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EN_scGPT (Csendes et al. 2025)

EN regression with scGPT features of the perturbed gene.

Overview

EN regression with scGPT features of the perturbed gene.

Consult the linked sources for architecture or protocol details. Missing evidence is not evidence of a missing capability.

Evaluations and results

4 evaluations · 24 results. Different protocols are not a single leaderboard.

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Exact evaluated configurations and original reported results
Tested configuration	Protocol and dataset	Finding	Evidence and details
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Adamson et al. 2016 Perturb-seq, K562 CRISPRi single perturbations: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Adamson et al. 2016 Perturb-seq, K562 CRISPRi single perturbations (GEARS processing, Csendes et al. 2025)	0.993 pearson-correlation unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Adamson (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-adamson-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell C9, row 'Adamson / EN_scGPT', column 'Pearson'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Adamson et al. 2016 Perturb-seq, K562 CRISPRi single perturbations: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Adamson et al. 2016 Perturb-seq, K562 CRISPRi single perturbations (GEARS processing, Csendes et al. 2025)	0.972 pearson-correlation unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Adamson (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-adamson-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell D9, row 'Adamson / EN_scGPT', column 'Pearson DE'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Adamson et al. 2016 Perturb-seq, K562 CRISPRi single perturbations: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Adamson et al. 2016 Perturb-seq, K562 CRISPRi single perturbations (GEARS processing, Csendes et al. 2025)	0.718 pearson-delta unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Adamson (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-adamson-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell E9, row 'Adamson / EN_scGPT', column 'Pearson Delta'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Adamson et al. 2016 Perturb-seq, K562 CRISPRi single perturbations: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Adamson et al. 2016 Perturb-seq, K562 CRISPRi single perturbations (GEARS processing, Csendes et al. 2025)	0.738 pearson-delta unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Adamson (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-adamson-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell F9, row 'Adamson / EN_scGPT', column 'Pearson Delta DE'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Adamson et al. 2016 Perturb-seq, K562 CRISPRi single perturbations: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Adamson et al. 2016 Perturb-seq, K562 CRISPRi single perturbations (GEARS processing, Csendes et al. 2025)	0.793 pearson-delta unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Adamson (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-adamson-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell H9, row 'Adamson / EN_scGPT', column 'Pearson Delta DE without KOd gene'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Adamson et al. 2016 Perturb-seq, K562 CRISPRi single perturbations: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Adamson et al. 2016 Perturb-seq, K562 CRISPRi single perturbations (GEARS processing, Csendes et al. 2025)	0.737 pearson-delta unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Adamson (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-adamson-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell G9, row 'Adamson / EN_scGPT', column 'Pearson Delta DE (based on Wilcoxon)'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Norman et al. 2019 Perturb-seq, K562 CRISPRa single and double perturbations: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Norman et al. 2019 Perturb-seq, K562 CRISPRa single and double perturbations (GEARS processing, Csendes et al. 2025)	0.988 pearson-correlation unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Norman (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-norman-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell C24, row 'Norman / EN_scGPT', column 'Pearson'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Norman et al. 2019 Perturb-seq, K562 CRISPRa single and double perturbations: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Norman et al. 2019 Perturb-seq, K562 CRISPRa single and double perturbations (GEARS processing, Csendes et al. 2025)	0.924 pearson-correlation unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Norman (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-norman-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell D24, row 'Norman / EN_scGPT', column 'Pearson DE'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Norman et al. 2019 Perturb-seq, K562 CRISPRa single and double perturbations: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Norman et al. 2019 Perturb-seq, K562 CRISPRa single and double perturbations (GEARS processing, Csendes et al. 2025)	0.614 pearson-delta unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Norman (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-norman-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell E24, row 'Norman / EN_scGPT', column 'Pearson Delta'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Norman et al. 2019 Perturb-seq, K562 CRISPRa single and double perturbations: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Norman et al. 2019 Perturb-seq, K562 CRISPRa single and double perturbations (GEARS processing, Csendes et al. 2025)	0.681 pearson-delta unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Norman (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-norman-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell F24, row 'Norman / EN_scGPT', column 'Pearson Delta DE'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Norman et al. 2019 Perturb-seq, K562 CRISPRa single and double perturbations: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Norman et al. 2019 Perturb-seq, K562 CRISPRa single and double perturbations (GEARS processing, Csendes et al. 2025)	0.72 pearson-delta unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Norman (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-norman-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell H24, row 'Norman / EN_scGPT', column 'Pearson Delta DE without KOd gene'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Norman et al. 2019 Perturb-seq, K562 CRISPRa single and double perturbations: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Norman et al. 2019 Perturb-seq, K562 CRISPRa single and double perturbations (GEARS processing, Csendes et al. 2025)	0.729 pearson-delta unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Norman (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-norman-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell G24, row 'Norman / EN_scGPT', column 'Pearson Delta DE (based on Wilcoxon)'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Replogle et al. 2022 genome-wide Perturb-seq subset, K562 CRISPRi: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Replogle et al. 2022 genome-wide Perturb-seq subset, K562 CRISPRi (GEARS processing, Csendes et al. 2025)	0.987 pearson-correlation unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Replogle_K562 (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-replogle-k562-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell C39, row 'Replogle_K562 / EN_scGPT', column 'Pearson'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Replogle et al. 2022 genome-wide Perturb-seq subset, K562 CRISPRi: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Replogle et al. 2022 genome-wide Perturb-seq subset, K562 CRISPRi (GEARS processing, Csendes et al. 2025)	0.955 pearson-correlation unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Replogle_K562 (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-replogle-k562-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell D39, row 'Replogle_K562 / EN_scGPT', column 'Pearson DE'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Replogle et al. 2022 genome-wide Perturb-seq subset, K562 CRISPRi: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Replogle et al. 2022 genome-wide Perturb-seq subset, K562 CRISPRi (GEARS processing, Csendes et al. 2025)	0.376 pearson-delta unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Replogle_K562 (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-replogle-k562-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell E39, row 'Replogle_K562 / EN_scGPT', column 'Pearson Delta'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Replogle et al. 2022 genome-wide Perturb-seq subset, K562 CRISPRi: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Replogle et al. 2022 genome-wide Perturb-seq subset, K562 CRISPRi (GEARS processing, Csendes et al. 2025)	0.472 pearson-delta unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Replogle_K562 (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-replogle-k562-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell F39, row 'Replogle_K562 / EN_scGPT', column 'Pearson Delta DE'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Replogle et al. 2022 genome-wide Perturb-seq subset, K562 CRISPRi: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Replogle et al. 2022 genome-wide Perturb-seq subset, K562 CRISPRi (GEARS processing, Csendes et al. 2025)	0.498 pearson-delta unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Replogle_K562 (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-replogle-k562-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell H39, row 'Replogle_K562 / EN_scGPT', column 'Pearson Delta DE without KOd gene'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Replogle et al. 2022 genome-wide Perturb-seq subset, K562 CRISPRi: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Replogle et al. 2022 genome-wide Perturb-seq subset, K562 CRISPRi (GEARS processing, Csendes et al. 2025)	0.489 pearson-delta unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Replogle_K562 (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-replogle-k562-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell G39, row 'Replogle_K562 / EN_scGPT', column 'Pearson Delta DE (based on Wilcoxon)'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Replogle et al. 2022 genome-wide Perturb-seq subset, RPE1 CRISPRi: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Replogle et al. 2022 genome-wide Perturb-seq subset, RPE1 CRISPRi (GEARS processing, Csendes et al. 2025)	0.976 pearson-correlation unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Replogle_RPE1 (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-replogle-rpe1-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell C54, row 'Replogle_RPE1 / EN_scGPT', column 'Pearson'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Replogle et al. 2022 genome-wide Perturb-seq subset, RPE1 CRISPRi: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Replogle et al. 2022 genome-wide Perturb-seq subset, RPE1 CRISPRi (GEARS processing, Csendes et al. 2025)	0.92 pearson-correlation unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Replogle_RPE1 (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-replogle-rpe1-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell D54, row 'Replogle_RPE1 / EN_scGPT', column 'Pearson DE'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Replogle et al. 2022 genome-wide Perturb-seq subset, RPE1 CRISPRi: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Replogle et al. 2022 genome-wide Perturb-seq subset, RPE1 CRISPRi (GEARS processing, Csendes et al. 2025)	0.629 pearson-delta unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Replogle_RPE1 (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-replogle-rpe1-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell E54, row 'Replogle_RPE1 / EN_scGPT', column 'Pearson Delta'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Replogle et al. 2022 genome-wide Perturb-seq subset, RPE1 CRISPRi: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Replogle et al. 2022 genome-wide Perturb-seq subset, RPE1 CRISPRi (GEARS processing, Csendes et al. 2025)	0.641 pearson-delta unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Replogle_RPE1 (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-replogle-rpe1-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell F54, row 'Replogle_RPE1 / EN_scGPT', column 'Pearson Delta DE'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Replogle et al. 2022 genome-wide Perturb-seq subset, RPE1 CRISPRi: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Replogle et al. 2022 genome-wide Perturb-seq subset, RPE1 CRISPRi (GEARS processing, Csendes et al. 2025)	0.641 pearson-delta unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Replogle_RPE1 (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-replogle-rpe1-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell H54, row 'Replogle_RPE1 / EN_scGPT', column 'Pearson Delta DE without KOd gene'
Configuration: EN_scGPT (Csendes et al. 2025)	Protocol: Replogle et al. 2022 genome-wide Perturb-seq subset, RPE1 CRISPRi: unseen-perturbation expression prediction (Csendes et al. 2025 Supplementary Table 2) Dataset: Replogle et al. 2022 genome-wide Perturb-seq subset, RPE1 CRISPRi (GEARS processing, Csendes et al. 2025)	0.717 pearson-delta unitless · higher Uncertainty: Not reported by the source Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source EN_scGPT on Replogle_RPE1 (Csendes et al. 2025) perturbation-response-20261009-protocol-csendes2025-replogle-rpe1-pex Aggregation: Not reported Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Supplementary Table 2, cell G54, row 'Replogle_RPE1 / EN_scGPT', column 'Pearson Delta DE (based on Wilcoxon)'

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Benchmarking foundation cell models for post-perturbation RNA-seq prediction · Original source · BMC Genomics 26:393, published 2025-04-23; PMC12016270 full-text XML
Csendes et al. 2025, Supplementary Material 4 (Supplementary Tables 1-3) · Original source · 12864_2025_11600_MOESM4_ESM.xlsx from the Europe PMC supplementary bundle (hash is of the workbook; the bundle zip is rebuilt per request)

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Technical metadata and extraction receipts

Stable ID: perturbation-response-20261009-config-csendes2025-en-scgpt

areas: cells-tissues
contexts: research
method types: conventional_pipeline
reported name: EN_scGPT
source locator: Supplementary Table 2 column 'model'; Methods 'Foundation models' and 'Baseline models'
foundation model eligible: false
parameters: Features: scGPT pretrained gene embeddings reduced to 256 principal components of the perturbed gene (summed for combinations); target: pseudo-bulk expression; l1_ratio tuned on the validation set
version: scikit-learn 1.5.2

Related records

configuration of: Elastic net regression on perturbed-gene features
system: EN_scGPT on Adamson (Csendes et al. 2025)
system: EN_scGPT on Norman (Csendes et al. 2025)
system: EN_scGPT on Replogle_K562 (Csendes et al. 2025)
system: EN_scGPT on Replogle_RPE1 (Csendes et al. 2025)

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