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

Release week 2024-06-05

90
structures analysed (4 full · 4.4%)
11.1%
confidently wrong
11.1%
novel sequences
00.0%
novel & wrong
0.943
median TM-score

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

The worst offenders ranked, one row per protein (AlphaFold has one model per sequence, so repeat depositions are collapsed — “×N” marks how many structures of that protein exist; the worst is shown). Each row joins what AlphaFold claimed (blue, pLDDT/100) to what the experiment showed (red, TM-score) — the longer the bar, the bigger the miss. Hover a dot to preview its Cα-deviation ribbon; click to open the full entry.

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: 1 of 90 structures (1.1%) are confidently wrong; median TM-score is 0.943.

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 0.943 — 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
9EUU_A P37840 Alpha-synuclein EM 1.93 2024-03-28 0.00 84.74 0.24 0.30 0.00 22.53 0.81 wrong
8J4I_A Q99623 Prohibitin-2 NMR 2023-04-20 100.00 novel 86.84 0.67 0.68 33.82 9.89 0.32 ok
8SZK_C Q13951 Core-binding factor subunit beta EM 3.58 2023-05-30 0.60 89.92 0.64 0.65 34.59 6.16 0.30 ok
8ZJF_A P38570 Integrin alpha-E EM 2.70 2024-05-14 80.62 0.71 0.23 ok
8UHL_B P62805 Histone H4 X-ray 1.92 2023-10-09 68.04 0.21 0.63 35.42 5.09 0.21 ok
8IKH_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.30 2023-02-28 93.75 0.78 0.20 ok
8IKH_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.30 2023-02-28 89.56 0.78 0.19 ok
8IKG_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.40 2023-02-28 93.75 0.80 0.19 ok
9BD3_B Q9NS91 E3 ubiquitin-protein ligase RAD18 X-ray 2.58 2024-04-10 67.00 0.75 0.17 ok
8IKG_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.40 2023-02-28 89.56 0.81 0.17 ok
8YUV_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.00 2024-03-27 93.75 0.83 0.16 ok
8YUU_A P63096 Guanine nucleotide-binding protein G(i) su EM 2.70 2024-03-27 93.75 0.83 0.16 ok
8SZK_A Q15370 Elongin-B EM 3.58 2023-05-30 92.50 0.88 0.12 ok
8PO4_A P00533 Epidermal growth factor receptor X-ray 1.62 2023-07-03 75.94 0.86 0.10 ok
8T0S_B Q9UKV5 E3 ubiquitin-protein ligase AMFR X-ray 1.95 2023-06-01 72.75 0.86 0.10 ok
8ZJF_B P26010 Integrin beta-7 EM 2.70 2024-05-14 83.00 0.89 0.09 ok
8UDL_A P54098 DNA polymerase subunit gamma-1 EM 2.37 2023-09-28 78.94 0.89 0.09 ok
8YUT_R P25021 Histamine H2 receptor EM 2.70 2024-03-27 82.94 0.90 0.09 ok
8PO0_A P00533 Epidermal growth factor receptor X-ray 2.52 2023-07-03 75.94 0.89 0.09 ok
8P2P_A Q99592 Zinc finger and BTB domain-containing prot X-ray 4.15 2023-05-16 51.69 0.84 0.08 ok
8UDK_A P54098 DNA polymerase subunit gamma-1 X-ray 3.43 2023-09-28 78.94 0.90 0.08 ok
8JRR_A Q05086 Ubiquitin-protein ligase E3A EM 4.35 2023-06-17 80.75 0.90 0.08 ok
8SZK_B Q15369 Elongin-C EM 3.58 2023-05-30 89.81 0.91 0.08 ok
8PNZ_A P00533 Epidermal growth factor receptor X-ray 2.51 2023-07-03 75.94 0.91 0.07 ok
8PO3_A P00533 Epidermal growth factor receptor X-ray 2.13 2023-07-03 75.94 0.91 0.07 ok
8JJ1_A Q12879 Glutamate receptor ionotropic, NMDA 2A EM 3.77 2023-05-29 60.84 0.89 0.07 ok
8JRQ_A Q05086 Ubiquitin-protein ligase E3A EM 4.15 2023-06-17 80.75 0.92 0.07 ok
8JIZ_A Q12879 Glutamate receptor ionotropic, NMDA 2A EM 3.80 2023-05-29 60.84 0.89 0.07 ok
8JJ2_A Q12879 Glutamate receptor ionotropic, NMDA 2A EM 4.30 2023-05-29 60.84 0.90 0.06 ok
8IKG_R P21554 Cannabinoid receptor 1 EM 3.40 2023-02-28 71.69 0.92 0.06 ok
8T0S_A P60604 Ubiquitin-conjugating enzyme E2 G2 X-ray 1.95 2023-06-01 94.44 0.94 0.06 ok
8JJ0_A Q12879 Glutamate receptor ionotropic, NMDA 2A EM 4.50 2023-05-29 60.84 0.91 0.06 ok
8BOP_B Q9UKL0 REST corepressor 1 X-ray 2.74 2022-11-15 68.50 0.92 0.06 ok
8VE6_A P02766 Transthyretin EM 4.10 2023-12-18 88.00 0.94 0.06 ok
8JRP_A Q05086 Ubiquitin-protein ligase E3A EM 3.58 2023-06-17 80.75 0.93 0.05 ok
8YUU_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.70 2024-03-27 89.56 0.94 0.05 ok
8PO1_A P00533 Epidermal growth factor receptor X-ray 2.11 2023-07-03 75.94 0.93 0.05 ok
8JRO_A Q05086 Ubiquitin-protein ligase E3A EM 3.01 2023-06-17 80.75 0.94 0.05 ok
8SZK_D Q15172 Serine/threonine-protein phosphatase 2A 56 EM 3.58 2023-05-30 88.38 0.94 0.05 ok
8FPW_A P61586 Transforming protein RhoA X-ray 1.40 2023-01-05 93.56 0.95 0.05 ok
8BM8_A P29317 Ephrin type-A receptor 2 X-ray 1.68 2022-11-10 82.25 0.94 0.05 ok
8JRN_A Q05086 Ubiquitin-protein ligase E3A EM 2.60 2023-06-17 80.75 0.94 0.05 ok
8YUT_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.70 2024-03-27 89.56 0.95 0.05 ok
8PO2_A P00533 Epidermal growth factor receptor X-ray 2.28 2023-07-03 75.94 0.94 0.05 ok
8FPX_A P61586 Transforming protein RhoA X-ray 1.47 2023-01-05 93.56 0.95 0.05 ok
8UDL_B Q9UHN1 DNA polymerase subunit gamma-2, mitochondr EM 2.37 2023-09-28 80.94 0.94 0.04 ok
8IKH_R P21554 Cannabinoid receptor 1 EM 3.30 2023-02-28 71.69 0.94 0.04 ok
8BOX_B Q9UKL0 REST corepressor 1 X-ray 2.82 2022-11-15 68.50 0.94 0.04 ok
8YUV_R Q9Y5N1 Histamine H3 receptor EM 3.00 2024-03-27 75.56 0.94 0.04 ok
8YUU_R Q9Y5N1 Histamine H3 receptor EM 2.70 2024-03-27 75.56 0.94 0.04 ok
8VF6_A Q9BYT3 Serine/threonine-protein kinase 33 X-ray 2.70 2023-12-21 67.19 0.94 0.04 ok
8GBN_A Q9NXA8 NAD-dependent protein deacylase sirtuin-5, X-ray 2.70 2023-02-26 89.81 0.96 0.04 ok
8JJ1_B Q05586 Glutamate receptor ionotropic, NMDA 1 EM 3.77 2023-05-29 82.88 0.96 0.03 ok
8YUV_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2024-03-27 89.56 0.96 0.03 ok
8JJ0_B Q05586 Glutamate receptor ionotropic, NMDA 1 EM 4.50 2023-05-29 82.88 0.96 0.03 ok
8GBL_A Q9NXA8 NAD-dependent protein deacylase sirtuin-5, X-ray 2.24 2023-02-26 89.81 0.96 0.03 ok
8SSI_B P0CG48 Ubiquitin X-ray 2.50 2023-05-08 88.62 0.97 0.03 ok
8SDO_A Q6PL18 ATPase family AAA domain-containing protei X-ray 2.01 2023-04-07 61.53 0.95 0.03 ok
8JJ2_B Q05586 Glutamate receptor ionotropic, NMDA 1 EM 4.30 2023-05-29 82.88 0.96 0.03 ok
8SDQ_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.85 2023-04-07 61.53 0.95 0.03 ok
8VE5_A P02766 Transthyretin EM 3.40 2023-12-18 88.00 0.97 0.03 ok
8P5J_A O75385 Serine/threonine-protein kinase ULK1 X-ray 2.16 2023-05-24 59.41 0.95 0.03 ok
8P5H_A O75385 Serine/threonine-protein kinase ULK1 X-ray 1.94 2023-05-24 59.41 0.95 0.03 ok
8UDK_B Q9UHN1 DNA polymerase subunit gamma-2, mitochondr X-ray 3.43 2023-09-28 80.94 0.97 0.03 ok
9EZJ_A P48775 Tryptophan 2,3-dioxygenase X-ray 2.61 2024-04-12 90.06 0.97 0.02 ok
8JIZ_B Q05586 Glutamate receptor ionotropic, NMDA 1 EM 3.80 2023-05-29 82.88 0.97 0.02 ok
8VE3_A P02766 Transthyretin EM 3.30 2023-12-18 88.00 0.97 0.02 ok
8P5G_A O75385 Serine/threonine-protein kinase ULK1 X-ray 2.02 2023-05-24 59.41 0.96 0.02 ok
8VE4_A P02766 Transthyretin EM 3.30 2023-12-18 88.00 0.98 0.02 ok
8P5I_A O75385 Serine/threonine-protein kinase ULK1 X-ray 1.83 2023-05-24 59.41 0.97 0.02 ok
8UK5_A Q9ULI0 ATPase family AAA domain-containing protei X-ray 1.40 2023-10-12 59.97 0.97 0.02 ok
8SDX_A Q9ULI0 ATPase family AAA domain-containing protei X-ray 2.69 2023-04-07 59.97 0.97 0.02 ok
9BD3_A P43358 Melanoma antigen A 4 X-ray 2.58 2024-04-10 76.50 0.98 0.02 ok
8P5L_A O75385 Serine/threonine-protein kinase ULK1 X-ray 1.84 2023-05-24 59.41 0.97 0.02 ok
8VE2_A P02766 Transthyretin EM 3.30 2023-12-18 88.00 0.98 0.02 ok
8P5K_A O75385 Serine/threonine-protein kinase ULK1 X-ray 2.21 2023-05-24 59.41 0.97 0.02 ok
8UHL_A Q9ULI0 ATPase family AAA domain-containing protei X-ray 1.92 2023-10-09 59.97 0.98 0.01 ok
8IKH_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.30 2023-02-28 97.06 0.99 0.01 ok
8F7M_B P61769 Beta-2-microglobulin X-ray 1.88 2022-11-18 94.06 0.99 0.01 ok
8IKG_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.40 2023-02-28 97.06 0.99 0.01 ok
8R74_A P09382 Galectin-1 X-ray 1.54 2023-11-23 96.50 0.99 0.01 ok
8VE1_A P02766 Transthyretin EM 2.70 2023-12-18 88.00 0.99 0.01 ok
8YUV_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2024-03-27 97.06 0.99 0.01 ok
8PI3_A P25774 Cathepsin S X-ray 1.73 2023-06-21 94.31 0.99 0.01 ok
8YUU_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.70 2024-03-27 97.06 1.00 0.00 ok
8RND_A P25774 Cathepsin S X-ray 1.56 2024-01-09 94.31 1.00 0.00 ok
8YUT_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.70 2024-03-27 97.06 1.00 0.00 ok
8BOX_A O60341 Lysine-specific histone demethylase 1A X-ray 2.82 2022-11-15 84.19 1.00 0.00 ok
8BOP_A O60341 Lysine-specific histone demethylase 1A X-ray 2.74 2022-11-15 84.19 1.00 0.00 ok
8F7M_A U6BR87 heavy chain HLA-B*57:01 X-ray 1.88 2022-11-18 90.00 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.