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New PDB Depositions vs. Their Blind AlphaFold Predictions — A Running Test of “Is Folding Solved?”

Release week 2021-01-06

69
structures analysed (12 full · 17.4%)
00.0%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.942
median TM-score

Zoomed into the red "confidently wrong" box above (pLDDT ≥ 70, TM < 0.5) — the structures AlphaFold got confidently wrong.

How to read this

Every point is one experimental protein structure. The horizontal axis is AlphaFold's own confidence in its prediction (mean pLDDT, 0–100). The vertical axis is how well that blind prediction actually matches the experiment (TM-score, 0–1; above 0.5 means the same fold, above 0.9 near-identical). Marker size grows with the FRAUD score (confidence-weighted error).

Cutoff: the shaded red box is the "confidently wrong" zone — AlphaFold was confident (mean pLDDT above 70) yet the fold is wrong (TM-score below 0.5). A predictor that had truly solved folding would leave that box empty.

Take-home: 0 of 69 structures (0.0%) are confidently wrong; median TM-score is 0.942.

Read moreShow less — how each metric is calculated

TM-score: how similar the two 3D shapes are overall, 0–1 (a random pair scores ~0.17, an identical fold ~1). Length-normalised so large and small proteins compare fairly. TM = (1/L) Σᵢ 1/(1 + (dᵢ/d₀)²) — dᵢ is the gap between the i-th aligned Cα atoms after best-fit superposition, and d₀ = 1.24(L−15)^⅓ − 1.8 sets the distance scale for length L. Ref: Zhang & Skolnick, Proteins 2004 doi:10.1002/prot.20264; computed with TM-align, doi:10.1093/nar/gki524.

pLDDT: AlphaFold's own confidence in each residue, 0–100 (higher = surer). It is the model predicting its own accuracy before ever seeing the experiment. We plot the per-structure mean. pLDDT = (1/N) Σᵢ pLDDTᵢ, where pLDDTᵢ is the network's confidence output for residue i.

FRAUD score: the headline number — how wrong the prediction was, weighted by how confident AlphaFold was, so a big error it was sure about counts most. FRAUD = (1/N) Σᵢ (pLDDTᵢ/100) · min(Δᵢ,15)/15, where Δᵢ is residue i's Cα distance from the experiment (Å) after superposition, capped at 15 Å. Runs 0 (perfect) to 1.

Novelty: how little AlphaFold had to go on — 100 minus the highest sequence identity between this protein and any structure released before the 2018-04-30 training cutoff. High = genuinely unseen (100% = nothing similar was ever in the training set). novelty = 100 − maxₚ identity(s, p) over pre-cutoff PDB chains p, with identity = 100 × (matching aligned residues)/(alignment length), from an MMseqs2 search.

Homology: the point colour. High novelty (above 70%) flags the sequence as novel (amber) — AlphaFold had no close template; otherwise a pre-cutoff homolog existed (blue) it could have learned the fold from. novel ⇔ novelty > 70%.

What the metrics mean

TM-score (0–1): overall fold match — above 0.5 is the same fold, above 0.9 near-identical. Cα-RMSD (Å): average backbone distance after best-fit superposition — lower is better (under 2 Å is excellent). lDDT (0–1): local accuracy measured without superposition — above 0.8 is good. Each bar counts how many structures fall in that range.

Take-home: median TM-score 0.942 — most predictions match the experimental fold well, with a long tail that do not.

Read moreShow less — how each metric is calculated

TM-score: overall shape match, 0–1 (above 0.5 = same fold, above 0.9 near-identical), length-normalised. TM = (1/L) Σᵢ 1/(1 + (dᵢ/d₀)²) with dᵢ the aligned-Cα gap after superposition and d₀ = 1.24(L−15)^⅓ − 1.8. Ref: Zhang & Skolnick, Proteins 2004 doi:10.1002/prot.20264.

Cα-RMSD: the average straight-line distance between matching backbone Cα atoms once the two structures are best-fit superposed (Å; lower is better, under ~2 Å excellent). RMSD = √( (1/N) Σᵢ |Pᵢ − (R·Qᵢ + t)|² ), with Pᵢ/Qᵢ the experimental/model Cα coordinates and R,t the rotation and translation from Kabsch superposition.

lDDT: local accuracy with no superposition — the fraction of short-range inter-residue distances the model reproduces, so it is not fooled by a single wrongly-placed domain. lDDT = (1/N) Σᵢ ¼ Σ_t 1[ |d_exp − d_model| < t ] over thresholds t ∈ {0.5, 1, 2, 4} Å and all residue pairs within 15 Å.

Trend over time

The blue line is the mean TM-score of the structures by their deposit month; the red bars count how many were confidently wrong. Binning by deposit date (rather than by when we processed them) gives an even timeline, tracking whether AlphaFold's accuracy on newly-deposited structures is holding steady, improving, or slipping as the PDB keeps growing. Months with fewer than 5 structures are omitted so each point is a meaningful average. A dashed trend line is drawn only if the change over time is statistically significant.

Read moreShow less — how each metric is calculated

Mean TM-score: the month's average shape-match score. TM̄ = (1/M) Σ TM over the M structures deposited that month.

Trend line: a monotonic-trend test over the monthly means — Mann-Kendall (Kendall's τ) for significance, with a robust Theil-Sen slope for the line. Rank-based, so it tolerates the skewed TM distribution and noisy low-count months. Shown only when p < 0.05; otherwise a note reports that no significant trend was found.

Confidently wrong: the count that were both confident and wrong. count( mean pLDDT > 70 AND TM < 0.5 ).

Matched structures

PDBUniProtProteinMethodÅDeposited Novelty %pLDDTTMlDDTGDT_TSRMSDFRAUDFlag
7L0S_A P63096 Guanine nucleotide-binding protein G(i) su EM 4.50 2020-12-12 0.30 93.86 0.57 0.83 7.57 15.65 0.71 ok
7L0Q_A P63096 Guanine nucleotide-binding protein G(i) su EM 4.30 2020-12-12 0.30 93.86 0.57 0.82 7.49 15.46 0.71 ok
7CTG_B Q13416 Origin recognition complex subunit 2 EM 5.00 2020-08-18 0.00 84.34 0.66 0.83 14.07 10.60 0.50 ok
7CTE_B Q13416 Origin recognition complex subunit 2 EM 3.80 2020-08-18 0.00 84.34 0.66 0.83 14.24 10.41 0.49 ok
7CTF_B Q13416 Origin recognition complex subunit 2 EM 4.80 2020-08-18 0.00 84.34 0.67 0.83 22.52 13.29 0.45 ok
6L87_A P29374 AT-rich interactive domain-containing prot NMR 2019-11-05 1.90 83.21 0.62 0.66 27.51 10.43 0.34 ok
7K1J_B P12956 X-ray repair cross-complementing protein 6 EM 3.90 2020-09-07 84.44 0.75 0.21 ok
7K1K_B P12956 X-ray repair cross-complementing protein 6 EM 4.10 2020-09-07 84.44 0.75 0.21 ok
7KKQ_A O95271 Poly [ADP-ribose] polymerase X-ray 1.59 2020-10-27 75.12 0.72 0.21 ok
7KKN_A O95271 Poly [ADP-ribose] polymerase X-ray 1.48 2020-10-27 75.12 0.72 0.21 ok
7KKO_A O95271 Poly [ADP-ribose] polymerase X-ray 1.56 2020-10-27 75.12 0.72 0.21 ok
7K1N_B P12956 X-ray repair cross-complementing protein 6 EM 3.90 2020-09-08 84.44 0.75 0.21 ok
7K0Y_B P12956 X-ray repair cross-complementing protein 6 EM 3.70 2020-09-06 84.44 0.75 0.21 ok
7KKM_A O95271 Poly [ADP-ribose] polymerase X-ray 1.58 2020-10-27 75.12 0.73 0.21 ok
7KKP_A O95271 Poly [ADP-ribose] polymerase X-ray 1.40 2020-10-27 75.12 0.74 0.20 ok
7K0Y_C P13010 X-ray repair cross-complementing protein 5 EM 3.70 2020-09-06 83.12 0.77 0.19 ok
7K1N_C P13010 X-ray repair cross-complementing protein 5 EM 3.90 2020-09-08 83.12 0.77 0.19 ok
7L0Q_G P63211 Guanine nucleotide-binding protein G(T) su EM 4.30 2020-12-12 88.38 0.79 0.19 ok
7L0P_G P63211 Guanine nucleotide-binding protein G(T) su EM 4.10 2020-12-12 88.38 0.79 0.19 ok
6PU1_B P53992 Protein transport protein Sec24C X-ray 2.28 2019-07-16 41.27 0.43 0.36 25.00 7.24 0.18 ok
7L0R_A P63096 Guanine nucleotide-binding protein G(i) su EM 4.20 2020-12-12 93.75 0.82 0.17 ok
7L0P_A P63096 Guanine nucleotide-binding protein G(i) su EM 4.10 2020-12-12 93.75 0.82 0.17 ok
7L0S_G P63211 Guanine nucleotide-binding protein G(T) su EM 4.50 2020-12-12 88.38 0.81 0.17 ok
7L0R_G P63211 Guanine nucleotide-binding protein G(T) su EM 4.20 2020-12-12 88.38 0.81 0.17 ok
7KC4_D Q9H1J5 Protein Wnt-8a EM 3.19 2020-10-05 83.31 0.84 0.13 ok
6M1B_A P61769 Beta-2-microglobulin X-ray 1.88 2020-02-25 1.00 96.78 0.88 0.86 73.75 3.09 0.13 ok
7CFO_A P19793 Retinoic acid receptor RXR-alpha X-ray 2.15 2020-06-27 75.38 0.85 0.11 ok
7CTE_D O43929 Origin recognition complex subunit 4 EM 3.80 2020-08-18 85.88 0.89 0.10 ok
7CTG_D O43929 Origin recognition complex subunit 4 EM 5.00 2020-08-18 85.88 0.90 0.09 ok
7CTF_D O43929 Origin recognition complex subunit 4 EM 4.80 2020-08-18 85.88 0.90 0.08 ok
7KC4_B Q5T9L3 Protein wntless homolog EM 3.19 2020-10-05 82.56 0.90 0.08 ok
7K17_C P13010 X-ray repair cross-complementing protein 5 X-ray 4.30 2020-09-07 83.12 0.90 0.08 ok
6LOA_A P51449 Nuclear receptor ROR-gamma X-ray 2.50 2020-01-04 0.00 92.36 0.94 0.93 82.38 4.42 0.08 ok
6LOC_A P51449 Nuclear receptor ROR-gamma X-ray 2.20 2020-01-04 0.00 92.36 0.94 0.93 81.89 4.41 0.08 ok
6LO9_A P51449 Nuclear receptor ROR-gamma X-ray 1.86 2020-01-04 0.00 92.36 0.94 0.93 81.99 4.42 0.08 ok
6LOB_A P51449 Nuclear receptor ROR-gamma X-ray 2.40 2020-01-04 0.00 92.36 0.94 0.93 82.48 4.41 0.08 ok
7CTE_E O43913 Origin recognition complex subunit 5 EM 3.80 2020-08-18 82.19 0.94 0.05 ok
7CTG_E O43913 Origin recognition complex subunit 5 EM 5.00 2020-08-18 82.19 0.94 0.05 ok
6W1N_A P68106 Peptidyl-prolyl cis-trans isomerase FKBP1B EM 4.00 2020-03-04 94.88 0.95 0.05 ok
7CTF_E O43913 Origin recognition complex subunit 5 EM 4.80 2020-08-18 82.19 0.94 0.05 ok
7K1K_C P13010 X-ray repair cross-complementing protein 5 EM 4.10 2020-09-07 83.12 0.94 0.05 ok
7K1J_C P13010 X-ray repair cross-complementing protein 5 EM 3.90 2020-09-07 83.12 0.95 0.04 ok
7CE3_D O43837 Isocitrate dehydrogenase [NAD] subunit bet X-ray 3.47 2020-06-21 87.81 0.95 0.04 ok
7CTG_C Q9UBD5 Origin recognition complex subunit 3 EM 5.00 2020-08-18 80.19 0.96 0.03 ok
7CTE_C Q9UBD5 Origin recognition complex subunit 3 EM 3.80 2020-08-18 80.19 0.96 0.03 ok
7CTF_C Q9UBD5 Origin recognition complex subunit 3 EM 4.80 2020-08-18 80.19 0.96 0.03 ok
7CE3_A P50213 Isocitrate dehydrogenase [NAD] subunit alp X-ray 3.47 2020-06-21 90.69 0.98 0.02 ok
7C76_A O15455 Toll-like receptor 3 EM 3.40 2020-05-23 90.62 0.98 0.02 ok
7KK5_A P09874 Poly [ADP-ribose] polymerase 1 X-ray 1.70 2020-10-27 82.38 0.97 0.02 ok
7K6M_A P42336 Phosphatidylinositol 4,5-bisphosphate 3-ki X-ray 2.41 2020-09-21 92.38 0.98 0.02 ok
7KK4_A P09874 Poly [ADP-ribose] polymerase 1 X-ray 1.96 2020-10-27 82.38 0.98 0.02 ok
7KK3_A P09874 Poly [ADP-ribose] polymerase 1 X-ray 2.06 2020-10-27 82.38 0.98 0.01 ok
7KK2_A P09874 Poly [ADP-ribose] polymerase 1 X-ray 1.70 2020-10-27 82.38 0.98 0.01 ok
7CYN_A Q9NYK1 Toll-like receptor 7 EM 4.20 2020-09-03 87.56 0.98 0.01 ok
7KK6_A P09874 Poly [ADP-ribose] polymerase 1 X-ray 2.06 2020-10-27 82.38 0.98 0.01 ok
7L0S_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 4.50 2020-12-12 97.06 0.99 0.01 ok
7L0R_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 4.20 2020-12-12 97.06 0.99 0.01 ok
7L0Q_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 4.30 2020-12-12 97.06 0.99 0.01 ok
7L0P_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 4.10 2020-12-12 97.06 0.99 0.01 ok
7CE3_B P51553 Isocitrate dehydrogenase [NAD] subunit gam X-ray 3.47 2020-06-21 88.62 0.99 0.01 ok
7CYN_C Q9H1C4 Protein unc-93 homolog B1 EM 4.20 2020-09-03 79.56 0.98 0.01 ok
7C76_B Q9H1C4 Protein unc-93 homolog B1 EM 3.40 2020-05-23 79.56 0.99 0.01 ok
7K6N_A P42336 Phosphatidylinositol 4,5-bisphosphate 3-ki X-ray 2.77 2020-09-21 92.38 0.99 0.01 ok
7K6O_A P42336 Phosphatidylinositol 4,5-bisphosphate 3-ki X-ray 2.74 2020-09-21 92.38 0.99 0.01 ok
7CTG_A Q13415 Origin recognition complex subunit 1 EM 5.00 2020-08-18 67.38 0.99 0.01 ok
7CTF_A Q13415 Origin recognition complex subunit 1 EM 4.80 2020-08-18 67.38 0.99 0.01 ok
7K71_A P42336 Phosphatidylinositol 4,5-bisphosphate 3-ki X-ray 2.90 2020-09-21 92.38 0.99 0.01 ok
7JX9_A P04181 Ornithine aminotransferase, mitochondrial X-ray 1.96 2020-08-26 94.06 1.00 0.00 ok
6WK6_A Q9Y253 DNA polymerase eta X-ray 2.35 2020-04-15 76.88 1.00 0.00 ok

Click a column header to sort. FRAUD = confidence-weighted error; a structure is flagged confidently wrong when mean pLDDT > 70 yet TM-score < 0.5.