» Articles » PMID: 20354511

Predicting Causal Effects in Large-scale Systems from Observational Data

Overview
Journal Nat Methods
Date 2010 Apr 1
PMID 20354511
Citations 64
Authors
Affiliations
Soon will be listed here.
Citing Articles

Spatial and temporal variation of Antarctic microbial interactions: a study around the west Antarctic Peninsula.

Sow S, van de Poll W, Eveleth R, Rich J, Ducklow H, Rozema P Environ Microbiome. 2025; 20(1):21.

PMID: 39923087 PMC: 11807339. DOI: 10.1186/s40793-025-00663-z.


EfficientNet-resDDSC: A Hybrid Deep Learning Model Integrating Residual Blocks and Dilated Convolutions for Inferring Gene Causality in Single-Cell Data.

Li A, Li M, Fei R, Mallik S, Hu B, Yu Y Interdiscip Sci. 2024; 17(1):166-184.

PMID: 39578307 DOI: 10.1007/s12539-024-00667-2.


Development and validation of a mortality risk prediction model for chronic obstructive pulmonary disease: a cross-sectional study using probabilistic graphical modelling.

Lovelace T, Ryu M, Jia M, Castaldi P, Sciurba F, Hersh C EClinicalMedicine. 2024; 75:102786.

PMID: 39263674 PMC: 11388367. DOI: 10.1016/j.eclinm.2024.102786.


Dissecting the effect of heat stress on durum wheat under field conditions.

Groli E, Frascaroli E, Maccaferri M, Ammar K, Tuberosa R Front Plant Sci. 2024; 15:1393349.

PMID: 39006958 PMC: 11239346. DOI: 10.3389/fpls.2024.1393349.


Plasma metabolomics reveals the shared and distinct metabolic disturbances associated with cardiovascular events in coronary artery disease.

Lv J, Pan C, Cai Y, Han X, Wang C, Ma J Nat Commun. 2024; 15(1):5729.

PMID: 38977723 PMC: 11231153. DOI: 10.1038/s41467-024-50125-2.


References
1.
Hughes T, Marton M, Jones A, Roberts C, STOUGHTON R, Armour C . Functional discovery via a compendium of expression profiles. Cell. 2000; 102(1):109-26. DOI: 10.1016/s0092-8674(00)00015-5. View

2.
Marbach D, Schaffter T, Mattiussi C, Floreano D . Generating realistic in silico gene networks for performance assessment of reverse engineering methods. J Comput Biol. 2009; 16(2):229-39. DOI: 10.1089/cmb.2008.09TT. View