Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class whose experimental reference is electron microscopy (Table 1, column 'EM') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 27 Count (Accurate prediction (RMSD <= 3.0 Angstrom and LDDT >= 0.7); structures in the class whose experimental reference is electron microscopy)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class whose experimental reference is electron microscopy (Table 1)
lit-structure-20261011-afesmfold-protocol-1-em
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Accurate prediction', column 'EM' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class whose experimental reference is electron microscopy (Table 1, column 'EM') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 77 Count (Domain movement (RMSD > 3.0 Angstrom and LDDT >= 0.7 (correct folds, different domain arrangement)); structures in the class whose experimental reference is electron microscopy)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class whose experimental reference is electron microscopy (Table 1)
lit-structure-20261011-afesmfold-protocol-1-em
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Domain movement', column 'EM' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class whose experimental reference is electron microscopy (Table 1, column 'EM') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 140 Count (Incorrect prediction (RMSD > 3.0 Angstrom and LDDT < 0.7); structures in the class whose experimental reference is electron microscopy)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class whose experimental reference is electron microscopy (Table 1)
lit-structure-20261011-afesmfold-protocol-1-em
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Incorrect prediction', column 'EM' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class whose experimental reference is electron microscopy (Table 1, column 'EM') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 0 Count (Special cases (LDDT < 0.7 and RMSD < 3.0 Angstrom); structures in the class whose experimental reference is electron microscopy)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class whose experimental reference is electron microscopy (Table 1)
lit-structure-20261011-afesmfold-protocol-1-em
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Special cases', column 'EM' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class whose experimental reference is NMR (Table 1, column 'NMR') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 22 Count (Accurate prediction (RMSD <= 3.0 Angstrom and LDDT >= 0.7); structures in the class whose experimental reference is NMR)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class whose experimental reference is NMR (Table 1)
lit-structure-20261011-afesmfold-protocol-1-nmr
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Accurate prediction', column 'NMR' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class whose experimental reference is NMR (Table 1, column 'NMR') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 20 Count (Domain movement (RMSD > 3.0 Angstrom and LDDT >= 0.7 (correct folds, different domain arrangement)); structures in the class whose experimental reference is NMR)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class whose experimental reference is NMR (Table 1)
lit-structure-20261011-afesmfold-protocol-1-nmr
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Domain movement', column 'NMR' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class whose experimental reference is NMR (Table 1, column 'NMR') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 56 Count (Incorrect prediction (RMSD > 3.0 Angstrom and LDDT < 0.7); structures in the class whose experimental reference is NMR)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class whose experimental reference is NMR (Table 1)
lit-structure-20261011-afesmfold-protocol-1-nmr
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Incorrect prediction', column 'NMR' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class whose experimental reference is NMR (Table 1, column 'NMR') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 9 Count (Special cases (LDDT < 0.7 and RMSD < 3.0 Angstrom); structures in the class whose experimental reference is NMR)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class whose experimental reference is NMR (Table 1)
lit-structure-20261011-afesmfold-protocol-1-nmr
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Special cases', column 'NMR' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, all structures in the class (Table 1, column 'No.') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 832 Count (Accurate prediction (RMSD <= 3.0 Angstrom and LDDT >= 0.7); all structures in the class)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, all structures in the class (Table 1)
lit-structure-20261011-afesmfold-protocol-1-no
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Accurate prediction', column 'No.' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, all structures in the class (Table 1, column 'No.') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 430 Count (Domain movement (RMSD > 3.0 Angstrom and LDDT >= 0.7 (correct folds, different domain arrangement)); all structures in the class)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, all structures in the class (Table 1)
lit-structure-20261011-afesmfold-protocol-1-no
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Domain movement', column 'No.' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, all structures in the class (Table 1, column 'No.') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 391 Count (Incorrect prediction (RMSD > 3.0 Angstrom and LDDT < 0.7); all structures in the class)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, all structures in the class (Table 1)
lit-structure-20261011-afesmfold-protocol-1-no
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Incorrect prediction', column 'No.' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, all structures in the class (Table 1, column 'No.') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 13 Count (Special cases (LDDT < 0.7 and RMSD < 3.0 Angstrom); all structures in the class)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, all structures in the class (Table 1)
lit-structure-20261011-afesmfold-protocol-1-no
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Special cases', column 'No.' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class whose pLDDT is at least 70 (Table 1, column 'pLDDT ≥ 70') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 821 Count (Accurate prediction (RMSD <= 3.0 Angstrom and LDDT >= 0.7); structures in the class whose pLDDT is at least 70)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class whose pLDDT is at least 70 (Table 1)
lit-structure-20261011-afesmfold-protocol-1-plddt-ge-70
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Accurate prediction', column 'pLDDT ≥ 70' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class whose pLDDT is at least 70 (Table 1, column 'pLDDT ≥ 70') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 404 Count (Domain movement (RMSD > 3.0 Angstrom and LDDT >= 0.7 (correct folds, different domain arrangement)); structures in the class whose pLDDT is at least 70)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class whose pLDDT is at least 70 (Table 1)
lit-structure-20261011-afesmfold-protocol-1-plddt-ge-70
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Domain movement', column 'pLDDT ≥ 70' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class whose pLDDT is at least 70 (Table 1, column 'pLDDT ≥ 70') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 137 Count (Incorrect prediction (RMSD > 3.0 Angstrom and LDDT < 0.7); structures in the class whose pLDDT is at least 70)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class whose pLDDT is at least 70 (Table 1)
lit-structure-20261011-afesmfold-protocol-1-plddt-ge-70
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Incorrect prediction', column 'pLDDT ≥ 70' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class whose pLDDT is at least 70 (Table 1, column 'pLDDT ≥ 70') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 9 Count (Special cases (LDDT < 0.7 and RMSD < 3.0 Angstrom); structures in the class whose pLDDT is at least 70)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class whose pLDDT is at least 70 (Table 1)
lit-structure-20261011-afesmfold-protocol-1-plddt-ge-70
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Special cases', column 'pLDDT ≥ 70' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class with template quality 0 (no homologous pre-2022 structure) (Table 1, column 'TQ 0') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 290 Count (Accurate prediction (RMSD <= 3.0 Angstrom and LDDT >= 0.7); structures in the class with template quality 0 (no homologous pre-2022 structure))count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class with template quality 0 (no homologous pre-2022 structure) (Table 1)
lit-structure-20261011-afesmfold-protocol-1-tq-0
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Accurate prediction', column 'TQ 0' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class with template quality 0 (no homologous pre-2022 structure) (Table 1, column 'TQ 0') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 143 Count (Domain movement (RMSD > 3.0 Angstrom and LDDT >= 0.7 (correct folds, different domain arrangement)); structures in the class with template quality 0 (no homologous pre-2022 structure))count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class with template quality 0 (no homologous pre-2022 structure) (Table 1)
lit-structure-20261011-afesmfold-protocol-1-tq-0
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Domain movement', column 'TQ 0' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class with template quality 0 (no homologous pre-2022 structure) (Table 1, column 'TQ 0') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 212 Count (Incorrect prediction (RMSD > 3.0 Angstrom and LDDT < 0.7); structures in the class with template quality 0 (no homologous pre-2022 structure))count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class with template quality 0 (no homologous pre-2022 structure) (Table 1)
lit-structure-20261011-afesmfold-protocol-1-tq-0
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Incorrect prediction', column 'TQ 0' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class with template quality 0 (no homologous pre-2022 structure) (Table 1, column 'TQ 0') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 8 Count (Special cases (LDDT < 0.7 and RMSD < 3.0 Angstrom); structures in the class with template quality 0 (no homologous pre-2022 structure))count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class with template quality 0 (no homologous pre-2022 structure) (Table 1)
lit-structure-20261011-afesmfold-protocol-1-tq-0
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Special cases', column 'TQ 0' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class with template quality between 1 and 40 (Table 1, column 'TQ 1–40') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 514 Count (Accurate prediction (RMSD <= 3.0 Angstrom and LDDT >= 0.7); structures in the class with template quality between 1 and 40)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class with template quality between 1 and 40 (Table 1)
lit-structure-20261011-afesmfold-protocol-1-tq-1-40
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Accurate prediction', column 'TQ 1–40' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class with template quality between 1 and 40 (Table 1, column 'TQ 1–40') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 257 Count (Domain movement (RMSD > 3.0 Angstrom and LDDT >= 0.7 (correct folds, different domain arrangement)); structures in the class with template quality between 1 and 40)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class with template quality between 1 and 40 (Table 1)
lit-structure-20261011-afesmfold-protocol-1-tq-1-40
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Domain movement', column 'TQ 1–40' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class with template quality between 1 and 40 (Table 1, column 'TQ 1–40') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 160 Count (Incorrect prediction (RMSD > 3.0 Angstrom and LDDT < 0.7); structures in the class with template quality between 1 and 40)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class with template quality between 1 and 40 (Table 1)
lit-structure-20261011-afesmfold-protocol-1-tq-1-40
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Incorrect prediction', column 'TQ 1–40' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class with template quality between 1 and 40 (Table 1, column 'TQ 1–40') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 5 Count (Special cases (LDDT < 0.7 and RMSD < 3.0 Angstrom); structures in the class with template quality between 1 and 40)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class with template quality between 1 and 40 (Table 1)
lit-structure-20261011-afesmfold-protocol-1-tq-1-40
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Special cases', column 'TQ 1–40' Configuration: ESMFold (ESMFold installed locally from its GitHub repository) Protocol: Predictive-class counts for monomeric predictions, structures in the class with template quality above 40 (Table 1, column 'TQ > 40') Dataset: 1666 non-redundant monomeric PDB structures (2022-2024) 28 Count (Accurate prediction (RMSD <= 3.0 Angstrom and LDDT >= 0.7); structures in the class with template quality above 40)count · unknown
Uncertainty: Not reported by the source
Coverage: Not reported scored / Not reported eligible
Independent external evaluation · Source checked Evidence concern: excluded from comparisons The ESMFold rows give 244 EM and 107 NMR monomers, while the AlphaFold2 and AlphaFold3 rows over the same 1666 targets give 161 and 190, and the text gives 160 and 190. The Discussion says ESMFold mispredicted 139 of 190 NMR monomers, against 56 incorrect and 9 special cases in the table. The EM and NMR cells of the ESMFold incorrect row appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, ESMFold rows, columns 'EM' and 'NMR'; Results paragraph 17; Discussion
The text says all 11 AlphaFold2 and all 11 AlphaFold3 special cases are NMR structures; the table gives 1 XRD and 10 NMR for AlphaFold2, and 2 XRD, 1 EM and 8 NMR for AlphaFold3.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, 'Special cases' rows, columns 'XRD', 'EM', 'NMR'; Results paragraphs 24 and 27
The row prints EM 3 and NMR 37, so AlphaFold3 totals 184 EM and 49 NMR against 218 and 15 for the other tools over the same 994 targets (text: 219 and 15). The two cells appear transposed.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, AlphaFold3 'Acceptable quality' row, columns 'EM' and 'NMR'
Template quality is a property of the target, yet the column totals differ by tool (TQ 0: 557, 319 and 391). For AlphaFold3 the text gives 414, 326 and 5 accurate and 153, 88 and 8 incorrect dimers by TQ band, against 228, 512 and 4, and 91, 158 and 0, in the table.Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 2, columns 'TQ 0', 'TQ 1–40', 'TQ > 40'; Results paragraph 38
Several rows do not sum to the 'No.' column: Table 1 AlphaFold2 and AlphaFold3 accurate (method columns 1068 and 1075), ESMFold domain movement (429); Table 2 AlphaFold2 incorrect (method 230), AlphaFold3 medium (TQ 305), ESMFold acceptable (TQ 122) and incorrect (method and TQ 584).Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Tables 1 and 2, row totals
Methods, coverage and source ESMFold monomeric predictive-class counts, structures in the class with template quality above 40 (Table 1)
lit-structure-20261011-afesmfold-protocol-1-tq-gt-40
Aggregation: Not reported
Comparative evaluation of the prediction accuracy of AlphaFold and ESMFold for monomeric and dimeric proteins · Table 1, row 'ESMFold' / 'Accurate prediction', column 'TQ > 40'