Digital Commons Network^™

Climate Change Projections Through Optimized Machine Learning And Deep Learning Models: A Comprehensive Analysis, Hala H. Youssef, Salma S. Mohammed, Hanan M. Amer, Abeer T. Khalil

Mansoura Engineering Journal

One major worldwide issue that has far-reaching effects on environmental stability and the avoidance of natural disasters is climate change. Developing efficient mitigating strategies depends on precise climate change forecasts. To predict important climate change indicators, including temperature fluctuations, greenhouse gas (CO2, N2O, CH4, and SF6) emissions, population dynamics, sea level changes, Arctic Sea ice extent, and Antarctica mass, this study evaluated the predictive capabilities of several Machine Learning (ML) and Deep Learning (DL) techniques. The set of machine learning algorithms includes Multiple Linear Regression (MLR), K-Nearest Neighbors (KNN), Support Vector Machines (SVMs), Artificial Neural Networks (ANN), Random Forest (RF), …

Inhibition Of Osteosarcoma Lung Metastases By Β-Glucan And Cd40 Agonist Is Mediated By Activation Of Macrophages And Nk Cells, Pradeep Shrestha, Rejeena Shrestha, Eugenie S Kleinerman

Faculty, Staff and Student Publications

Background: Osteosarcoma (OS) lung metastases remain a significant therapeutic challenge. Innate immune activation is a promising therapeutic approach. Innate immune agonists can modulate the tumor immune microenvironment and improve therapeutic response.

Methods: Using an experimental syngeneic OS lung metastasis BALB/c mouse model with K7M3-luc OS cells, we evaluated the antitumor effects of yeast-derived particulate β-glucan in prevention and therapeutic settings. We then assessed whether the CD40 agonist (CD40a) in combination with β-glucan increased therapeutic response in two different immune-competent mouse models of OS lung tumor burden.

Results: In the pretreatment settings, mice treated with β-glucan prior to OS cell infusion …

Evaluation Of Different Design Standards For The Design Of Axial Loaded Concrete Filled Steel Tube Columns Under Fire, Ebtsam Youssef Ibrahim Abd El Ghaffar, Nabil Said Mahmoud, Fikry A. Salem, Mohammed. M. Ghannam

Mansoura Engineering Journal

This paper compares various codes and standards for the behavior of “Concrete-Filled Steel Tubes” (CFST) columns under fire and axial load. The codes evaluated include European standards (EC4.2 and EC3.2), the American standard (AISC 360), and the Australian standard (AS/NZS 2327). The fire resistance of Concrete-Filled Steel Tubular (CFST) and steel hollow (SH) columns was assessed using a computer program developed with Visual Studio .NET. The program's results were compared with previous experimental data to evaluate the accuracy of various codes and standards in predicting the behavior of these columns under fire conditions. This study highlights the importance of selecting …

Crayfishes Of Kansas: List Of Taxa, Synonyms, And References, Mark E. Eberle

Sternberg Museum of Natural History Faculty Publications

There are 14 species of crayfishes (Decapoda: Cambaridae) reported from Kansas, although there are questions about the systematics of some taxa. These species are listed by their current names and the synonyms under which they have been reported since 1885, along with their conservation status. Published references that include each species in Kansas are also noted. In addition, information about species with type localities in Kansas and unresolved taxonomic issues are summarized. The list of species has been updated in 2025 to include two species introduced to Kansas and other new information.

Interview With Orca Award Winner Donald Weeks; Unl Biochemistry; Biotechnology, Mark Griep, Donald Weeks

UNL ORCA Interview Series

Emeritus Professor Donald Paul Weeks was awarded the ORCA in 2014, a year before he retired. He grew up in a small farm south of Terre Haute, Indiana. In his youth, he participated in 4-H programs that must have sparked an interest in science because he earned his bachelor's degree from Purdue University in 1963. Purdue is about 90 miles north of Terre Haute. Don's doctoral work was at the University of Illinois in Champaign-Urbana for a project about protein synthesis during maize germination. Next, he did postdoctoral work at the Fox Chase Cancer Center in Philadelphia, where his research …

Geogenie: A Deep Learning Approach To Predict Geographic Provenance Of Biodiversity Samples From Genomic Snps, Bradley T. Martin, Zachery D. Zbinden, Michael E. Douglas, Marlis R. Douglas, Tyler K. Chafin

Biological Sciences Faculty Publications and Presentations

Motivation

Determining geographic origin of samples is a common objective in wildlife management, forensics, and conservation. Current methods often assume evolutionary models or require extensive reference datasets, which are costly and difficult to develop, that perform poorly with uneven or biased sampling. Supervised deep learning offers a promising alternative by learning complex patterns without prior model specifications. Combined with novel geo-genetic data augmentation and preprocessing techniques, it can reduce reference panel demands and improve performance across diverse sampling schemes, broadening accurate provenance determination to more study systems. Results

We present GeoGenIE, an open-source software package powered by PyTorch for geographic …

Germline Determinants Of Toxicity And Efficacy In Patients With Large B-Cell Lymphoma Treated With Car T-Cell Therapy, Paolo Strati, Amanda Brandt, Anath C Lionel, Jared Henderson, Jason R Westin, Sherry Adkins, Elizabeth J Shpall, Partow Kebriaei, Jeremy Ramdial, Neeraj Saini, Sairah Ahmed, Christopher Flowers, Sattva S Neelapu, Michelle A T Hildebrandt

Faculty, Staff and Student Publications

Background: Recent data have suggested that germline genetic aberrations can affect outcomes in patients with large B-cell lymphoma (LBCL) treated with chimeric antigen receptor T-cell therapy (CART). However, a comprehensive analysis of germline determinants of response and toxicity after CART has not yet been described.

Methods: Genome-wide genotyping was performed in 170 patients with LBCL treated with standard of care axicabtagene ciloleucel. Polygenic risk score instruments for blood cell traits and inflammatory markers were obtained from the PGS Catalog and analyzed using PRSice-2. Exploratory gene-based and genome-wide association study analyses were performed. Genetic ancestry of the patients with LBCL was …

Quiescent Oxphos-High Triple-Negative Breast Cancer Cells That Persist After Chemotherapy Depend On Bcl-Xl For Survival, Slawomir Andrzejewski, Marie Winter, Leandro Encarnacao Garcia, Olusiji Akinrinmade, Francisco Madeira Marques, Emmanouil Zacharioudakis, Anna Skwarska, Julio Aguirre-Ghiso, Marina Konopleva, Guangrong Zheng, Susan A Fineberg, Daohong Zhou, Evripidis Gavathiotis, Tao Wang, Eugen Dhimolea

Faculty, Staff and Student Publications

The persistent residual tumor cells that survive after chemotherapy are a major cause of treatment failure, but their survival mechanisms remain largely elusive. These cancer cells are typically characterized by a quiescent state with suppressed activity of MYC and MTOR. We observed that the MYC-suppressed persistent triple-negative breast cancer (TNBC) cells are metabolically flexible and can upregulate mitochondrial oxidative phosphorylation (OXPHOS) genes and respiratory function ("OXPHOS-high" cell state) in response to DNA-damaging anthracyclines such as doxorubicin, but not to taxanes. The elevated biomass and respiratory function of mitochondria in OXPHOS-high persistent cancer cells were associated with mitochondrial elongation and remodeling, …

Multicenter Stroke Preclinical Assessment Network Analysis Of Cardiovascular Risk Factor Subgroups Treated With The Poly(Adp-Ribose) Polymerase Inhibitor Veliparib, Raymond C Koehler, Karni Bedirian, Mu-Hsun Chen, Yanrong Shi, Suyi Cao, Brooklyn D Avery, Senthilkumar S Karuppagounder, Kazi Akhter, Adnan Bibic, Valina L Dawson, Ted M Dawson, Márcio A Diniz, Jessica Lamb, Karisma A Nagarkatti, Anjali Chauhan, Jaroslaw Aronowski, Louise D Mccullough, Andreia Lopes De Morais, Xuyan Jin, Cenk Ayata, Mariia Kumskova, Rakesh B Patel, Anil K Chauhan, Enrique C Leira, Pradip K Kamat, Mohammad B Khan, Krishnan M Dhandapani, David C Hess, Ligia S B Boisserand, Basavaraju G Sanganahalli, Lauren H Sansing, Patrick D Lyden

Faculty, Staff and Student Publications

Background: The Stroke Preclinical Assessment Network tested 6 therapeutic interventions initiated at the time of reperfusion after focal ischemic stroke in young mice, aging mice, obese mice, and spontaneously hypertensive rats. This randomized, controlled trial was conducted across 6 sites with concealed treatment and blinded neurobehavior assessments. The trial had an adaptive design with preset levels of efficacy and futility interrogated after each of 4 stages. The primary outcome was turning preference on the corner test at 1 month. The PARP (poly(ADP-ribose) polymerase) inhibitor, veliparib, was considered futile after the second stage when pooling all animal models (n=231 …

Assessing A Community Health Worker-Facilitated, Digitally Delivered, Family-Centered Diabetes Management Program: Single-Arm Quasi-Experimental Study, Zenong Yin, Vanessa L Errisuriz, Heather Cuevas, Bertha E Flores, Laura Delfausse, Christina Galvan, Jing Wang, Chengdong Li, Renata Morfin, Shiyu Li, Maysa Sapargeldiyeva, Giliane Yza Muyna, Minyu Zhang, Vanessa Sweet, Deborah Parra-Medina

Faculty, Staff and Student Publications

Background: The high prevalence of type 2 diabetes (T2D) and associated complications disproportionately affect low-income Latino populations, who also experience disparities in diabetes self-management (DSM), including poor medication adherence, physical activity, diet, and glycemic control.

Objective: This study examined, through an academic-community partnership, the effectiveness of ¡Salud, Salud! (an evidence-based, family-centered diabetes self-management education and support [DSMES] program) on primary (glycemic control and quality of life) and secondary (social, psychological, and behavioral factors related to T2D management) outcomes among low-income Latino adults with T2D or prediabetes.

Methods: In total, 81 adults (mean age 48.90 years, SD 12.57; n=57, 70.4%, female; …

The Effects Of Plastic Mulch And Irrigation On Hemp Chemistry And Leaf Endophytes, Allison Rietman, Connor Morozumi, Robert C. Pearce, Natalie Christian

Journal of Agricultural Hemp Research

As an emerging crop, cultivation techniques for industrial hemp (Cannabis sativa L.) are still being developed and optimized. For example, irrigation and plastic mulching are some management practices that have been touted for their benefits in improving crop quality. Both techniques ensure ample water availability, which has often been attributed to improving hemp cannabinoid and terpene composition. In this study, we examined how supplemental irrigation implemented in a plastic mulch system influenced the cannabinoid and terpene profiles of one cultivar of CBD hemp, Lifter. We grew industrial hemp in field with plastic mulch and applied regular irrigation to one group …

Pathlength, Altitude And Angle Of Incidence Dependence Of Remote Water Raman Scattering, Whitney E. Schuler, Paige K. Williams, Zechariah B. Kitzhaber, Caitlyn M. English, Tammi L. Richardson, Nikos Vitzilaios, Michael L. Myrick

Faculty Publications

A small remote Raman sensor was used to measure the Raman scattering signal from clear, still water as a function of water depth (12 cm and 396 cm depth), sensor distance above the water surface (20–300 cm), and angle of incidence (0–80°) to the normal of the water surface. Under thick- and thin-sample conditions, the signal depends on either the inverse, or the inverse square, of sensor distance from the water surface, respectively. A model is derived that fits data for different sensor distances, water depths, and angles of incidence. Fits to the measured data are consistent with the known …

Post-Rt Head And Neck Dce-Mri: Association Between Mandibular Dose And Ve, Brandon Reber, Renjie He, Moamen R Abdelaal, Abdallah S R Mohamed, Samuel L Mulder, Laia Humbert Vidan, Clifton D Fuller, Stephen Y Lai, Kristy K Brock

Faculty, Staff and Student Publications

Background: Dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) is a functional imaging modality that can quantify tissue permeability and blood flow. Due to vasculature changes resulting from radiation therapy (RT), DCE-MRI quantitative parameters should be significantly different in regions receiving a high radiation dose compared to regions receiving a low radiation dose. This study sought to determine whether a significant difference exists in post-head-and-neck-cancer (HNC)-RT DCE-MRI quantitative parameters (Ktrans and ve) between regions of the mandible receiving a high radiation dose and regions of the mandible receiving a low radiation dose.

Methods: DCE-MRI was acquired from HNC subjects post-RT. The DCE-MRI …

A Needed Nomenclature For Nucleosomes, Michael-Christopher Keogh, Genevieve Almouzni, Andrew J Andrews, Karim-Jean Armache, Cheryl H Arrowsmith, Sung Hee Baek, Mark T Bedford, Emily Bernstein, Jacques Côté, Yael David, John M Denu, Beat Fierz, Benjamin A Garcia, Karen C Glass, Or Gozani, Kristian Helin, Steven Henikoff, Ole N Jensen, Steven Z Josefowicz, Neil L Kelleher, Tatiana G Kutateladze, Herbert H Lindner, Chao Lu, Karolin Luger, Parag Mallick, Catherine A Musselman, Tom W Muir, Ljiljana Paša-Tolić, Robert Schneider, Xiaobing Shi, Yang Shi, Simone Sidoli, Lloyd M Smith, Jessica K Tyler, Cynthia Wolberger, Jerry L Workman, Brian D Strahl, Nicolas L Young

Faculty, Staff and Student Publications

Histone post-translational modifications (PTMs) are crucial to eukaryotic genome regulation, with a range of reported functions and mechanisms of action. Though often studied individually, it has long been recognized that the modifications function by combinatorial synergy or antagonism. Interplay may involve PTMs on the same histone, within the same nucleosome (containing a histone octamer), or between nucleosomes in higher-order chromatin. Given this, the field must distinguish ever greater complexity, and the context in which it is studied, with brevity and precision. The proteoform was introduced to define individual forms of a protein by sequence and PTMs, followed by the nucleoform …

Forage Sampling Guide For Agronomic Crops, Jody Gale, Matt Yost, Megan Baker, Michael Pace, Earl Creech, Grant Cardon, Kalen Taylor, Cody Zesiger, Tiffany Evans, Rhonda Miller, Clara Anderson

All Current Publications

Forage sampling is a valuable tool that provides producers with quality information for calculating feed rations and marketing their forages. To ensure that this information is accurate and reliable, it is important to understand how to collect these samples correctly. Sampling tools have been developed that simplify this process and improve accuracy.

Factors Influencing Employee Green Behavior And Employee Green Attitude Among Muslims In Indonesia, Kurnia Sari Kasmiarno, Mahjus Ekananda, Gina Destrianti Karmanto

Journal of Environmental Science and Sustainable Development

In a Muslim majority, developing country like Indonesia, religion shapes employees’ work ethic and professional behavior, embedding spiritual and cultural values into the workplace. Despite the increasing attention to pro-environmental behavior, previous studies have largely examined Green Human Resource Management (GHRM), religiosity, and environmental concern separately, often focusing on a single sector. This leaves employees from various occupational backgrounds underexplored. This study aims to examine the effects of Green Concern (GC), Green Motivation (M), GHRM, and Religiosity (REL) on Employee Green Behavior (EGB) and Employee Green Attitude (EGA) of Muslim employees in Indonesia. Data were collected through a quantitative survey …

Long-Term Outcomes In Flt3-Mutated Acute Myeloid Leukemia After Frontline Hypomethylating Agent, Venetoclax And A Flt3 Inhibitor, Nicholas J Short, Sanam Loghavi, Musa Yilmaz, Omer Karrar, Kunhwa Kim, Courtney D Dinardo, Tapan M Kadia, Manuel Maroun, Gautam Borthakur, Ghayas C Issa, Joseph Jabbour, Betul Oran, Elizabeth J Shpall, Uday Popat, Keyur P Patel, Mark Routbort, Marina Konopleva, Farhad Ravandi, Hagop Kantarjian, Naval Daver

Faculty, Staff and Student Publications

Triplet regimens with a hypomethylating agent, venetoclax and a FLT3 inhibitor yield high rates of response in newly diagnosed FLT3-mutated AML. However, the long-term outcomes and patterns of relapse with these triplet regimens are not well-established. In this retrospective analysis, 73 patients with newly diagnosed FLT3-mutated AML received a frontline FLT3 inhibitor-containing triplet regimen. The composite complete remission (CR) and CR with incomplete hematologic recovery (CRi) rate was 93%. Next-generation sequencing FLT3-ITD MRD negativity (sensitivity: 0.005%) was achieved in 60% of patients after cycle 2 and 90% after cycle 4. The estimated 3-year relapse-free survival (RFS) for FLT3-ITD-mutated and FLT3 …

Aav-Progranulin Gene Therapy Corrects Phenotypes Associated With Progranulin Deficiency Up To One-Year Post Injection In Mouse Model Of Frontotemporal Dementia, Hesham Shiekhtholth, Stephanie Fox, Mary Bullock, Erik Roberson

Expo Student Presentations

2025 Fall Expo Oral Presentation

• Biological & Life Sciences

Fisheries Research Report No. 354: Recreational Fishing For Abalone In Western Australia In 2024/2025 - Estimates Of Participation, Effort And Catch, Claire B. Smallwood, Karina L. Ryan, Lachlan W. Strain

Fisheries Research Reports

The Western Australian Recreational Abalone Fishery (RAF) operates in shallow coastal waters as a hand collection fishery while wading or diving. Three species of abalone are allowed to be caught. Roe’s abalone (Haliotis roei) are generally collected while wading from the shore in accessible nearshore reef complexes along the West and South Coast Bioregions. Greenlip abalone (H. laevigata) and Brownlip abalone (H. conicopora) are collected while wading (including snorkelling and freediving) and diving (using compressed air) predominantly along the South Coast Bioregion.

Recreational fishing for the three abalone species is licensed and highly regulated, especially in the Western Zone (which …

Nebline, October 2025

NEBLINE Newsletter Archive from Nebraska Extension in Lancaster County

Contents

4-H super fair helps youth become beyond ready

What's popping? by Natalie Sehi

Recipes of the month, by Kayla Colgrove: Fish bait snack mix, kicked up popcorn, and cinnamon crunch snack mix

Are your trees for the next storm? by Rachel Anderson

Garden guide: Things to do this month by Mary Jane Frogge

GRO Big Red virtual learning series

Composting demonstration

Promoting language development in young children by Hayley Jackson

Tip sheet for harvest 2025 by John Nelson

Rogers Memorial Day farm field day, September 2025

Heart of 4-H volunteer award: Rachel Wells

Join 4-H to become beyond ready …

Search, The Jackson Laboratory

Search Magazine

No abstract provided.

Designing Portugal’S Voluntary Carbon Market: Insights From Key Stakeholders, Mahika Shergill

Portugal: Sustainability and Environmental Justice

This project examines the design, integrity, and early implementation challenges of Portugal’s newly established Voluntary Carbon Market (VCM), created through Decree-Law 4/2024 as part of the country’s broader climate-mitigation strategy. The objective of the study is to evaluate whether the market’s regulatory architecture—particularly its treatment of additionality, permanence, methodologies, and co-benefit mechanisms—positions it to function as a credible and viable national carbon-governance instrument. The analysis draws on a mixed-methods approach combining legal and policy review with four semi-structured interviews conducted with policymakers, methodological designers, ecological practitioners, and environmental-law specialists. These interviews reveal that Portugal’s VCM is characterized by strong integrity …

When The Water Runs Out: Modelling Portuguese Pumped Hydro Storage Adequacy In Multi-Year Extreme Drought Conditions, Meg Gillies

Portugal: Sustainability and Environmental Justice

Portugal’s reliance on Pumped Hydro Storage (PHS) to support grid stability poses increasing risks as the share of renewables in the national energy mix approaches the 2030 goal of 85%, and droughts intensify across the Iberian Peninsula (Silva, 2024). Because simulation tools like EnergyPLAN model only one year at a time, they overlook the cumulative effects of prolonged hydrological stress (Lund, 2024). This research addresses that gap by implementing an iterative multi-year approach in EnergyPLAN, linking yearly simulations to assess how extended drought conditions impact PHS performance. Using a detailed 2024 model of Portugal’s power system and applying dry year …

A Comprehensive Nutrition Education Program Promotes Behavior Change And Perception Of Food Access Across The Older Adult Age Span, Sarah Misyak, Camille Mcguire, Victor Olayemi, Maria Denunzio, Paige Harrigan, Elena Serrano

Journal of Human Sciences and Extension

Strategies to promote healthy behaviors among older adults are needed to mitigate vulnerabilities to negative health outcomes, especially for those with low income. Healthy Eating and Staying Active as We Age (HESA), a nine-lesson educational series for Supplemental Nutrition Assistance Program-eligible older adults, was created to promote health among aging audiences. The purpose of this study was to evaluate the behavior change of older adults following participation in HESA, which covers food resource management, nutrition, food safety, and physical activity behaviors, as well as perceived food affordability and accessibility, and to determine if HESA is appropriate across the age span …

Empowering Public Employees For Retirement Security: Evidence From A Pre-Retirement Financial Education Program, Suzanne Bartholomae, Mengya Wang

Journal of Human Sciences and Extension

The United States is facing a retirement crisis, with eight in ten older adult households experiencing or at risk of financial insecurity (Tavares et al., 2024). National data shows 60% of Americans regularly contribute to retirement accounts, and just 40% have estimated their retirement savings needs (Lin et al., 2022). With approximately 5,900 Baby Boomers retiring daily (Fry, 2019), there is considerable interest in identifying effective strategies and policies to address retirement preparedness. This paper presents evaluation findings from a retirement planning financial education program delivered to 750 public employees by Iowa’s public employee retirement system and Cooperative Extension educators. …

Mhc Gene Analysis And Immune Variation In Lepidodactylus Lugubris (The Mourning Gecko), Helen T. Vu

2025 Fall Honors Capstones Projects - Archive

The major histocompatibility complex (MHC) plays a central role in vertebrate immune defense by enabling pathogen recognition and initiating adaptive immune responses. While MHC diversity has been extensively studied in sexually reproducing species, comparatively little is known about its evolution in asexual lineages. The parthenogenetic gecko Lepidodactylus lugubris provides a unique opportunity to investigate how clonality and hybrid origins influence immune gene diversity. By leveraging whole-genome data, this study overcomes the limitations of previous transcriptome-based analyses and provides a more comprehensive view of MHC diversity in a clonal vertebrate. As the first step towards understanding MHC evolution in parthenogenetic lizards, …

Grpa-Prs: A Risk Stratification Method To Identify Genetically-Regulated Pathways In Polygenic Diseases, Xiaoyang Li, Brisa S Fernandes, Andi Liu, Jingchun Chen, Xiangning Chen, Zhongming Zhao, Yulin Dai

Faculty, Staff and Student Publications

Introduction: Polygenic risk score (PRS) assesses genetic risk for diseases, yet some high-risk individuals avoid illness while low-risk individuals develop it. We hypothesize that unknown counterfactors may reverse PRS predictions, offering insights into disease mechanisms and interventions.

Methods: We developed a novel framework to identify genetically-regulated pathways (GRPas) using PRS-based stratification in Alzheimer's disease (AD) and schizophrenia (SCZ) cohorts. We calculated PRS models, stratified individuals by risk and diagnosis, and analyzed differential GRPas. For AD, analyses were further conducted with and without apolipoprotein E (APOE) effects, and across APOE haplotype.

Results: In AD, we identified several well-known AD-related pathways, including …

Genetic Entropy: A Critical Examination, Sarah Hunter

Science, Faith, and Origins

Genetic entropy is a hypothesis proposing that genomes deteriorate over time due to the gradual accumulation of slightly harmful mutations that natural selection cannot effectively remove. This paper explores the scientific debate surrounding this claim by examining differing perspectives on the theory of genetic entropy. Proponents of genetic entropy, such as John Sanford, argue that most mutations are deleterious and fall within a “near-neutral” range, allowing them to accumulate since their effects are too small for natural selection to detect. Evidence to support this claim includes Robert Carter and John Sanford’s research on the deterioration of the H1N1 viral genome …

The Science Of Sound: Studying The Cognitive, Emotional, And Physiological Effects Of Frequency, Genre, And Music, Jett Yarborough

Senior Honors Theses

Music influences emotion, physiology, and cognition, yet little is known about how the frequency it is tuned to affects these influences. Prior research has shown that music tuned to 432 Hz can reduce stress, lower blood pressure, and improve sleep. My colleagues and I conducted two studies to investigate this. Our research found that music tuned to 432 Hz promotes a significant increase in memory retention and induces a state of focus and relaxation. These results suggest that shifting from the standard tuning frequency of 440 Hz to 432 Hz could have a profoundly positive impact on our daily lives. …

Dataset Of Raman Spectra And Matlab Code For: Elucidating Time-Resolved Intracellular Metabolic Dynamics Via Label-Free Raman Microspectroscopy And 2d Correlation Spectroscopy, Zohreh Mirveis, Nitin Patil, Hugh J. Byrne

Other Resources

This dataset contains raw spectral data obtained from single-cell Raman microspectroscopy under two nutritional conditions: glucose alone and glucose supplemented with glutamine. LLC-MK2 cells were starved for 2 h, then exposed to nutrients and fixed every 15 min for up to 120 min. At each time point, spectra were recorded from 25 individual cells (cytoplasm regions) and exported as machine-readable files (.csv). MATLAB scripts are provided to implement two-dimensional correlation spectroscopy (2D-COS) for generating synchronous maps, along with utilities for loading spectra, averaging, and reproducing key figures. A set of simulated time-series spectra used to validate 2D-COS under high background …