OOIR: Observatory of International Research

Papers

(The median citation count of Biodata Mining is 2. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2022-01-01 to 2026-01-01.)

Article	Citations
Investigating potential drug targets for IgA nephropathy and membranous nephropathy through multi-queue plasma protein analysis: a Mendelian randomization study based on SMR and co-localization analys	414
Correction: Detection and classification of long terminal repeat sequences in plant LTR-retrotransposons and their analysis using explainable machine learning	383
MOCAT: multi-omics integration with auxiliary classifiers enhanced autoencoder	105
Exploring the common genetic basis of metabolic syndrome-related diseases and chronic kidney disease: insights from extensive genome-wide cross-trait analyses	77
Transcriptome-based network analysis related to regulatory T cells infiltration identified RCN1 as a potential biomarker for prognosis in clear cell renal cell carcinoma	62
A fairness-aware machine learning framework for maternal health in Ghana: integrating explainability, bias mitigation, and causal inference for ethical AI deployment	38
Deep joint learning diagnosis of Alzheimer’s disease based on multimodal feature fusion	33
Processing imbalanced medical data at the data level with assisted-reproduction data as an example	30
A simple guide to the use of Student’s t-test, Mann-Whitney U test, Chi-squared test, and Kruskal-Wallis test in biostatistics	29
Unsupervised clustering based coronary artery segmentation	28
Skin in the game: a review of computational models of the skin	26
circGPAcorr: an integrative tool for functional annotation of circular RNAs using expression data	24
Ten simple rules for providing bioinformatics support within a hospital	23
Neural network methods for diagnosing patient conditions from cardiopulmonary exercise testing data	21
Comparing new tools of artificial intelligence to the authentic intelligence of our global health students	21
Polygenic risk modeling of tumor stage and survival in bladder cancer	19
Machine learning approaches to identify systemic lupus erythematosus in anti-nuclear antibody-positive patients using genomic data and electronic health records	19
Detection and classification of long terminal repeat sequences in plant LTR-retrotransposons and their analysis using explainable machine learning	17
Colorectal cancer subtype identification from differential gene expression levels using minimalist deep learning	15
The biomedical knowledge graph of symptom phenotype in coronary artery plaque: machine learning-based analysis of real-world clinical data	14
AI-Driven SaO2 prediction from pulse oximetry and electronic health records	14
Decoding dynamic miRNA:ceRNA interactions unveils therapeutic insights and targets across predominant cancer landscapes	14
Mapping the evolving trend of research on efferocytosis: a comprehensive data-mining-based study	13
Supervised multiple kernel learning approaches for multi-omics data integration	13
Genetics and precision health: the ecological fallacy and artificial intelligence solutions	13

FISM: harnessing deep learning and reinforcement learning for precision detection of microaneurysms and retinal exudates for early diabetic retinopathy diagnosis	13
Advancing preeclampsia prediction: a tailored machine learning pipeline integrating resampling and ensemble models for handling imbalanced medical data	12
FARFOOD: a database of potential interactions between food compounds and drugs	12
From COVID-19 to monkeypox: a novel predictive model for emerging infectious diseases	11
Correction: Motif clustering and digital biomarker extraction for free-living physical activity analysis	11
m1A-Ensem: accurate identification of 1-methyladenosine sites through ensemble models	11
Tree-based ensemble learning models for protein-protein interactions detection: a review and experimental evaluation	11
Using GPT-4 to write a scientific review article: a pilot evaluation study	11
Motif clustering and digital biomarker extraction for free-living physical activity analysis	10
Interpreting drug synergy in breast cancer with deep learning using target-protein inhibition profiles	10
Predictive modeling of ALS progression: an XGBoost approach using clinical features	10
Machine learning models for reinjury risk prediction using cardiopulmonary exercise testing (CPET) data: optimizing athlete recovery	10
MediNet: ensemble transfer learning approach for classification of medical drugs-related text reviews using significant combined-embeddings	10
Reference-free phylogeny from sequencing data	9
Effective hybrid feature selection using different bootstrap enhances cancers classification performance	9
Assessment of the causal relationship between gut microbiota and cardiovascular diseases: a bidirectional Mendelian randomization analysis	9
Understanding predictions of drug profiles using explainable machine learning models	9
Ensemble feature selection and tabular data augmentation with generative adversarial networks to enhance cutaneous melanoma identification and interpretability	8
Disclosing transcriptomics network-based signatures of glioma heterogeneity using sparse methods	8
An unsupervised image segmentation algorithm for coronary angiography	8
Decoding ancestry-specific genetic risk: interpretable deep feature selection reveals prostate cancer SNP disparities in diverse populations	7
Open challenges and opportunities in federated foundation models towards biomedical healthcare	7
Deep learning-based Emergency Department In-hospital Cardiac Arrest Score (Deep EDICAS) for early prediction of cardiac arrest and cardiopulmonary resuscitation in the emergency department	7
Saliency-driven explainable deep learning in medical imaging: bridging visual explainability and statistical quantitative analysis	7
Optimizing accuracy and dimensionality: a swarm intelligence strategy for robust cancer genomics classification	7
Detection of iron deficiency anemia by medical images: a comparative study of machine learning algorithms	7
Computational prediction of cellular elastic modulus from mechanosensitive gene expression at multiple biological levels	6
Changing word meanings in biomedical literature reveal pandemics and new technologies	6
Identification of immune-associated biomarkers of diabetes nephropathy tubulointerstitial injury based on machine learning: a bioinformatics multi-chip integrated analysis	6
A machine learning approach using conditional normalizing flow to address extreme class imbalance problems in personal health records	6
6mA-StackingCV: an improved stacking ensemble model for predicting DNA N6-methyladenine site	6
Optimizing age-related hearing risk predictions: an advanced machine learning integration with HHIE-S	6
The Matthews correlation coefficient (MCC) should replace the ROC AUC as the standard metric for assessing binary classification	5
Revealing third-order interactions through the integration of machine learning and entropy methods in genomic studies	5
Evaluation of network-guided random forest for disease gene discovery	5
A Gated Recurrent Unit based architecture for recognizing ontology concepts from biological literature	5
Endoscopy-based IBD identification by a quantized deep learning pipeline	5
MultiChem: predicting chemical properties using multi-view graph attention network	5
Using artificial intelligence (AI) to model clinical variant reporting for next generation sequencing (NGS) oncology assays	5
TGNet: tensor-based graph convolutional networks for multimodal brain network analysis	5
ChatGPT and large language models in academia: opportunities and challenges	5
Correction: A prognostic model based on seven immune-related genes predicts the overall survival of patients with hepatocellular carcinoma	5
An explainable machine learning model for predicting postoperative cholangitis in pediatric surgical patients with pancreaticobiliary maljunction	5
Exo-Tox: Identifying Exotoxins from secreted bacterial proteins	5
PAGER: A novel genotype encoding strategy for modeling deviations from additivity in complex trait association studies	4
Analysis of risk factors progression of preterm delivery using electronic health records	4
Integrating pathway knowledge with deep neural networks to reduce the dimensionality in single-cell RNA-seq data	4
Polymorphisms in the mTOR-PI3K-Akt pathway, energy balance-related exposures and colorectal cancer risk in the Netherlands Cohort Study	4
QIGTD: identifying critical genes in the evolution of lung adenocarcinoma with tensor decomposition	4
Enhancing hepatopathy clinical trial efficiency: a secure, large language model-powered pre-screening pipeline	4

A regularized Cox hierarchical model for incorporating annotation information in predictive omic studies	4
Network-based multi-omics integrative analysis methods in drug discovery: a systematic review	4
The ethics of data mining in healthcare: challenges, frameworks, and future directions	4
Machine-learning-based models to predict cardiovascular risk using oculomics and clinic variables in KNHANES	4
Deciphering the tissue-specific functional effect of Alzheimer risk SNPs with deep genome annotation	4
Machine learning based study for the classification of Type 2 diabetes mellitus subtypes	4
Deep vision in agriculture: assessing the function of YOLO in the classification of plant leaf diseases (PLDs)	4
ScInfoVAE: interpretable dimensional reduction of single cell transcription data with variational autoencoders and extended mutual information regularization	4
Construction and application of medication reminder system: intelligent generation of universal medication schedule	4
Machine Learning Algorithms for understanding the determinants of under-five Mortality	4
Algorithm-based detection of acute kidney injury according to full KDIGO criteria including urine output following cardiac surgery: a descriptive analysis	4
Cross-regional radiomics: a novel framework for relationship-based feature extraction with validation in Parkinson’s disease motor subtyping	4
Agenda setting for health equity assessment through the lenses of social determinants of health using machine learning approach: a framework and preliminary pilot study	3
mSRFR: a machine learning model using microalgal signature features for ncRNA classification	3
Cross-cohort genetic risk prediction for Alzheimer’s disease: a transfer learning approach using GWAS and deep learning models	3
AI as an accelerator for defining new problems that transcends boundaries	3
Quantum analysis of squiggle data	3
Comparison of cancer subtype identification methods combined with feature selection methods in omics data analysis	3
ParticleChromo3D: a Particle Swarm Optimization algorithm for chromosome 3D structure prediction from Hi-C data	3
subMG automates data submission for metagenomics studies	3
Electronic medical records imputation by temporal Generative Adversarial Network	3
Enhanced labor pain monitoring using machine learning and ECG waveform analysis for uterine contraction-induced pain	3
Distinct network patterns emerge from Cartesian and XOR epistasis models: a comparative network science analysis	3
Priority-Elastic net for binary disease outcome prediction based on multi-omics data	3
Novel digital approaches to the assessment of problematic opioid use	3
Towards a potential pan-cancer prognostic signature for gene expression based on probesets and ensemble machine learning	3
Short- and long-term weekly patient-reported outcomes prediction undergoing radiotherapy: single-patient time series model vs. transformer-based multi-patient time series model	3
Radio Frequency Tagging–enabled patient monitoring: integrating mobility tracking with early warning systems for enhanced safety	3
From prompt engineering to agent engineering: expanding the AI toolbox with autonomous agentic AI collaborators for biomedical discovery	2
Learning the therapeutic targets of acute myeloid leukemia through multiscale human interactome network and community analysis	2
iSuc-ChiDT: a computational method for identifying succinylation sites using statistical difference table encoding and the chi-square decision table classifier	2
Private pathological assessment via machine learning and homomorphic encryption	2
Construction and validation of a machine learning-based model predicting early readmission in patients with decompensated cirrhosis: a prospective two-center cohort study	2
Proteome mining of Yersinia Enterocolitica for drug targets and computational inhibitor identification with ADMET, anti-inflammation potential and formulation characteristics	2
Leveraging mixed-effects regression trees for the analysis of high-dimensional longitudinal data to identify the low and high-risk subgroups: simulation study with application to genetic study	2
Deep learning-driven TCR$$\beta$$ repertoire analysis enhances diagnosis and enables mining of immunological biomarkers in systemic lupus erythematosus	2
Predicting molecular initiating events using chemical target annotations and gene expression	2
Deep learning-based approaches for multi-omics data integration and analysis	2
Overlapping filter bank convolutional neural network for multisubject multicategory motor imagery brain-computer interface	2
CAUSALRLSTACK: adaptive balancing of deep representation and causal effect estimation with application to HIV-related health data	2
Can open source large language models be used for tumor documentation in Germany?—An evaluation on urological doctors’ notes	2
Automated quantitative trait locus analysis (AutoQTL)	2
Influenza, dengue and common cold detection using LSTM with fully connected neural network and keywords selection	2
Correction: Predictive modeling of ALS progression: an XGBoost approach using clinical features	2
Feature graphs for interpretable unsupervised tree ensembles: centrality, interaction, and application in disease subtyping	2
Inverse problem for parameters identification in a modified SIRD epidemic model using ensemble neural networks	2
Assessing the limitations of relief-based algorithms in detecting higher-order interactions	2