kaliumkanal Slack (KNa1.1, Slo2.2, KCNT1) nimmt eine Schlüsselrolle in der Regulation neuronaler Erregbarkeit ein, indem er die Ausbildung und Feuerungsfrequenz von Aktionspotentialen kontrolliert. Sowohl in Mäusen als auch in Menschen wird Slack besonders hoch in nicht-peptidergen C-Faser-Neuronen exprimiert. Wissenschaftliche Erkenntnisse der letzten Jahre konnten die Beteiligung von Slack-Kanälen in der Signalverarbeitung neuropathischer Schmerzen, aber auch in verschiedenen Arten von Pruritus, feststellen. Dabei zeigen Slack-defiziente Mäuse ein verstärktes mechanisches Schmerzverhalten nach einer peripheren Nervenverletzung und ein erhöhtes Kratzverhalten in akuten Juckreiz-Modellen. Das als Slack-Aktivator identifizierte trizyklische Neuroleptikum Loxapin zeigt sowohl analgetische als auch antipruritische Effekte in Mäusen, jedoch ist sein klinischer Einsatz auf Grund schwerwiegender antipsychotischer Nebenwirkungen limitiert. Basierend auf Loxapins Leitstruktur wurden daher in dieser Arbeit neue Slack-Aktivatoren mit einem verbesserten pharmakologischen Profil designed und ihr Potential für die Therapie von Schmerzen sowie akutem und chronischem Pruritus in vivo untersucht.
By analyzing 𝑒+𝑒− annihilation data with an integrated luminosity of 2.93 fb−1 collected at the center-of-mass energy √𝑠=3.773 GeV with the BESIII detector, we present the first absolute measurements of the branching fractions of twenty Cabibbo-suppressed hadronic 𝐷0(+) decays involving multiple pions. The highest four branching fractions obtained are ℬ(𝐷0→𝜋+𝜋−𝜋0) = (1.343±0.013stat±0.016syst)%, ℬ(𝐷0→𝜋+𝜋−2𝜋0) = (1.002±0.019stat±0.024syst)%, ℬ(𝐷+→2𝜋+𝜋−𝜋0) = (1.165±0.021stat±0.021syst)%, and ℬ(𝐷+→2𝜋+𝜋−2𝜋0) = (1.074±0.040stat±0.030syst)%. The 𝐶𝑃 asymmetries for the six decays with highest signal yields are also determined and found to be compatible with zero.
By analyzing e+e− annihilation data with an integrated luminosity of 2.93 fb−1 collected at the center-of-mass energy s√= 3.773 GeV with the BESIII detector, we present the first absolute measurements of the branching fractions of twenty Cabibbo-suppressed hadronic D0(+) decays involving multiple pions. The largest four branching fractions obtained are B(D0→π+π−π0) = >(1.343±0.013stat±0.016syst)%, B(D0→π+π−2π0) = (0.998±0.019stat±0.024syst)%, B(D+→2π+π−π0)
(1.174±0.021stat±0.021syst)%, and B(D+→2π+π−2π0) = (1.074±0.040stat±0.030syst)%. The CP asymmetries for the six decays with highest event yields are also determined.
Die Appendizitis stellt mit einer Inzidenz von 115 pro 100000 Einwohnern in Deutschland eine der häufigsten Ursachen für ein akutes Abdomen dar. Bakterielle Infektionen sind ein wesentlicher Faktor für die postoperative Morbidität nach Appendektomie.
Ziel dieser prospektiven Studie war es, das Keimspektrum und insbesondere die Prävalenz resistenter Keime bei der akuten Appendizitis zu bestimmen und die Auswirkungen resistenter Keime auf das Auftreten infektiöser Komplikationen zu analysieren. Alle erwachsenen Patient*innen mit akuter Appendizitis, die zwischen April 2022 und Juli 2023 am Universitätsklinikum Frankfurt operativ behandelt wurden, wurden prospektiv eingeschlossen. Das Keimspektrum der Appendix und die Häufigkeit von MRE in Rektalabstrichen wurden analysiert. Die klinischen Daten wurden extrahiert, um die Korrelation des Keimspektrums mit dem Auftreten von postoperativen Komplikationen, Dauer und Art der Antibiotikatherapie und dem postoperativen Verlauf zu evaluieren. 30 Tage nach der Operation wurde ein Follow-up durchgeführt. Insgesamt wurden 105 Patient*innen in die Studie eingeschlossen.
In den Appendixabstrichen gelang ein Erregernachweis bei 67,6 % aller Fälle. Hierbei betrug die Prävalenz von Keimen mit Antibiotikaresistenz 43,8 %, Multipler-Antibiotikaresistenz (MAR) 27,6 % und bei 5,7 % der Fälle gelang ein MRE-Nachweis nach CDC im Appendixabstrich. Beim MRE-Screening konnten im Rektalabstrich bei 11,4 % der Patient*innen ein MRE nachgewiesen werden. In vier Fällen zeigte sich eine Übereinstimmung zwischen rektalen und appendikulären Abstrich, somit betrug die Sensitivität des MRE-Screenings für einen Nachweis multiresistenter Keime in der Appendix lediglich 33,3 % bei einer Spezifität von 86,7 %. In einer univariaten Analyse konnte das Vorliegen eines Diabetes mellitus als Risikofaktor für das Auftreten von Keimen mit Cefuroxim- Resistenz, Multipler-Antibiotikaresistenz (MAR) und MRE identifiziert werden.
Insgesamt erhielten 47,6 % aller Patient*innen postoperativ eine Antibiotikatherapie, von denen erfolgte bei 46 % eine Umstellung der empirischen Antibiose auf eine antibiogramm-gerechte Therapie nach Erhalt des mikrobiologischen Befundes. Insbesondere Patient*innen mit komplizierter Appendizitis erhielten postoperativ eine Antibiotikatherapie, wobei 28 % eine Antibiotikaeskalation benötigten.
Patient*innen, deren Appendixabstriche eine Resistenz gegen maximal ein Antibiotikum aufwiesen, wurden als nicht multiple Resistenz (Nicht-MAR) definiert und mit Patient*innen verglichen, deren Keime mit multipler Antibiotikaresistenz (MAR) waren. Die MAR-Gruppe zeigte im Vergleich zur Nicht-MAR-Gruppe eine höhere Inzidenz postoperativer Komplikationen, insbesondere eine erhöhte Inzidenz von Clavien-Dindo Grad 3 Komplikationen sowie von tiefen postoperativen Wundinfektionen (CDC Grad A3). Weiterhin benötigten Patient*innen der MAR-Gruppe häufiger eine postoperative Antibiotikatherapie und es erfolgte häufiger eine Eskalation der antibiotischen Therapie. Dies ging auch mit einem signifikant verlängerten Krankenhausaufenthalt einher.
Zusammenfassend kann festgestellt werden, dass eine bakterielle Infektion mit Multipler Antibiotikaresistenz bei der akuten Appendizitis häufig auftritt und die Morbidität nach Appendektomie beeinflusst. Die mikrobiologische Untersuchung mittels Appendixabstrich bei operativ behandelten Fällen von akuter komplizierter Appendizitis, die eine postoperative Antibiotikatherapie erfordern, könnte somit eine gezielte und kürzere Antibiotikatherapie ermöglichen. Dies könnte dazu beitragen, längere Krankenhausaufenthalte zu vermeiden, den unnötigen Einsatz unwirksamer Antibiotika zu reduzieren und die Kosten im Gesundheitswesen zu senken.
Using a sample of (448.1±2.9)×106 𝜓(3686) decays collected with the BESIII detector at BEPCII, we report an observation of Ξ− transverse polarization with a significance of 7.3𝜎 in the decay 𝜓(3686)→Ξ− ¯Ξ+ (Ξ−→Λ𝜋−, ¯Ξ+→¯Λ𝜋+, Λ→𝑝𝜋−, ¯Λ→¯𝑝𝜋+). The relative phase of the electric and magnetic form factors is determined to be ΔΦ=(0.667±0.111±0.058) rad. This is the first measurement of the relative phase for a 𝜓(3686) decay into a pair of Ξ−¯Ξ+ hyperons. The Ξ− decay parameters (𝛼Ξ−, 𝜙Ξ−) and their conjugates (𝛼¯Ξ+, 𝜙¯Ξ+), the angular-distribution parameter 𝛼𝜓, and the strong-phase difference 𝛿𝑝−𝛿𝑠 for Λ𝜋− scattering are measured to be consistent with previous BESIII results.
Luminosities and energies of e⁺e⁻ collision data taken between √s=4.61 GeV and 4.95 GeV at BESIII
(2022)
From December 2019 to June 2021, the BESIII experiment collected about 5.85 fb−1 of data at center-of-mass energies between 4.61 GeV and 4.95 GeV. This is the highest collision energy BEPCII has reached so far. The accumulated e+e− annihilation data samples are useful for studying charmonium(-like) states and charmed-hadron decays. By adopting a novel method of analyzing the production of Λ+cΛ¯−c pairs in e+e− annihilation, the center-of-mass energies are measured with a precision of ∼0.6 MeV. Integrated luminosities are measured with a precision of better than 1\% by analyzing the events of large-angle Bhabha scattering. These measurements provide important inputs to the analyses based on these data samples.
The production cross section of inclusive isolated photons has been measured by the ALICE experiment at the CERN LHC in pp collisions at centre-of-momentum energy of s√=13 TeV collected during the LHC Run 2 data-taking period. The measurement is performed by combining the measurements of the electromagnetic calorimeter EMCal and the central tracking detectors ITS and TPC, covering a pseudorapidity range of |ηγ|<0.67 and a transverse momentum range of 7<pγT<200 GeV/c. The result extends to lower pγT and xγT=2pγT/s√ ranges, the lowest xγT of any isolated photon measurements to date, extending significantly those measured by the ATLAS and CMS experiments towards lower pγT at the same collision energy with a small overlap between the measurements. The measurement is compared with next-to-leading order perturbative QCD calculations and the results from the ATLAS and CMS experiments as well as with measurements at other collision energies. The measurement and theory prediction are in agreement with each other within the experimental and theoretical uncertainties.
A common element of market structure analysis is the spatial representation of firms’ competitive positions on maps. Such maps typically capture static snapshots in time. Yet, competitive positions tend to change. Embedded in such changes are firms’ trajectories, that is, the series of changes in firms’ positions over time relative to all other firms in a market. Identifying these trajectories contributes to market structure analysis by providing a forward-looking perspective on competition, revealing firms’ (re)positioning strategies and indicating strategy effectiveness. To unlock these insights, we propose EvoMap, a novel dynamic mapping framework that identifies firms’ trajectories from high-frequency and potentially noisy data. We validate EvoMap via extensive simulations and apply it empirically to study the trajectories of more than 1,000 publicly listed firms over 20 years. We find substantial changes in several firms’ positioning strategies, including Apple, Walmart, and Capital One. Because EvoMap accommodates a wide range of mapping methods, analysts can easily apply it in other empirical settings and to data from various sources.
Regulators worldwide have been implementing different privacy laws. They vary in their impact on the value for advertisers, publishers and users, but not much is known about these differences. This article focuses on three important privacy laws (i.e., General Data Protection Regulation [GDPR], California Consumer Privacy Act [CCPA] and Personal Information Protection Law [PIPL]) and compares their impact on the value for the three primary actors of the online advertising market, namely, advertisers, publishers and users. This article first compares these three privacy laws by developing a legal strictness score. It then uses the existing literature to derive the effects of the legal strictness of each privacy law on each actor’s value. Finally, it quantifies the three privacy laws’ impact on each actor’s value. The results show that GDPR and PIPL are similar and stricter than CCPA. Stricter privacy laws bring larger negative changes to the value for actors. As a result, both GDPR and PIPL decrease the actors’ value more substantially than CCPA. These value declines are the largest for publishers and are rather similar for users and advertisers. Scholars and practitioners can use our findings to explore ways to create value for multiple actors under various privacy laws.
For many services, consumers can choose among a range of optional tariffs that differ in their access and usage prices. Recent studies indicate that tariff-specific preferences may lead consumers to choose a tariff that does not minimize their expected billing rate. This study analyzes how tariff-specific preferences influence the responsiveness of consumers’ usage and tariff choice to changes in price. We show that consumer heterogeneity in tariff-specific preferences leads to heterogeneity in their sensitivity to price changes. Specifically, consumers with tariff-specific preferences are less sensitive to price increases of their preferred tariff than other consumers. Our results provide an additional reason why firms should offer multiple tariffs rather than a uniform nonlinear pricing plan to extract maximum consumer surplus.
Digitale Technologien begünstigen den Einsatz einer dynamischen Preisgestaltung, also von Preisen, die für ein prinzipiell gleiches Produkt unangekündigt variieren. Dabei werden in der öffentlichen Diskussion unterschiedliche Ausgestaltungsformen dynamischer Preise oftmals vermischt, was eine sinnvolle Analyse der Vor- und Nachteile der dynamischen Preisgestaltung erschwert. Das Ziel des Beitrags ist die Darstellung der ökonomischen Grundlagen und die Diskussion sowie Klassifikation der Ausgestaltungsmöglichkeiten der dynamischen Preisgestaltung. Darüber hinaus erfolgt eine Bewertung der Vor- und Nachteile der dynamischen Preisgestaltung aus Käufer- und Verkäufersicht. Abschließend werden Implikationen für die betriebswirtschaftliche Forschung diskutiert.
Polygene Risikoscores (PRS) integrieren zahlreiche Einzelnukleotid-Polymorphismen (SNP) von meist geringer Effektstärke, um Auskunft über das Erkrankungsrisiko bestimmter Krankheiten zu geben. In dieser Arbeit wurde der PRS zur genetisch generalisierten Epilepsie (GGE) von Leu et al. aus dem Jahr 2019 untersucht, um festzustellen, ob über das Erkrankungsrisiko hinaus noch Korrelationen mit weiteren phänotypischen Eigenschaften von Patienten bestehen. Der Nachweis solcher Zusammenhänge würde eine Prädiktionsfähigkeit des GGE-PRS demonstrieren, die perspektivisch ein Potential für dessen klinische Anwendbarkeit, beispielsweise im Sinne der personalisierten Medizin, aufzeigen könnte.
Die Identifizierung neuer Korrelationen sollte durch Vergleich der Phänotypen von zwei Gruppen von GGE-Patienten mit extrem hohen, beziehungsweise extrem niedrigen PRS-Werten erfolgen. Hierfür wurden von 2256 Patienten aus der Datenbank von Epi25, einem internationalen Forschungskollaborativ zur Erforschung der Relevanz genetischer Faktoren bei der Entwicklung von Epilepsie, die Patienten mit den höchsten (n=59) und den niedrigsten (n=49) GGE-PRS-Werten ausgewählt. Für diese 108 Patienten wurden retrospektive klinische Daten von den jeweiligen Behandlungszentren akquiriert. Hierzu wurde den Studienleitern der Zentren ein Questionnaire mit Fragen zu zahlreichen phänotypischen Parametern der Patienten übermittelt. Die Rücklaufrate war mit 54% gut.
Die so eingeholten Patientendaten wurden anschließend mittels Exaktem Test nach Fisher und Wilcoxon-Rangsummentest statistisch analysiert, um Unterschiede zwischen den Phänotypen beider Gruppen nachzuweisen. Im Falle der Pharmakoresistenz zeichneten sich hierbei zunächst signifikante Unterschiede ab, die ein selteneres Auftreten dieser Eigenschaft für Patienten mit hohen GGE-PRS-Werten implizierten. Diese Ergebnisse waren jedoch nach einer Bonferroni-Korrektur und bei Validierung in einer größeren Kohorte (n=825) nicht mehr signifikant. Für die anderen untersuchten Parameter waren ebenfalls keine signifikanten Unterschiede nachweisbar.
Das Ergebnis, dass für keinen der untersuchten Parameter signifikante Differenzen bestanden, obwohl zwei Kohorten mit extrem gegensätzlichen PRS-Werten untersucht wurden, spricht gegen eine Verwendung des aktuell verfügbaren GGE-PRS als prädiktiver Biomarker über das Erkrankungsrisiko hinaus und somit gegen dessen klinische Anwendbarkeit. Jedoch können die nicht-signifikanten Korrelationen im Falle der Pharmakoresistenz als Hinweis verstanden werden, dass im Bereich der Pharmakotherapie Zusammenhänge zwischen Score und Phänotyp bestehen könnten, die weiterer Untersuchungen in zukünftigen Studien bedürfen. Bei Verwendung eines verbesserten GGE-PRS mit zusätzlichen risikoassoziierten SNP und verfeinerter Wichtung der Effektstärken sowie größerer Kohorten könnten in diesem Bereich möglicherweise auch signifikante Zusammenhänge nachweisbar werden.
Exploring strategies to improve the reverse beta-oxidation pathway in Saccharomyces cerevisiae
(2024)
Microbes are the most diverse living organisms on Earth, with various metabolic adaptations that allow them to live in different conditions and produce compounds with different chemical complexity. Microbial biotechnology exploits the metabolic diversity of microorganisms to manufacture products for different industries. Today, the chemical industry is a significant energy consumer and carbon dioxide emitter, with processes that harm natural ecosystems, like the extraction of medium-chain fatty acids (MCFAs). MCFAs are used as precursors for biofuels, volatile esters, surfactants, or polymers in materials with enhanced properties.
However, their current extraction process uses large, non-sustainable monocultures of coconut and palm trees. Therefore, the microbial production of MCFAs can help reduce the current environmental impact of obtaining these products and their derivatives.
In nature, fatty acids are mostly produced via fatty acid biosynthesis (FAB). However, the reverse β-oxidation (rBOX) is a more energy-efficient pathway compared to FAB. The rBOX pathway consists of four reactions, which result in the elongation of an acyl-CoA molecule by two carbon units from acetyl-CoA in each cycle. In this work we used Saccharomyces cerevisiae, an organism with a high tolerance towards toxic compounds, as the expression host of the rBOX pathway to produce MCFAs and medium-chain fatty alcohols (MCFOHs).
In the first part of this work, we expanded the length of the products from expressing the rBOX in the cytosol and increased the MCFAs titres. First, we deleted the major glycerol-3-phosphate dehydrogenase (GPD2). This resulted in a platform strain with significantly reduced glycerol fermentation and increased rBOX pathway activity, probably due to an increased availability of NADH. Then, we tested different combinations of rBOX enzymes to increase the length and titres of MCFA. Expressing the thiolase CnbktB and β-hydroxyacyl-CoA dehydrogenase CnpaaH1 from Cupriavidus necator, Cacrt from Clostridium acetobutylicum and the trans-enoyl-CoA reductase Tdter (Treponema denticola) resulted in hexanoic acid as the main product.
Expressing Cncrt2 (C. necator) or YlECH (Y. lipolytica) as enoyl-CoA hydratases resulted in octanoic acid as the main product. Then, we integrated the octanoic (Cncrt2 or YlECH) and the hexanoic acid (Cacrt)-producing variants in the genome of the platform strain and we achieved titers of ≈75 mg/L (hexanoic acid) and ≈ 60 mg/L (octanoic acid) when growing these strains in a complex, highly buffered medium. These are the highest titers of octanoic and hexanoic acid obtained in S. cerevisiae with the rBOX. Additionally, we deleted TES1 and FAA2 to prevent competition for butyryl-CoA and degradation of the produced fatty acids, respectively.
However, these deletions did not improve MCFA titers. In addition, we tested two dual acyl-CoA reductase/alcohol dehydrogenases (ACR/ADH), CaadhE2 from C. acetobutylicum and the putative ACR/ADH EceutE from Escherichia coli, in an octanoyl-CoA-producing strain to produce MCFOH. As a result, we produced 1-hexanol and 1-octanol for the first time in S. cerevisiae with these two enzymes. Nonetheless, the titres were low (<10 mg/L and <2 mg/L, respectively), and four-carbon 1-butanol was the main product in both cases (>80 mg/L). This showed the preference of these two enzymes for butyryl-CoA.
In the second part of this work, we expressed the rBOX in the mitochondria of S. cerevisiae to benefit from the high levels of acetyl-CoA and the reducing environment in that organelle. First, in an adh-deficient strain, we mutated MTH1, a transcription factor regulating the expression of hexose transporters, and deleted GPD2. This resulted in a strain with a reduced Crabtree effect and, therefore, an increased carbon flux to the mitochondria. We partially validated the increased flux to the mitochondria by expressing the ethanol-acetyltransferase EAT1 from Kluyveromyces marxianus in this organelle. This resulted in a higher isoamyl acetate production in the MTH1-mutant strain. Isoamyl acetate is synthesised by Eat1 from acetyl-CoA and isoamyl alcohol, a product of the metabolism of amino acids in the mitochondria. Then, we targeted different butyryl-CoA-producing rBOX variants to the mitochondria, and we used the production of 1-butanol and butyric acid as a proof-of-concept. The strong expression of all the enzymes was toxic for the cell, and the highest butyric acid titres (≈ 50 mg/L) in the mitochondria from the rBOX were obtained from the weak expression of the pathway. The highest 1-butanol titers (≈ 5 mg/L) were obtained with the downregulation of the mitochondrial NADH-oxidase NDI1. However, this downregulation led to a non-desirable petite phenotype.
In summary, we produced hexanoic and octanoic acid for the first time in S. cerevisiae using the rBOX and achieved the highest reported titers of hexanoic and octanoic acid so far using this pathway in S. cerevisiae. In addition, we successfully compartmentalised the rBOX in the mitochondria. However, competing reactions, some of them essential for the viability of the cell, limit the use of this organelle for the rBOX.
Background: Prostate cancer is a major health concern in aging men. Paralleling an aging society, prostate cancer prevalence increases emphasizing the need for efcient diagnostic algorithms.
Methods: Retrospectively, 106 prostate tissue samples from 48 patients (mean age,
66 ± 6.6 years) were included in the study. Patients sufered from prostate cancer (n = 38) or benign prostatic hyperplasia (n = 10) and were treated with radical prostatectomy or Holmium laser enucleation of the prostate, respectively. We constructed tissue microarrays (TMAs) comprising representative malignant (n = 38) and benign (n = 68) tissue cores. TMAs were processed to histological slides, stained, digitized and assessed for the applicability of machine learning strategies and open–source tools in diagnosis of prostate cancer. We applied the software QuPath to extract features for shape, stain intensity, and texture of TMA cores for three stainings, H&E, ERG, and PIN-4. Three machine learning algorithms, neural network (NN), support vector machines (SVM), and random forest (RF), were trained and cross-validated with 100 Monte Carlo random splits into 70% training set and 30% test set. We determined AUC values for single color channels, with and without optimization of hyperparameters by exhaustive grid search. We applied recursive feature elimination to feature sets of multiple color transforms.
Results: Mean AUC was above 0.80. PIN-4 stainings yielded higher AUC than H&E and
ERG. For PIN-4 with the color transform saturation, NN, RF, and SVM revealed AUC of 0.93 ± 0.04, 0.91 ± 0.06, and 0.92 ± 0.05, respectively. Optimization of hyperparameters improved the AUC only slightly by 0.01. For H&E, feature selection resulted in no increase of AUC but to an increase of 0.02–0.06 for ERG and PIN-4.
Conclusions: Automated pipelines may be able to discriminate with high accuracy between malignant and benign tissue. We found PIN-4 staining best suited for classifcation. Further bioinformatic analysis of larger data sets would be crucial to evaluate the reliability of automated classifcation methods for clinical practice and to evaluate potential discrimination of aggressiveness of cancer to pave the way to automatic precision medicine.