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

Release week 2025-08-27

118
structures analysed (14 full · 11.9%)
10.8%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.97
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 118 structures (0.8%) are confidently wrong; median TM-score is 0.97.

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 0.97 — 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
8VXJ_C P02647 Apolipoprotein A-I X-ray 2.70 2024-02-04 0.00 75.82 0.30 0.38 0.00 35.46 0.74 wrong
9JNI_A Q9P0J7 E3 ubiquitin-protein ligase KCMF1 X-ray 1.92 2024-09-23 59.10 93.70 0.53 0.84 6.88 13.36 0.69 ok
9UPZ_A Q9P0J7 E3 ubiquitin-protein ligase KCMF1 X-ray 1.71 2025-04-29 59.10 92.33 0.52 0.80 7.26 13.81 0.68 ok
9PGO_A P10636 Microtubule-associated protein tau EM 2.29 2025-07-08 0.00 67.99 0.27 0.45 0.00 25.13 0.67 ok
9JXQ_A Q9UBH6 Solute carrier family 53 member 1 EM 3.44 2024-10-11 0.00 89.12 0.64 0.82 12.07 24.57 0.59 ok
9C6G_5 P33992 DNA replication licensing factor MCM5 EM 4.26 2024-06-07 52.90 81.63 0.69 0.71 10.09 13.99 0.52 ok
9VG7_A P0DTC2 Spike glycoprotein EM 2.55 2025-06-13 26.60 70.76 0.53 0.69 7.16 25.69 0.52 ok
9JXG_A Q9UBH6 Solute carrier family 53 member 1 EM 3.75 2024-10-11 0.00 90.64 0.70 0.81 26.38 26.35 0.46 ok
9RBD_A P01160 Natriuretic peptides A EM 2.96 2025-05-22 0.00 59.91 0.18 0.54 4.17 12.56 0.46 ok
9C6G_2 P49736 DNA replication licensing factor MCM2 EM 4.26 2024-06-07 50.40 86.34 0.65 0.59 18.84 12.82 0.45 ok
9P0X_X P00742 Factor X light chain EM 3.70 2025-06-07 0.00 91.06 0.64 0.75 24.62 9.30 0.43 ok
9RBW_A P01160 Atrial natriuretic peptide EM 3.30 2025-05-27 0.00 59.55 0.22 0.58 7.69 12.86 0.41 ok
9P0X_V P08709 Factor VII light chain EM 3.70 2025-06-07 0.00 88.23 0.56 0.88 29.23 6.04 0.32 ok
9GGG_A A0A804HIH4 Engineered miniGq EM 3.25 2024-08-13 92.56 0.70 0.28 ok
9JXI_A Q9UBH6 Solute carrier family 53 member 1 EM 3.31 2024-10-11 83.94 0.70 0.25 ok
9JXF_A Q9UBH6 Solute carrier family 53 member 1 EM 4.31 2024-10-11 83.94 0.72 0.23 ok
9C6G_6 Q14566 DNA replication licensing factor MCM6 EM 4.26 2024-06-07 76.44 0.70 0.23 ok
9C6G_0 P33991 DNA replication licensing factor MCM4 EM 4.26 2024-06-07 73.56 0.70 0.22 ok
9S2B_A P10636 Microtubule-associated protein tau EM 2.90 2025-07-21 0.00 64.22 0.15 0.75 35.23 5.79 0.20 ok
9C6G_7 P33993 DNA replication licensing factor MCM7 EM 4.26 2024-06-07 80.44 0.78 0.18 ok
9BNC_A P39060 Collagen alpha-1(XVIII) chain X-ray 1.40 2024-05-02 50.62 0.74 0.13 ok
9K07_A P63092 Guanine nucleotide-binding protein G(i) su EM 2.83 2024-10-15 91.31 0.86 0.13 ok
9C9C_A Q8N423 Leukocyte immunoglobulin-like receptor sub X-ray 1.66 2024-06-13 75.88 0.83 0.13 ok
9GHK_Q P10636 Tau peptide ARG-THR-PRO-SER-LEU-PRO-THR-PR X-ray 1.42 2024-08-15 49.22 0.74 0.13 ok
9C6G_3 P25205 DNA replication licensing factor MCM3 EM 4.26 2024-06-07 74.12 0.83 0.13 ok
9AU0_A P63092 Guanine nucleotide-binding protein G(s) su EM 2.45 2024-02-27 91.31 0.87 0.12 ok
9BNB_A P39060 Collagen alpha-1(XVIII) chain X-ray 1.50 2024-05-02 50.62 0.79 0.11 ok
9GG5_R P21731 Thromboxane A2 receptor EM 3.26 2024-08-13 86.25 0.89 0.10 ok
9GGG_R P21731 Thromboxane A2 receptor EM 3.25 2024-08-13 86.25 0.89 0.10 ok
9BJC_A P24941 Cyclin-dependent kinase 2 X-ray 2.22 2024-04-25 88.44 0.90 0.09 ok
9P0X_K P10646 Tissue factor pathway inhibitor EM 3.70 2025-06-07 73.62 0.89 0.08 ok
9JXQ_C Q9ULH0 Kinase D-interacting substrate of 220 kDa EM 3.44 2024-10-11 61.66 0.87 0.08 ok
9GGG_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.25 2024-08-13 89.56 0.91 0.08 ok
9GHK_A P06241 Isoform 2 of Tyrosine-protein kinase Fyn X-ray 1.42 2024-08-15 80.81 0.92 0.07 ok
9L41_R Q9P2E7 Protocadherin-10 EM 2.99 2024-12-19 73.19 0.91 0.07 ok
9C9D_A Q95460 Major histocompatibility complex class I-r X-ray 2.90 2024-06-13 87.50 0.93 0.06 ok
9GG5_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.26 2024-08-13 89.56 0.93 0.06 ok
9B2B_A P03372 Estrogen receptor X-ray 2.08 2024-03-14 66.44 0.91 0.06 ok
9JXE_A Q9UBH6 Solute carrier family 53 member 1 EM 3.85 2024-10-11 83.94 0.93 0.05 ok
9AU0_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.45 2024-02-27 89.56 0.94 0.05 ok
9JXJ_B Q9UBH6 Solute carrier family 53 member 1 EM 3.22 2024-10-11 83.94 0.94 0.05 ok
9C9D_F Q8N423 Leukocyte immunoglobulin-like receptor sub X-ray 2.90 2024-06-13 75.88 0.93 0.05 ok
9JXN_A Q9UBH6 Solute carrier family 53 member 1 EM 3.12 2024-10-11 83.94 0.94 0.05 ok
9JXL_B Q9UBH6 Solute carrier family 53 member 1 EM 3.23 2024-10-11 83.94 0.94 0.05 ok
9JXD_A Q9UBH6 Solute carrier family 53 member 1 EM 3.29 2024-10-11 83.94 0.94 0.05 ok
9B25_A P03372 Estrogen receptor X-ray 1.45 2024-03-14 66.44 0.93 0.05 ok
9JXK_B Q9UBH6 Solute carrier family 53 member 1 EM 3.38 2024-10-11 83.94 0.95 0.04 ok
9JXH_A Q9UBH6 Solute carrier family 53 member 1 EM 3.15 2024-10-11 83.94 0.95 0.04 ok
9HGM_A O14717 tRNA (cytosine(38)-C(5))-methyltransferase X-ray 2.60 2024-11-20 87.06 0.95 0.04 ok
9OQ0_A Q8TE23 Taste receptor type 1 member 2 EM 3.67 2025-05-20 86.00 0.95 0.04 ok
9AU0_R Q13258 Prostaglandin D2 receptor EM 2.45 2024-02-27 79.38 0.95 0.04 ok
9JXM_B Q9UBH6 Solute carrier family 53 member 1 EM 3.48 2024-10-11 83.94 0.96 0.04 ok
8ULZ_B Q9UKL0 REST corepressor 1 X-ray 3.32 2023-10-17 68.50 0.95 0.04 ok
9JXO_A Q9UBH6 Solute carrier family 53 member 1 EM 3.48 2024-10-11 83.94 0.96 0.04 ok
9C38_A Q9BZ71 Membrane-associated phosphatidylinositol t X-ray 1.95 2024-05-31 66.19 0.95 0.03 ok
9QFY_A Q9UNE7 E3 ubiquitin-protein ligase CHIP X-ray 1.06 2025-03-12 89.31 0.97 0.03 ok
9GG8_A P31947 14-3-3 protein sigma X-ray 1.10 2024-08-13 92.88 0.97 0.03 ok
9P0X_S P08709 Coagulation factor VII Heavy Chain EM 3.70 2025-06-07 82.12 0.97 0.03 ok
9GG7_A P31947 14-3-3 protein sigma X-ray 1.24 2024-08-13 92.88 0.97 0.03 ok
9OPZ_A Q8TE23 Taste receptor type 1 member 2 EM 3.16 2025-05-20 86.00 0.97 0.03 ok
9GGA_A P31947 14-3-3 protein sigma X-ray 2.24 2024-08-13 92.88 0.97 0.03 ok
9QF1_A Q9UNE7 E3 ubiquitin-protein ligase CHIP X-ray 1.51 2025-03-11 89.31 0.97 0.03 ok
9QEU_A Q9UNE7 E3 ubiquitin-protein ligase CHIP X-ray 1.35 2025-03-11 89.31 0.97 0.02 ok
9QFS_A Q9UNE7 E3 ubiquitin-protein ligase CHIP X-ray 1.33 2025-03-12 89.31 0.98 0.02 ok
9JXP_A Q9UBH6 Solute carrier family 53 member 1 EM 3.53 2024-10-11 83.94 0.98 0.02 ok
9EK5_A P19474 E3 ubiquitin-protein ligase TRIM21 X-ray 2.10 2024-11-30 90.69 0.98 0.02 ok
9PYF_F P00749 Urokinase-type plasminogen activator X-ray 2.90 2025-08-07 82.12 0.98 0.02 ok
9H97_A P68400 Casein kinase II subunit alpha X-ray 1.70 2024-10-30 88.94 0.98 0.02 ok
9C9D_B P61769 Beta-2-microglobulin X-ray 2.90 2024-06-13 94.06 0.98 0.02 ok
9KG9_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.55 2024-11-08 91.62 0.98 0.02 ok
8VYH_A P09874 Poly [ADP-ribose] polymerase 1, processed X-ray 2.05 2024-02-08 82.38 0.98 0.01 ok
9JZS_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.91 2024-10-14 91.62 0.99 0.01 ok
9JZV_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.90 2024-10-14 91.62 0.99 0.01 ok
9H2U_A Q96MU7 YTH domain-containing protein 1 X-ray 1.21 2024-10-15 60.34 0.98 0.01 ok
9KEQ_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.53 2024-11-05 91.62 0.99 0.01 ok
9KXN_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.67 2024-12-06 91.62 0.99 0.01 ok
9JYP_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.60 2024-10-12 91.62 0.99 0.01 ok
9H2T_A Q96MU7 YTH domain-containing protein 1 X-ray 1.31 2024-10-15 60.34 0.99 0.01 ok
9KXI_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.77 2024-12-06 91.62 0.99 0.01 ok
9KXH_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.68 2024-12-06 91.62 0.99 0.01 ok
9KEC_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.68 2024-11-04 91.62 0.99 0.01 ok
9H2Y_A Q96MU7 YTH domain-containing protein 1 X-ray 1.24 2024-10-15 60.34 0.99 0.01 ok
9H2W_A Q96MU7 YTH domain-containing protein 1 X-ray 1.28 2024-10-15 60.34 0.99 0.01 ok
9JYO_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.60 2024-10-12 91.62 0.99 0.01 ok
9GI4_A Q9Y5Q8 General transcription factor 3C polypeptid X-ray 2.63 2024-08-16 77.44 0.99 0.01 ok
9GG5_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.26 2024-08-13 97.06 0.99 0.01 ok
9H9D_A P68400 Casein kinase II subunit alpha X-ray 2.09 2024-10-30 88.94 0.99 0.01 ok
9KXQ_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.69 2024-12-07 91.62 0.99 0.01 ok
9JZU_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.68 2024-10-14 91.62 0.99 0.01 ok
9H96_A P19784 Casein kinase II subunit alpha' X-ray 1.04 2024-10-30 94.12 0.99 0.01 ok
9KE9_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 2.25 2024-11-04 91.62 0.99 0.01 ok
9KEY_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 2.49 2024-11-05 91.62 0.99 0.01 ok
9KEZ_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.95 2024-11-05 91.62 0.99 0.01 ok
9KEW_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.60 2024-11-05 91.62 0.99 0.01 ok
9KE7_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.68 2024-11-04 91.62 0.99 0.01 ok
9JZ6_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.65 2024-10-14 91.62 0.99 0.01 ok
9GGG_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.25 2024-08-13 97.06 0.99 0.01 ok
9KF0_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.82 2024-11-05 91.62 0.99 0.01 ok
9KXJ_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.57 2024-12-06 91.62 0.99 0.01 ok
9KES_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.62 2024-11-05 91.62 0.99 0.01 ok
9JYV_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.80 2024-10-12 91.62 0.99 0.01 ok
8TT8_A P14174 Macrophage migration inhibitory factor Multiple methods 1.75 2023-08-13 98.56 0.99 0.01 ok
9KFH_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.59 2024-11-06 91.62 0.99 0.01 ok
9JZ2_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.55 2024-10-13 91.62 0.99 0.01 ok
9JZ4_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.82 2024-10-13 91.62 0.99 0.01 ok
9KEL_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.96 2024-11-05 91.62 0.99 0.01 ok
9JZ3_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.98 2024-10-13 91.62 0.99 0.01 ok
9KXL_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.70 2024-12-06 91.62 0.99 0.01 ok
9JYR_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.65 2024-10-12 91.62 0.99 0.01 ok
9JZG_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.76 2024-10-14 91.62 0.99 0.01 ok
9JYT_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.85 2024-10-12 91.62 0.99 0.01 ok
9KFC_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.56 2024-11-05 91.62 0.99 0.01 ok
9KXM_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.64 2024-12-06 91.62 0.99 0.00 ok
9KEB_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.65 2024-11-04 91.62 0.99 0.00 ok
9BJC_B P24864 G1/S-specific cyclin-E1 X-ray 2.22 2024-04-25 79.50 0.99 0.00 ok
9AU0_B A0A8D2K0M5 Guanine nucleotide-binding protein G(I)/G( EM 2.45 2024-02-27 96.00 1.00 0.00 ok
8ULZ_A O60341 Lysine-specific histone demethylase 1A X-ray 3.32 2023-10-17 84.19 1.00 0.00 ok
9NR0_A P04179 Superoxide dismutase [Mn], mitochondrial X-ray 1.55 2025-03-13 93.19 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.