Digital Commons Network^™

Physical Work Environments: An Integrative Review And Agenda For Future Research, Bukky Akinsanmi Oyedeji, Yea Hee Ko, Sunkee Lee

Research Collection Lee Kong Chian School Of Business

This review examines the effect of physical work environments—the dedicated, tangible spaces where employees carry out their professional tasks—on organizational processes and outcomes. We synthesize decades of research across various disciplines using a conceptual framework that defines physical work environments along three key dimensions: ambience, spatial configuration, and aesthetics. These dimensions are analyzed for their effects on both internal stakeholders, such as employees, and external stakeholders, including clients, suppliers, and investors. Our analysis reveals two major themes in prior research: (1) task accomplishment, which focuses on how physical work environments influence physical and mental health, motivation and attitudes, as well …

Multi-Period Portfolio Allocation: A One-Shot Stochastic Optimization Approach, Peng Liu, Chyng Wen Tee, Xiaofei Xu

Research Collection Lee Kong Chian School Of Business

Multi-period portfolio optimization is a central problem in finance, yet it is computationally intractable for traditional dynamic programming methods due to the curse of dimensionality. This paper develops a tractable and theoretically grounded 'one-shot' stochastic optimization framework that recasts the sequential decision problem into a single, high-dimensional optimization task. Our approach models the predictive distribution of factor returns using Gaussian Processes (GPs), allowing it to capture complex, non-linear market dynamics. We make three primary contributions. First, for the special case of a linear GP kernel, we derive an analytical solution for the optimal portfolio path, providing a clear economic interpretation …

Political Ecologies Of Storage For The 21st Century, Sayd Randle, Matthew Archer

Research Collection College of Integrative Studies

New resource storage arrangements are proliferating rapidly both in terms of physical infrastructures-for the storage of things like "clean" energy, nuclear waste, carbon dioxide, fresh water, and data-and as part of a set of discursive moves that reinforce a vision of a near future world in which problems of climate change mitigation and adaptation in particular (but also issues like energy security, water security, industry growth, etc.) are solved through eco-modernist techno-fixes. This Symposium sketches the contours of a framework we term political ecologies of storage. In doing so, we treat storage as both a potent imaginary and a concrete …

Seasonal And Landscape-Driven Variations In Forage Resources Of Apis Mellifera Scutellata: Implications For Pollination Sustainability And Colony Health In Taita Taveta County, Kenya, Mary Chege, Mbatha B. Wambua, Wambua J. Kilonzo, Sevgan Subramanian, Beatrice T. Nganso

All Peer-Reviewed Publications

Seasonality and land-use change are key factors influencing forage availability for managed honey bee colonies, yet knowledge of forage identity and how these factors influence forage availability remains limited in Africa. To address these gaps, we used DNA metabarcoding to identify nectar and pollen plant species supporting the nutrition of the African savannah honey bee, Apis mellifera scutellata, across different land-use/land cover types and seasons in Taita Taveta County, Kenya. We identified 224 forage plant species from 65 families, with Asteraceae, Fabaceae, and Myrtaceae being the top contributors. Forage availability was significantly influenced by landscape and season, with honey bees …

Longitudinal Surveillance Of Aedes Aegypti (Diptera: Culicidae) In Urban Coastal Kenya: Population Dynamics, Blood Feeding Frequency And Dengue Virus Infection Rates, Josephine Osalla, Louis Clement Gouagna, Gilbert Rotich, Maureen Nzilani, Penina Safari, Kennedy Senagi, Francis Mutuku, Baldwyn Torto, David P. Tchouassi

All Peer-Reviewed Publications

The coastal region of Kenya has emerged as a focal point for urban dengue virus transmission driven by Aedes aegypti as the primary vector. To gain a deeper understanding of the epidemiological situation, we carried out a year-long longitudinal study (December 2021- November 2022) of the population dynamics of A. aegypti through weekly mosquito surveys using ovitrap and CO2-baited Biogents (BG) mosquito traps in Ukunda, an urban township in the coastal region. Aedes eggs laid in ovitraps were exclusively A. aegypti with 80.8% mean hatch rate. A total of 35,109 adult A. aegypti were captured, with twice as many females …

Enhancing Phenotyping Accuracy For Selection Of Urochloa Spp. Tolerant Genotypes To Red Spider Mite (Oligonychus Trichardti), Paula Espitia-Buitrago, José Miguel Cotes Torres, Luis Miguel Hernández, Juan Andres Cardoso, Frank Chidawanyika, Rosa N. Jauregui

All Peer-Reviewed Publications

The red spider mites are a major biotic limitation to productivity for Brachiaria (Urochloa spp.) grasses in tropical Eastern Africa, causing severe economic losses mainly in the dry seasons. However, due to the lack of reports of integrated pest management strategies, genetic resistance can play a crucial role in Brachiaria-based livestock systems, minimising the impact of this pest. The objective of this study was to develop and validate a methodology for accurately categorising resistance responses in Urochloa genotypes to identify potential sources of resistance to the Western Kenya red spider mite Oligonychus trichardti (Meyer 1974). Accordingly, 25 genotypes of Urochloa …

Heterogeneous Impacts For Malaria Control From Larviciding Across Villages And Considerations For Monitoring And Evaluation, Ellie Sherrard-Smith, Ulrike Fillinger, Jean Philippe B. Tia, Peter Winskill, Benjamin G. Koudou, Emile S.F. Tchicaya, Antoine Sanou, Fredros Okumu, Mercy Opiyo, Silas Majambere, Arran Hamlet, Giovanni Charles, Ben Lambert, Thomas S. Churcher

All Peer-Reviewed Publications

Malaria vector control tools currently focus on insecticide treated nets (ITNs) and indoor residual spraying in malaria-endemic locations, but additional preventative strategies are needed to address protection gaps. Larval source management (LSM) includes larvicide application to aquatic habitat and an array of alternative forms of environmental efforts. An individual-based transmission model for falciparum malaria is used to demonstrate the theoretical benefit of suppressing malaria adult mosquito vector densities through LSM. The model simulates results of epidemiological trials from Western Kenya (a hilly area with papyrus swamps adjacent to human settlements and moderate to high perennial malaria transmission) and Côte d’Ivoire …

Meeting Report On An Integrated Research Agenda For Mosquito-Borne Arboviruses, Angela K. Ulrich, Nicolina M. Moua, Alison Mack, Natsuko Imai-Eaton, J. Erin Staples, Angela J. Mehr, Julia T. Ostrowsky, Tabitha Leighton, Ana Cehovin, Petra C. Fay, Josephine P. Golding, Emma Maynard, Luke Alphey, Diana P. Rojas Alvarez, Lark L. Coffey, Nuno R. Faria, Rafael Maciel-De-Freitas, Kevin Maringer, Kris A. Murray, Henrik Salje, Rosemary Sang, Pedro F.C. Vasconcelos, Yee Sin Leo, Steven P. Sinkins, Jocelyne Neto De Vasconcelos, Samuel K. Dadzie, Eva Harris, Thais H. Dos Santos, Raman Velayudhan

All Peer-Reviewed Publications

The emergence and re-emergence of mosquito-borne arbovirus (MBV) diseases pose a rapidly expanding global health threat fueled by the convergence of multiple ecologic, economic, and social factors, including climate change, land use, poverty, deficiencies of water storage and sanitation, and limitations of vector control programs. On December 6, 2023, the Wellcome Trust and the University of Minnesota's Center for Infectious Disease Research and Policy held a meeting titled "An integrated approach to mosquito-borne arboviruses: a priority research agenda."The meeting comprised presentations, panels, and facilitated discussions aimed at describing the state of the field, highlighting recent accomplishments, identifying novel strategies, and …

Long Akap18 Isoforms Anchor Ubiquitin Specific Proteinases And Coordinate Calcium Reuptake At The Sarcoplasmic Reticulum, Taeyeop Park, Katherine Forbush, Yong Li, Oscar Vivas, Kacey J Rosenthal, Jerome Falcone, Cassandra J Wong, James E Bruce, Claudia Moreno, Carmen W Dessauer, John D Scott

Faculty, Staff and Student Publications

Subcellular targeting of signaling enzymes influences where and when various modes of intracellular communication operate. Macromolecular complexes of signal transduction and signal termination elements favor reversible control of repetitive processes. This includes adrenergic stimulation of excitation–contraction coupling in the heart. Long isoforms of A-kinase anchoring protein 18 (AKAP18γ and δ) modulate this process via regulation of calcium uptake into the sarcoplasmic reticulum through the Ca2+ATPase 2a (SERCA2a). AKAP18 proximity-proteomic screening in cardiomyocytes identifies networks for protein kinase A (PKA) and ubiquitin-specific proteinases (USPs). A 2′phosphoesterase domain on AKAP18 interfaces with the USP4 isoform at the Z bands of sarcomeres. PKA …

Bridging Cell Morphological Behaviors And Molecular Dynamics In Multi-Modal Spatial Omics With Morphlink, Jing Huang, Chenyang Yuan, Jiahui Jiang, Jianfeng Chen, Sunil S Badve, Yesim Gokmen-Polar, Rossana L Segura, Xinmiao Yan, Alexander Lazar, Jianjun Gao, Bing Yao, Michael Epstein, Linghua Wang, Jian Hu

Faculty, Staff and Student Publications

Multi-modal spatial omics data are invaluable for exploring complex cellular behaviors in diseases from both morphological and molecular perspectives. Current analytical methods primarily focus on clustering and classification, and do not adequately examine the relationship between cell morphology and molecular dynamics. Here, we present MorphLink, a framework designed to systematically identify disease-related morphological-molecular interplays. MorphLink has been evaluated across a wide array of datasets, showcasing its effectiveness in extracting and linking interpretable morphological features with various molecular measurements in spatial omics analyses. These linkages provide a transparent view of cellular behavior heterogeneity within tissue regions with similar cell type compositions, …

The Evolution Of Multidisciplinary Head And Neck Cancer Treatment, Kevin J Contrera, Pooja D Reddy, Vanessa Helou, Jeffrey N Myers, Heath D Skinner, Renata Ferrarotto, Eugene N Myers

Faculty, Staff and Student Publications

Objective: The management of head and neck squamous cell carcinoma (HNSCC) has substantially changed over the past two centuries. This review explores the historical progression of HNSCC management focusing on the multidisciplinary treatment paradigm.

Data sources: This review synthesizes data from historical and current clinical trials, books, scientific reports, public documents, and other written material relevant to HNSCC management.

Review methods: Historical review.

Results: Although surgery was initially the only treatment available, radiation, chemotherapy, and immunotherapy have expanded the treatment landscape for HNSCC. Despite continuous evolution, modern treatment of HNSCC remains rooted in a multidisciplinary, personalized approach. This review highlights …

Pathologist-Read Vs Ai-Driven Assessment Of Tumor-Infiltrating Lymphocytes In Melanoma, Thazin N Aung, Matthew Liu, David Su, Saba Shafi, Ceren Boyaci, Sanna Steen, Nikolaos Tsiknakis, Joan Martinez Vidal, Nigel Maher, Goran Micevic, Samuel X Tan, Matthew D Vesely, Saeed Nourmohammadi, Yalai Bai, Dijana Djureinovic, Pok Fai Wong, Katherine Bates, Nay N N Chan, Niki Gavirelatou, Mengni He, Sneha Burela, Robert Barna, Martina Bosic, Konstantin Bräutigam, Irineu Illabochaca, Zhou Chenhao, Joao Gama, Bianca Kreis, Reka Mohacsi, Nir Pillar, Joao Pinto, Christos Poulios, Maria Angeliki Toli, Evangelos Tzoras, Yadriel Bracero, Francesca Bosisio, Gábor Cserni, Alis Dema, Francesco Fortarezza, Mercedes Solorzano Gonzalez, Irene Gullo, Francisco Javier Queipo Gutiérrez, Ezgi Hacihasanoglu, Viktor Jovic, Bianca Lazar, Maria Olinca, Christina Neppl, Rui Caetano Oliveira, Federica Pezzuto, Daniel Gomes Pinto, Vanda Plotar, Ovidiu Pop, Tilman Rau, Kristijan Skok, Wenwen Sun, Ezgi Dicle Serbes, Wiebke Solass, Olga Stanowska, Marcell Szasz, Krzysztof Szymonski, Franziska Thimm, Danielle Vignati, Alon Vigdorovits, Victor Prieto, Tobias Sinnberg, James Wilmott, Shawn Cowper, Jonathan Warrell, Yvonne Saenger, Johan Hartman, Jasmine Plummer, Iman Osman, David L Rimm, Balazs Acs

Faculty, Staff and Student Publications

Importance: Tumor-infiltrating lymphocytes (TILs) are a provocative biomarker in melanoma, influencing diagnosis, prognosis, and immunotherapy outcomes; however, traditional pathologist-read TIL assessment on hematoxylin and eosin-stained slides is prone to interobserver variability, leading to inconsistent clinical decisions. Therefore, development of newer TIL scoring approaches that produce more reliable and consistent readouts is important.

Objective: To evaluate the analytical and clinical validity of a machine learning algorithm for TIL quantification in melanoma compared with traditional pathologist-read methods.

Design, setting, and participants: This multioperator, global, multi-institutional prognostic study compared TIL scoring reproducibility between traditional pathologist-read methods and an artificial intelligence (AI)-driven approach. The …

Spontaneous Tumor Regression And Immunotherapy Response Demonstrate Clonal T-Cell Expansion In Merkel Cell Carcinoma, Patrick Hallaert, John W Roman, Mairead Baker, Natasha T Hill, Jennifer L Marte, James L Gulley, Nicholas Logemann, Courtney W Hudgens, Alexandre Reuben, Isaac Brownell

Faculty, Staff and Student Publications

Merkel cell carcinoma (MCC) is a rare and aggressive neuroendocrine skin cancer that is responsive to immune checkpoint inhibitors (ICI). On rare occasion, MCC spontaneously regresses. It is speculated that this regression occurs when biopsy-induced antigen shedding precipitates an immune response. Here, we demonstrate the activation of an adaptive immune response in a patient whose tumor underwent spontaneous regression after biopsy. To evaluate the tumor immune microenvironment during regression, we performed quantitative immunohistochemical analysis and T-cell receptor (TCR) sequencing. Relative to baseline, the regressing tumor showed evidence of an activated cytotoxic T-cell response together with increased TCR clonality, greater representation …

Liger-Hn Phase Iii Trials Of Petosemtamab + Pembrolizumab And Petosemtamab Monotherapy In Recurrent Or Metastatic Hnscc, Jean-Pascal Machiels, Jérôme Fayette, Robert Haddad, Douglas Adkins, Maura Gillison, Kevin J Harrington, Sung-Bae Kim, Christophe Le Tourneau, Amanda Psyrri, Ari Rosenberg, Lillian L Siu, Makoto Tahara, William N William, Jim Ford, Shekeab Jauhari, Rebecca Pyle, Yu-Ming Shen, David Yao, Fabian Zohren, Everett Vokes

Faculty, Staff and Student Publications

Patients with recurrent/metastatic (r/m) head and neck squamous cell carcinoma (HNSCC) have limited treatment options and a dismal prognosis, especially when their cancer is resistant to standard treatments like anti-programmed cell death protein 1 and platinum-based therapies. Petosemtamab - a human, common light chain, bispecific antibody with enhanced antibody-dependent cellular cytotoxicity targeting epidermal growth factor receptor (EGFR) and leucine-rich repeat-containing G-protein coupled receptor 5 (LGR5) - demonstrated antitumor activity in r/m HNSCC. In many tumor types, including HNSCC, EGFR is an oncogenic driver, while LGR5 is upregulated. LGR5 can potentiate the wingless-type integration site (WNT)/β-catenin signaling pathway in response to …

Autologous T Cell Therapy For Prame, Martin Wermke, Dejka M Araujo, Manik Chatterjee, Apostolia M Tsimberidou, Tobias A W Holderried, Amir A Jazaeri, Ran Reshef, Carsten Bokemeyer, Winfried Alsdorf, Katrin Wetzko, Peter Brossart, Katrin Aslan, Linus Backert, Sebastian Bunk, Jens Fritsche, Swapna Gulde, Silvana Hengler, Norbert Hilf, Mohammad B Hossain, Jens Hukelmann, Mamta Kalra, Delfi Krishna, M Alper Kursunel, Dominik Maurer, Andrea Mayer-Mokler, Regina Mendrzyk, Ali Mohamed, Karine Pozo, Arun Satelli, Marilena Letizia, Heiko Schuster, Oliver Schoor, Claudia Wagner, Hans-Georg Rammensee, Carsten Reinhardt, Harpreet Singh-Jasuja, Steffen Walter, Toni Weinschenk, Jason J Luke, Cedrik M Britten

Faculty, Staff and Student Publications

In contrast to chimeric antigen receptor T cells, T cell receptor (TCR)-engineered T cells can target intracellular tumor-associated antigens crucial for treating solid tumors. However, most trials published so far show limited clinical activity. Here we report interim data from a first-in-human, multicenter, open-label, 3 + 3 dose-escalation/de-escalation phase 1 trial studying IMA203, an autologous preferentially expressed antigen in melanoma (PRAME)-directed TCR T cell therapy in HLA-A*02+ patients with PRAME+ recurrent and/or refractory solid tumors, including melanoma and sarcoma. Primary objectives include the evaluation of safety and tolerability and the determination of the maximum tolerated dose (MTD) and/or recommended dose …

A Follow-Up Study On The Novel Use Of Contrast-Enhanced Susceptibility-Weighted Imaging For Extremity Desmoid Fibromatosis Response Assessment, Raul F Valenzuela, Elvis Duran-Sierra, Mathew Antony, Behrang Amini, Sam Lo, Keila E Torres, Ken-Pin Hwang, Jingfei Ma, R Jasson Stafford, Ravin Ratan, John E Madewell, Dejka Araujo, William A Murphy, Colleen M Costelloe

Faculty, Staff and Student Publications

Desmoid tumors are rare mesenchymal neoplasms characterized by a clonal proliferation of fibroblasts and myofibroblasts. Using the novel contrast-enhanced susceptibility-weighted imaging (CE-SWI) for characterizing desmoid tumors can enhance the separation between fibrous T2-hypointense and cellular T1-enhancing components. We aim to evaluate the effectiveness of the CE-SWI signal, volumetric, and radiomics-derived features in assessing desmoid treatment response. This IRB-approved study included 17 single-lesion extremity desmoid fibromatosis patients who underwent standard-of-care MRI, including CE-SWI, from March 2021 to February 2024. Measurements of maximum diameter, volume, and the modified Choi (m-Choi: tumor/muscle T2 ratio) were computed based on CE-SWI and T2-STIR volumetric tumor …

Memantine Inhibits Calcium-Permeable Ampa Receptors, Elisa Carrillo, Alejandra Montaño Romero, Cuauhtemoc U Gonzalez, Andreea L Turcu, Santiago Vázquez, Edward C Twomey, Vasanthi Jayaraman

Faculty, Staff and Student Publications

Memantine is an US Food and Drug Administration (FDA) approved drug that is thought to selectively inhibit NMDA-subtype of ionotropic glutamate receptors (NMDARs). NMDARs enable calcium influx into neurons and are critical for normal brain function. However, increasing evidence shows that calcium influx in neurological diseases is augmented by calcium-permeable AMPA-subtype ionotropic glutamate receptors (AMPARs). Here, we demonstrate that these calcium-permeable AMPARs (CP-AMPARs) are inhibited by memantine. Electrophysiology unveils that memantine inhibition of CP-AMPARs is dependent on their calcium permeability and the presence of their neuronal auxiliary subunit transmembrane AMPAR regulatory proteins (TARPs). Through cryo-electron microscopy we elucidate that memantine …

Supporting Administrative Time For Advanced Practitioners: A Comprehensive Approach, Merdith Beaton, Andrea Edwards, Wendy Vogel, Haleigh Mistry, Lisa Kottschade, Sara Toth, David Johnson, Heather Koniarczyk

Faculty, Staff and Student Publications

Advanced practitioners (APs), including nurse practitioners (NPs), physician assistants (PAs), clinical nurse specialists, and pharmacists, are pivotal in health care. Despite their critical role, record numbers of APs are leaving the profession, primarily due to poor work-life balance, which contributes to burnout and high turnover rates. This article explores the impact of administrative time on AP job satisfaction and retention, drawing from recent surveys and case studies. Findings indicate that dedicated administrative time significantly enhances job satisfaction and reduces burnout, with data showing that APs with administrative time are less likely to leave their roles. The Advanced Practitioner Society for …

Hyalinization-Based Pathologic Response And Immune Infiltration Following Neoadjuvant Radiotherapy With Or Without Immune-Checkpoint Blockade In Localized Undifferentiated Pleomorphic Sarcoma, R S Traweek, M Zoghbi, R Lazcano, B M Cope, A J Bishop, A Farooqi, D Mitra, A K Yoder, B A Guadagnolo, D R Ingram, K Wani, D Shamsutdinova, A J Lazar, W-L Wang, C P Scally, E Z Keung, K E Torres, K K Hunt, R Ratan, J A Livingston, M S Nakazawa, D M Araujo, S Patel, V Ravi, A P Conley, M A Zarzour, N Somaiah, C L Roland, E F Nassif Haddad

Faculty, Staff and Student Publications

BACKGROUND: Standard-of-care treatment of localized undifferentiated pleomorphic sarcoma (UPS) involves preoperative radiotherapy (RT) and surgery. Combination of RT with immune-checkpoint blockade (ICB) represents a promising new strategy.

METHODS: Our primary objective was to assess survival outcomes and pathologically documented response in patients receiving RT with or without ICB or chemotherapy.

RESULTS: In a retrospective cohort of 68 patients with primary or locally recurrent UPS who received neoadjuvant RT with or without ICB, the ICB group had greater tumor hyalinization than the non-ICB group (89% compared with 30%, P = 0.018). In the non-ICB group, 19/37 patients (51%) achieved hyalinization-based pathologic …

The Procedural Architecture Of Climate Justice: Comparative Lessons From Regional Human Rights Courts, Indira Boutier

National Law School Journal

Climate change, once narrated through scientific data and economic costs, is now unavoidably framed as a question of rights and justice. This article examines how litigation before the African, European, and Inter-American human rights courts makes the procedural dimensions of climate justice visible. Procedural justice here is understood capaciously and includes not only rules of access, standing, and evidence, but also the recognition of corporations as duty bearers in transnational accountability regimes. A comparison of the three regions shows how colonial legacies, institutional architectures, and political economies shape the channels through which communities can contest climate harm. Litigation emerges less …

Sparse-To-Dense: A Free Lunch For Lossless Acceleration Of Video Understanding In Llms, Xuan Zhang, Cunxiao Du, Sicheng Yu, Jiawei Wu, Fengzhuo Zhang, Wei Gao, Qian Liu

Research Collection School Of Computing and Information Systems

Due to the auto-regressive nature of current video large language models (Video-LLMs), the inference latency increases as the input sequence length grows, posing challenges for the efficient processing of video sequences that are usually very long. We observe that during decoding, the attention scores of most tokens in Video-LLMs tend to be sparse and concentrated, with only certain tokens requiring comprehensive full attention. Based on this insight, we introduce Sparse-to-Dense (StD), a novel decoding strategy that integrates two distinct modules: one leveraging sparse top-K attention and the other employing dense full attention. These modules collaborate to accelerate Video-LLMs without loss. …

Wa-Fdnet: A Unified Weight Adaptation Network For Multimodal Image Fusion And Object Detection, Yanyin Guo, Ying Luo, Junwei Li, Zhiyuan Zhang

Research Collection School Of Computing and Information Systems

Multimodal image fusion and object detection are critical tasks in computer vision, particularly in scenarios requiring robust perception under low illumination conditions. Existing approaches that attempt to combine these tasks often rely on cascaded or loosely coupled designs, which can result in suboptimal performance due to gradient conflicts and task imbalance. In this paper, we propose WA-FDNet, a novel Weight Adaptation Fusion Detection Network that unifies multimodal image fusion and object detection into a single end-to-end framework. WA-FDNet adopts a shared encoder–private decoder architecture, enabling efficient feature sharing while preserving task-specific characteristics. The image fusion branch employs a spatial attention-based …

Rustmap: Towards Project-Scale C-To-Rust Migration Via Program Analysis And Llm, Xuemeng Cai, Jiakun Liu, Xiping Huang, Yijun Yu, Haitao Wu, Chunmiao Li, Bo Wang, Imam Nur Bani Yusuf, Lingxiao Jiang

Research Collection School Of Computing and Information Systems

Migrating existing C programs into Rust is increasingly desired, as Rust offers superior memory safety while maintaining C’s high performance. Existing automated translation tools, such as C2Rust, may rely too much on syntactic, template-based translation and generate unsafe Rust code that is hard for human developers to read, maintain, or even compile. More semantic-aware translation that produces safer, idiomatic, and runnable Rust code is much needed. This paper introduces a novel dependency-guided and large language model (LLM)-based C-to-Rust translation approach, RustMap, based on three key ideas: (1) Utilize LLM’s capabilities to produce idiomatic Rust code from given small pieces of …

An Efficient Diffusion-Based Non-Autoregressive Solver For Traveling Salesman Problem, Mingzhao Wang, You Zhou, Zhiguang Cao, Yubin Xiao, Xuan Wu, Wei Pang, Yuan Jiang, Hui Yang, Peng Zhao, Yuanshu Li

Research Collection School Of Computing and Information Systems

Recent advances in neural models have shown considerable promise in solving Traveling Salesman Problems (TSPs) without relying on much hand-crafted engineering. However, while non-autoregressive (NAR) approaches benefit from faster inference through parallelism, they typically deliver solutions of inferior quality compared to autoregressive ones. To enhance the solution quality while maintaining fast inference, we propose DEITSP, a diffusion model with efficient iterations tailored for TSP that operates in a NAR manner. Firstly, we introduce a one-step diffusion model that integrates the controlled discrete noise addition process with self-consistency enhancement, enabling optimal solution prediction through simultaneous denoising of multiple solutions. Secondly, we …

Arterial Anastomosis To Injured Vessels: Outcomes In Lower Extremity Trauma Reconstruction, Ellen Wang, Jessica R Nye, Imran Rizvi, Kylie R Swiekatowski, Bora Kahramangil, Paul Won, Noa G Kopplin, Stephen F Parlamas, Jeffrey G Trost, Mohin A Bhadkamkar

Faculty, Staff and Student Publications

Background: Although traditional teaching advocates that microsurgical anastomoses should be performed to uninjured vessels outside the zone of injury (ZOI), there is no defined way to assess the extent of the ZOI, and uninjured vessels may not be available. To evaluate the complications ascribed to the ZOI and injured vessels, outcomes between arterial anastomoses fashioned from within the ZOI versus noninjured recipient vessels were compared.

Methods: A retrospective review was conducted of adult patients who required lower extremity free flap (FF) reconstruction from 2016 to 2024. Injury to the recipient artery (transection, avulsion, or thrombosis) was determined by intraoperative assessment …

Preventing Acute Kidney Injury And Its Longer-Term Impact In The Critically Ill, Alexander Zarbock, Lui Forni, Jay L Koyner, Hernando Gómez, Neesh Pannu, Marlies Ostermann, Rinaldo Bellomo, John A Kellum, Thilo Von Groote

Faculty, Staff and Student Publications

Acute kidney injury (AKI) is a heterogeneous syndrome that not only affects short-term morbidity and mortality but also influences long-term outcomes. AKI is part of acute kidney disease (AKD) that encompasses a range of different conditions and is characterized by a kidney dysfunction lasting 90 days or less after which time the term chronic kidney disease (CKD) applies. AKD may result in irreversible loss of nephrons and may lead to CKD. In this narrative review, an update on different aspects of AKI in critically ill patients will be provided. We discuss biomarkers for early diagnosis of AKI, sub-clinical AKI, as …

Chronic Pain Is Associated With Greater Brain Entropy In The Prefrontal Cortex, Gianpaolo Del Mauro, Yiran Li, Jiaao Yu, Peter Kochunov, Landrew Samuel Sevel, Jeff Boissoneault, Shuo Chen, Ze Wang

Faculty, Staff and Student Publications

Chronic pain is a debilitating clinical condition and a severe public health issue that demands to be addressed. Neuroimaging-based techniques have been widely adopted to investigate the neural underpinnings of chronic pain. Despite the efforts the complex nature of pain experience as well as the heterogeneity of chronic pain have made the identification of neuroimaging-based biomarkers extremely challenging. In this study, resting-state fMRI-based brain entropy, a measure reflecting the "irregularity" of brain activity, was adopted as a biomarker of chronic pain by comparing individuals with chronic pain and healthy controls in a sample of middle-to-old-age participants (n > 30,000) drawn from …

Assessment Of Complement Cascade Components In Patients With Major Depressive Disorder, Brandi Quintanilla, Dede Greenstein, Ashutosh Tripathi, Alona Bartosh, Peixiong Yuan, Carlos A Zarate, Anilkumar Pillai

Faculty, Staff and Student Publications

Recent evidence suggests that the rapid-acting antidepressant ketamine has immune regulatory functions. The complement system is an important component of the innate immune response and plays a key role in synaptic plasticity. An increase in complement component 3 (C3) expression was previously found in the prefrontal cortex of individuals with depression. Given the complement system's role in depression and ketamine's potential anti-inflammatory properties, there is reason to suspect overlap between the complement system and ketamine's mechanism of action. This post-hoc study analyzed data from 39 individuals with major depressive disorder (MDD) and 25 healthy volunteers who previously participated in a …

Hernia Recurrence Risk Matters More Than Mesh Type To Patients Undergoing Ventral Hernia Repair, Stephanie Martinez Ugarte, Mokunfayo O Fajemisin, Chelsea J Guy-Frank, Dalya M Ferguson, Jonah J Stulberg, Lillian S Kao, Julie L Holihan

Faculty, Staff and Student Publications

Introduction: Patients' perceptions about synthetic mesh for ventral hernia repair (VHR) may stem from a lack of knowledge of risks. We assessed patients' threshold for accepting the risk of hernia recurrence to avoid synthetic mesh.

Methods: Patients ≥18 y old with prior or upcoming VHR viewed a one-time video decision aid describing recurrence risk with biologic versus synthetic mesh. Patients chose between these options using a probability trade-off (PTO) technique, varying hernia recurrence rate with biologic mesh. Based on randomized trials, the recurrence rate using synthetic mesh was 9%. The PTO score was the recurrence rate (0%-100%) at which patients …

Automated Mycoplasma Genitalium Molecular Macrolide Resistance Detection And Nucleic Acid Target Semi-Quantitation: Patient Demographic Considerations, Josephine Moore, Trinity Krueger, Amanda Zapp, Stephen C Lavey, Kimber L Munson, Irene A Stafford, Michael E Newcomb, Brian Mustanski, Erik Munson

Faculty, Staff and Student Publications

Recent work has optimized parameters of a real-time reverse transcriptase PCR-based laboratory-developed test on the Panther Fusion system which detects Mycoplasma genitalium-specific macrolide resistance-associated mutations LDT (MRM-LDT) from primary swab and urine specimens. In this study, MRM-LDT was applied to a large multi-demographic study set to further characterize M. genitalium resistance in the United States. A total of 2,145 primary clinical specimens testing positive for M. genitalium 16S rRNA by transcription-mediated amplification (TMA) were initially titered by the same assay using serial 10-fold dilutions to determine relative target nucleic acid burden. Specimens were then processed for MRM-LDT. Findings were stratified …