cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25934/pr00010278
title: Geography-Aware Optimization of Antimicrobial Combinations

description: Geography-Aware Optimization of Antimicrobial Combinations
Antibiotics are currently the most potent way of fighting bacterial infections but their efficacy is largely undermined by resistance. With the stunted portfolio of new antibiotics, antimicrobial combinations offer an innovative strategy to re-sensitize multidrug-resistant bacterial species to antibiotics they were previously resistant to. However, it is still unclear what antibiotics to combine and how to combine them for synergistic results in clinics. AMR surveillance data is an important but under-utilized tool for prioritizing drug combinations in clinical settings.
When two antibiotics are co-administered, their interactions can take one of three directions; it can either be synergistic (positive), antagonistic (negative), or null (neutral). This direction is usually a function of the drug’s mechanism of action, effective concentration, and nature of the pathogen involved. In terms of frequency, antibiotic interactions are neutral (up to 80%), followed by antagonisms (15%), and then synergy (5%). Under prolonged usage, both antagonism and null (95%) interactions have been shown to train ordinary bugs to become superbugs. Therefore, care has to be taken when co-administering drugs in order not to further spread resistance through antibiotic combinations.
In this project, we will combine insights from surveillance, drug combination data, and clinical intelligence to predict the best possible combination of antibiotics to fight a given bacterial infection. Specifically, AMR surveillance data containing the resistance phenotypes exhibited by a pathogen will be combined with large antibiotic combination data such as COM-BACT and ARB to generate a graph for finding optimal antibiotic combinations for a given bacterial resistance profile within a defined geographical space. Specifically, we would use Pfizer’s ATLAS datasets which cover a wide geographic and antibiotic space thus making them well-suited for building a global system for personalized management of infections through drug combinations.
The success of this project will revolutionize AMR usage and facilitate the rapid reversal of AMR trends by re-sensitizing pathogens to drugs they were previously resistant to.
DOI: 10.6084/m9.figshare.26110276
title: S11_File_PB_Bulk.rds

description: MWAS results
DOI: 10.6084/m9.figshare.26110276.v2
title: S11_File_PB_Bulk.rds

description: MWAS results
DOI: 10.6084/m9.figshare.26110276.v1
title: S11_File_PB_Bulk.rdsMWAS results

description: MWAS Results
DOI: 10.6084/m9.figshare.26110270
title: S10_File_LG_Th.rds

description: MWAS results
DOI: 10.6084/m9.figshare.26110270.v1
title: S10_File_LG_Th.rdsMWAS results

description: MWAS Results
DOI: 10.6084/m9.figshare.26110270.v2
title: S10_File_LG_Th.rds

description: MWAS results
DOI: 10.5281/zenodo.12552731
title: Dataset: AppFolio, Inc. (APPF) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552732
title: Dataset: AppFolio, Inc. (APPF) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552734
title: Dataset: Appian Corporation (APPN) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552735
title: Dataset: Appian Corporation (APPN) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.15468/dl.7k864b
title: Occurrence Download

description: A dataset listing the 25211 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Ghana",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 25211 records were derived from 825 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000603-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.26110213
title: S9_File_LG_cT.rds

description: MWAS results
DOI: 10.6084/m9.figshare.26110213.v2
title: S9_File_LG_cT.rds

description: MWAS results
DOI: 10.6084/m9.figshare.26110213.v1
title: S9_File_LG_cT.rdsMWAS results

description: MWAS Results
DOI: 10.5281/zenodo.12552768
title: Dataset: APx Acquisition Corp. I (APXIW) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552769
title: Dataset: APx Acquisition Corp. I (APXIW) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552771
title: Dataset: Apyx Medical Corporation (APYX) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552772
title: Dataset: Apyx Medical Corporation (APYX) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552773
title: Dataset: AquaBounty Technologies, Inc. (AQB) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552774
title: Dataset: AquaBounty Technologies, Inc. (AQB) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552776
title: Dataset: Aqua Metals, Inc. (AQMS) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552777
title: Dataset: Aqua Metals, Inc. (AQMS) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.6084/m9.figshare.26110210
title: S8_File_LG_NK.rds

description: MWAS results
DOI: 10.6084/m9.figshare.26110210.v1
title: S8_File_LG_NK.rdsMWAS results

description: MWAS Results
DOI: 10.6084/m9.figshare.26110210.v2
title: S8_File_LG_NK.rds

description: MWAS results
DOI: 10.5281/zenodo.12552781
title: Dataset: Aquestive Therapeutics, Inc. (AQST) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552782
title: Dataset: Aquestive Therapeutics, Inc. (AQST) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552787
title: Dataset: Aquaron Acquisition Corp. (AQU) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552788
title: Dataset: Aquaron Acquisition Corp. (AQU) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552794
title: Dataset: Aquaron Acquisition Corp. (AQUNR) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552795
title: Dataset: Aquaron Acquisition Corp. (AQUNR) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552765
title: Dataset: APx Acquisition Corp. I (APXIU) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552766
title: Dataset: APx Acquisition Corp. I (APXIU) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552796
title: Dataset: Aquaron Acquisition Corp. (AQUNU) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552797
title: Dataset: Aquaron Acquisition Corp. (AQUNU) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552799
title: Dataset: Global X Clean Water ETF (AQWA) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552800
title: Dataset: Global X Clean Water ETF (AQWA) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552802
title: Dataset: Accuray Incorporated (ARAY) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552803
title: Dataset: Accuray Incorporated (ARAY) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552804
title: Dataset: ARB IOT Group Limited (ARBB) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552805
title: Dataset: ARB IOT Group Limited (ARBB) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.6084/m9.figshare.26110207
title: S7_File_LG_Mono.rds

description: MWAS results
DOI: 10.6084/m9.figshare.26110207.v2
title: S7_File_LG_Mono.rds

description: MWAS results
DOI: 10.5281/zenodo.12552808
title: Dataset: Arbe Robotics Ltd. (ARBE) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552809
title: Dataset: Arbe Robotics Ltd. (ARBE) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.6084/m9.figshare.26110207.v1
title: S7_File_LG_Mono.rdsMWAS results

description: MWAS Results
DOI: 10.5281/zenodo.12552810
title: Dataset: Arbe Robotics Ltd. (ARBEW) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552811
title: Dataset: Arbe Robotics Ltd. (ARBEW) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552815
title: Dataset: Argo Blockchain plc (ARBK) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552816
title: Dataset: Argo Blockchain plc (ARBK) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552819
title: Dataset: Argo Blockchain plc 8.75% Senior Notes due 2026 (ARBKL) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552820
title: Dataset: Argo Blockchain plc 8.75% Senior Notes due 2026 (ARBKL) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552822
title: Dataset: ArcBest Corporation (ARCB) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552823
title: Dataset: ArcBest Corporation (ARCB) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552825
title: Dataset: Ares Capital Corporation (ARCC) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552826
title: Dataset: Ares Capital Corporation (ARCC) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552830
title: Dataset: Arcturus Therapeutics Holdings Inc. (ARCT) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552831
title: Dataset: Arcturus Therapeutics Holdings Inc. (ARCT) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552832
title: Dataset: Ardelyx, Inc. (ARDX) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552833
title: Dataset: Ardelyx, Inc. (ARDX) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552837
title: Dataset: American Rebel Holdings, Inc. (AREB) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.
DOI: 10.5281/zenodo.12552838
title: Dataset: American Rebel Holdings, Inc. (AREB) Stock Performance

description: This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.