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

Release week 2026-03-11

121
structures analysed (47 full · 38.8%)
119.1%
confidently wrong
21.7%
novel sequences
00.0%
novel & wrong
0.953
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: 11 of 121 structures (9.1%) are confidently wrong; median TM-score is 0.953.

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 0.953 — 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
9RB3_A P37840 Alpha-synuclein EM 3.40 2025-05-21 0.80 85.13 0.24 0.27 0.67 34.44 0.82 wrong
9M5L_A P37840 Alpha-synuclein EM 3.27 2025-03-06 0.00 85.00 0.20 0.31 1.72 27.29 0.81 wrong
9RB6_A P37840 Alpha-synuclein EM 3.02 2025-05-21 0.80 84.13 0.26 0.31 0.00 22.48 0.81 wrong
9M5K_A P37840 Alpha-synuclein EM 3.10 2025-03-06 0.00 85.00 0.20 0.30 1.72 27.28 0.81 wrong
9RBB_A P37840 Alpha-synuclein EM 3.15 2025-05-21 0.00 87.33 0.24 0.29 2.13 19.16 0.77 wrong
9RB7_A P37840 Alpha-synuclein EM 3.45 2025-05-21 0.00 84.19 0.22 0.28 0.94 19.90 0.76 wrong
9RBA_A P37840 Alpha-synuclein EM 3.54 2025-05-21 0.00 90.39 0.21 0.29 6.25 19.70 0.73 wrong
9RB9_A P37840 Alpha-synuclein EM 3.04 2025-05-21 0.00 90.39 0.21 0.29 6.25 19.70 0.73 wrong
9RB8_A P37840 Alpha-synuclein EM 3.64 2025-05-21 0.00 90.39 0.21 0.29 7.39 19.64 0.73 wrong
9M77_K Q96T88 E3 ubiquitin-protein ligase UHRF1 EM 3.70 2025-03-09 0.00 87.84 0.51 0.87 4.40 19.19 0.72 ok
9M76_K Q96T88 E3 ubiquitin-protein ligase UHRF1 EM 4.10 2025-03-09 0.00 87.69 0.42 0.83 5.38 21.08 0.71 wrong
9QBV_A Q14191 Bifunctional 3'-5' exonuclease/ATP-depende X-ray 2.15 2025-03-03 61.40 86.38 0.58 0.86 5.86 16.62 0.67 ok
9QBU_A Q14191 Bifunctional 3'-5' exonuclease/ATP-depende X-ray 2.10 2025-03-03 61.40 85.44 0.59 0.84 6.22 17.00 0.66 ok
10IJ_A P10636 Microtubule-associated protein tau EM 3.10 2026-01-21 0.00 66.42 0.20 0.43 1.64 24.23 0.62 ok
10IK_A P10636 Microtubule-associated protein tau EM 3.20 2026-01-21 0.00 66.42 0.23 0.45 0.47 22.51 0.62 ok
9VUB_E P0DP23 Calmodulin-1 EM 3.35 2025-07-12 0.00 86.57 0.50 0.81 19.41 8.33 0.42 wrong
21CB_A Q9UPY3 Endoribonuclease Dicer EM 3.00 2025-12-07 0.00 81.38 0.75 0.71 17.32 8.55 0.42 ok
9ZT7_C P0DTC2 Spike protein S2 EM 3.11 2025-12-23 13.00 59.26 0.46 0.49 14.10 20.53 0.38 ok
9RAF_G A0A8J5JXC8 RNA Pol II CTD 6 repeats (site 1A/2A) EM 2.15 2025-05-20 100.00 novel 53.94 0.22 0.62 11.36 10.13 0.34 ok
9RAG_G A0A8J5JXC8 RNA Pol II CTD 6 repeats (site 1A/2A) EM 1.99 2025-05-20 100.00 novel 53.94 0.20 0.62 11.36 10.07 0.34 ok
28MS_A P02787 Serotransferrin X-ray 2.37 2026-02-08 0.00 94.96 0.82 0.92 33.62 6.26 0.33 ok
28MR_A P02787 Serotransferrin X-ray 2.26 2026-02-08 0.00 94.96 0.82 0.92 33.92 6.22 0.33 ok
9E9V_o Q13951 Core-binding factor subunit beta EM 4.00 2024-11-08 0.00 89.74 0.62 0.62 36.52 5.94 0.29 ok
9E93_o Q13951 Core-binding factor subunit beta EM 3.58 2024-11-07 0.00 90.64 0.68 0.65 38.87 5.83 0.28 ok
9QAL_A Q6ZSG1 E3 ubiquitin-protein ligase ARK2C NMR 2025-02-28 0.00 81.78 0.60 0.56 33.82 7.07 0.27 ok
21CQ_D Q9UPY3 Endoribonuclease Dicer EM 3.29 2025-12-08 0.70 84.88 0.83 0.64 39.79 5.44 0.25 ok
21CN_D Q9UPY3 Endoribonuclease Dicer EM 3.21 2025-12-08 0.00 84.89 0.85 0.63 42.58 5.04 0.23 ok
9E9V_m Q15370 Elongin-B EM 4.00 2024-11-08 92.50 0.83 0.15 ok
9VU9_E P0DP23 Calmodulin-1 EM 3.34 2025-07-12 0.00 88.17 0.58 0.64 54.78 2.81 0.15 ok
21HJ_B Q6NXT2 Histone H3.3C NMR 2025-12-12 57.00 0.17 0.54 40.00 4.23 0.15 ok
9VUC_E P0DP23 Calmodulin-1 EM 2.96 2025-07-12 0.00 88.17 0.60 0.66 56.99 2.73 0.15 ok
21HJ_A Q9H8M2 Bromodomain-containing protein 9 NMR 2025-12-12 0.00 90.32 0.83 0.81 57.26 4.42 0.15 ok
9VUA_E P0DP23 Calmodulin-1 EM 3.23 2025-07-12 0.00 88.17 0.61 0.64 56.25 2.73 0.15 ok
9M40_A P63092 Guanine nucleotide-binding protein G(s) su EM 2.72 2025-03-03 91.31 0.87 0.11 ok
9V42_D Q9UPY3 Endoribonuclease Dicer EM 3.37 2025-05-22 67.56 0.83 0.11 ok
9QAW_K P30533 Alpha-2-macroglobulin receptor-associated EM 3.34 2025-02-28 75.19 0.85 0.11 ok
21GE_B Q6NXT2 Histone H3.3C NMR 2025-12-11 57.00 0.20 0.64 51.67 3.31 0.11 ok
9UX1_A P56373 P2X purinoceptor 3 EM 2.98 2025-05-13 88.44 0.87 0.11 ok
9V43_B Q9UPY3 Endoribonuclease Dicer EM 3.34 2025-05-22 67.56 0.84 0.11 ok
21GE_A Q9H8M2 Bromodomain-containing protein 9 NMR 2025-12-11 0.00 90.32 0.89 0.83 70.73 3.75 0.11 ok
21TQ_B Q07699 Sodium channel regulatory subunit beta-1 EM 2.70 2025-12-24 47.70 93.02 0.89 0.96 72.98 1.91 0.10 ok
9UX1_C Q9UBL9 P2X purinoceptor 2 EM 2.98 2025-05-13 79.88 0.88 0.09 ok
9YXD_A P01215 Glycoprotein hormones alpha chain X-ray 2.29 2025-10-27 91.81 0.91 0.08 ok
9UX4_A P56373 P2X purinoceptor 3 EM 2.57 2025-05-13 88.44 0.91 0.08 ok
9CLT_F P02787 Transferrin EM 3.60 2024-07-12 93.12 0.91 0.08 ok
9CDQ_F P02787 Serotransferrin EM 3.76 2024-06-25 93.12 0.91 0.08 ok
9E9V_n Q15369 Elongin-C EM 4.00 2024-11-08 89.81 0.93 0.06 ok
22MJ_A Q9BT40 Inositol polyphosphate 5-phosphatase K X-ray 1.90 2026-01-16 63.50 94.46 0.96 0.90 89.25 1.83 0.06 ok
21TQ_A Q15858 Sodium channel protein type 9 subunit alph EM 2.70 2025-12-24 45.20 83.74 0.99 0.91 85.19 1.74 0.06 ok
9UX2_A P56373 P2X purinoceptor 3 EM 2.73 2025-05-13 88.44 0.94 0.05 ok
9PZY_A P01116 Isoform 2B of GTPase KRas X-ray 2.17 2025-08-11 91.50 0.95 0.05 ok
9VUB_A Q9H2S1 Small conductance calcium-activated potass EM 3.35 2025-07-12 76.50 0.94 0.05 ok
9NDU_A Q96SZ5 2-aminoethanethiol dioxygenase X-ray 1.98 2025-02-18 86.12 0.94 0.05 ok
9M3Q_R Q5QNP2 Trace amine-associated receptor 13c EM 2.74 2025-03-03 92.00 0.95 0.05 ok
9T0A_A P30305 M-phase inducer phosphatase 2 X-ray 2.04 2025-10-16 63.56 0.93 0.05 ok
9M3S_R Q5QNP9 Trace amine-associated receptor 13a EM 2.83 2025-03-03 92.38 0.95 0.05 ok
9PIZ_A P01116 Isoform 2B of GTPase KRas X-ray 1.94 2025-07-11 91.50 0.95 0.05 ok
9UX3_A P56373 P2X purinoceptor 3 EM 2.64 2025-05-13 88.44 0.95 0.05 ok
9UWY_A Q9UBL9 P2X purinoceptor 2 EM 2.48 2025-05-13 79.88 0.94 0.04 ok
9PZF_A P01116 Isoform 2B of GTPase KRas X-ray 1.84 2025-08-11 91.50 0.95 0.04 ok
22TG_A Q9H7Z6 Histone acetyltransferase KAT8 X-ray 2.40 2026-01-22 1.40 94.81 0.98 0.94 95.31 1.08 0.04 ok
9M3Q_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.74 2025-03-03 89.56 0.96 0.04 ok
9UWX_A Q9UBL9 P2X purinoceptor 2 EM 2.41 2025-05-13 79.88 0.95 0.04 ok
9M3S_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.83 2025-03-03 89.56 0.96 0.04 ok
9LZ1_R Q03431 Parathyroid hormone/parathyroid hormone-re EM 3.20 2025-02-21 70.94 0.95 0.04 ok
9UX2_B Q9UBL9 P2X purinoceptor 2 EM 2.73 2025-05-13 79.88 0.95 0.04 ok
21TQ_C O60939 Sodium channel regulatory subunit beta-2 EM 2.70 2025-12-24 0.90 96.19 0.98 0.93 98.74 0.60 0.03 ok
9M40_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.72 2025-03-03 89.56 0.96 0.03 ok
21NL_A P40261 Nicotinamide N-methyltransferase X-ray 2.01 2025-12-20 1.80 97.10 0.99 0.95 97.18 0.71 0.03 ok
9UWW_A Q9UBL9 P2X purinoceptor 2 EM 2.19 2025-05-13 79.88 0.96 0.03 ok
9UX3_B Q9UBL9 P2X purinoceptor 2 EM 2.64 2025-05-13 79.88 0.96 0.03 ok
10KZ_A P03952 Plasma kallikrein X-ray 1.78 2026-01-26 0.40 88.30 0.98 0.94 95.82 1.40 0.03 ok
9YXD_B P01225 Follitropin subunit beta X-ray 2.29 2025-10-27 89.81 0.96 0.03 ok
9VUC_A Q9H2S1 Small conductance calcium-activated potass EM 2.96 2025-07-12 76.50 0.96 0.03 ok
9VUA_A Q9H2S1 Small conductance calcium-activated potass EM 3.23 2025-07-12 76.50 0.96 0.03 ok
9T0H_B P62166 Neuronal calcium sensor 1 X-ray 1.91 2025-10-17 87.81 0.96 0.03 ok
9SYN_A Q15561 Transcriptional enhancer factor TEF-3 X-ray 1.30 2025-10-13 75.19 0.96 0.03 ok
9VU9_A Q9H2S1 Small conductance calcium-activated potass EM 3.34 2025-07-12 76.50 0.96 0.03 ok
21JX_A P40261 Nicotinamide N-methyltransferase X-ray 2.34 2025-12-15 1.80 96.98 0.99 0.96 98.25 0.64 0.03 ok
10QS_A P03952 Plasma kallikrein X-ray 1.73 2026-02-02 1.60 88.30 0.98 0.94 96.55 1.30 0.03 ok
21NJ_A P40261 Nicotinamide N-methyltransferase X-ray 2.26 2025-12-20 1.80 97.57 0.99 0.97 99.21 0.53 0.03 ok
9YDY_A Q9Y6A5 Transforming acidic coiled-coil-containing X-ray 2.30 2025-09-23 56.47 0.95 0.03 ok
21LN_A P40261 Nicotinamide N-methyltransferase X-ray 2.01 2025-12-17 1.80 97.34 0.99 0.96 98.23 0.59 0.03 ok
10MW_A P03952 Plasma kallikrein X-ray 1.62 2026-01-28 1.60 88.84 0.98 0.95 96.89 1.31 0.03 ok
10LR_A P03952 Plasma kallikrein X-ray 1.58 2026-01-27 1.60 88.76 0.98 0.95 97.13 1.28 0.03 ok
9LHP_A G8JL98 G/T mismatch-specific thymine DNA glycosyl X-ray 2.14 2025-01-13 68.06 0.96 0.03 ok
9TOY_A Q15306 Interferon regulatory factor 4 X-ray 2.10 2025-12-17 71.56 0.96 0.03 ok
9LHP_B P63165 Small ubiquitin-related modifier 1 X-ray 2.14 2025-01-13 78.31 0.97 0.02 ok
9T09_A P30305 M-phase inducer phosphatase 2 X-ray 1.34 2025-10-16 63.56 0.97 0.02 ok
9JBT_A Q8N370 Large neutral amino acids transporter smal EM 3.20 2024-08-27 78.88 0.98 0.02 ok
9JF6_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 2.96 2024-09-04 91.62 0.98 0.02 ok
9WA7_A Q14938 Nuclear factor 1 X-type X-ray 2.31 2025-08-11 61.62 0.98 0.02 ok
9SYI_A Q15561 Transcriptional enhancer factor TEF-3 X-ray 2.10 2025-10-13 75.19 0.98 0.01 ok
9Q8D_A Q99685 Monoglyceride lipase X-ray 1.54 2025-02-24 93.88 0.99 0.01 ok
9U19_C P43699 Homeobox protein Nkx-2.1 X-ray 1.18 2026-01-29 56.31 0.98 0.01 ok
9T3R_A P04626 Receptor tyrosine-protein kinase erbB-2 EM 3.50 2025-10-29 74.00 0.98 0.01 ok
9T3S_A P04626 Receptor tyrosine-protein kinase erbB-2 EM 3.00 2025-10-29 74.00 0.98 0.01 ok
9GK0_A Q53HV7 Single-strand selective monofunctional ura X-ray 0.95 2024-08-23 92.44 0.99 0.01 ok
9JFH_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 2.56 2024-09-04 91.62 0.99 0.01 ok
9GM2_A Q53HV7 Single-strand selective monofunctional ura X-ray 2.10 2024-08-28 92.44 0.99 0.01 ok
9JCW_A Q8NAN2 Mitoguardin 1 X-ray 2.60 2024-08-30 64.06 0.99 0.01 ok
9JBU_A Q8N370 Large neutral amino acids transporter smal EM 3.80 2024-08-27 78.88 0.99 0.01 ok
9W47_A Q6UW63 Protein O-glucosyltransferase 2 X-ray 1.79 2025-07-31 92.50 0.99 0.01 ok
9JBS_A Q8N370 Large neutral amino acids transporter smal EM 2.88 2024-08-27 78.88 0.99 0.01 ok
9NLR_A P15104 Glutamine synthetase X-ray 2.30 2025-03-03 97.50 0.99 0.01 ok
9M3Q_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.74 2025-03-03 97.06 0.99 0.01 ok
9LRP_A Q08499 3',5'-cyclic-AMP phosphodiesterase 4D X-ray 2.10 2025-02-01 67.44 0.99 0.01 ok
9S9L_A P04637 Cellular tumor antigen p53 X-ray 1.38 2025-08-06 75.06 0.99 0.01 ok
9S9O_A P04637 Cellular tumor antigen p53 X-ray 1.49 2025-08-06 75.06 0.99 0.01 ok
9S9N_A P04637 Cellular tumor antigen p53 X-ray 1.72 2025-08-06 75.06 0.99 0.01 ok
9S9M_A P04637 Cellular tumor antigen p53 X-ray 1.83 2025-08-06 75.06 0.99 0.01 ok
9S9P_A P04637 Cellular tumor antigen p53 X-ray 1.40 2025-08-06 75.06 0.99 0.00 ok
9M40_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.72 2025-03-03 97.06 1.00 0.00 ok
9M3S_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.83 2025-03-03 97.06 1.00 0.00 ok
9S9R_A P04637 Cellular tumor antigen p53 X-ray 1.70 2025-08-06 75.06 0.99 0.00 ok
9NM5_D P15104 Glutamine synthetase X-ray 1.85 2025-03-04 97.50 1.00 0.00 ok
9NM5_A P15104 Glutamine synthetase X-ray 1.85 2025-03-04 97.50 1.00 0.00 ok
9LRO_A Q08499 3',5'-cyclic-AMP phosphodiesterase 4D X-ray 2.20 2025-02-01 67.44 0.99 0.00 ok
9R1C_A Q14145 Kelch-like ECH-associated protein 1 X-ray 1.69 2025-04-26 90.06 1.00 0.00 ok
9R1I_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.53 2025-04-27 90.06 1.00 0.00 ok
9R1Z_A Q14145 Kelch-like ECH-associated protein 1 X-ray 1.50 2025-04-28 90.06 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.