<!doctype html><html lang="en"><meta charset="utf-8"><meta name="viewport" content="width=device-width,initial-scale=1"><title>EGFR potency pilot</title><style>body{max-width:980px;margin:40px auto;padding:0 24px;color:#222;font:16px/1.65 system-ui,sans-serif}h1{font-size:30px;line-height:1.2}h2{font-size:21px;margin-top:34px}.lead{font-size:20px;color:#145477}.caption{font-size:14px;color:#555}img{max-width:100%;height:auto}table{border-collapse:collapse;width:100%;font-size:14px}td,th{text-align:left;padding:9px;border-bottom:1px solid #ddd}code{background:#eee;padding:2px 4px;overflow-wrap:anywhere}a{color:#006c9a}@media print{body{margin:0;max-width:none;font-size:10pt}h2{break-after:avoid}img,table{break-inside:avoid}}</style><article><h1>EGFR potency prediction: an inspectable pilot</h1>
<p class="lead">Public measurements contain predictive signal, but this pilot supports broad potency screening more strongly than reliable ranking within an unfamiliar chemical series.</p>
<p>Study date: 29 September 2026. Human EGFR, ChEMBL CHEMBL203, UniProt P00533. Endpoint: biochemical IC50 expressed as pIC50 = −log10(IC50 in mol/L). Larger values mean greater measured potency.</p>
<h2>What was assembled</h2>
<p>The source query reported 26,600 IC50 records. The connector returns at most 1,000 records in activity-ID order and exposes no pagination. An exact 10,000 nM query alone returned 1,000 of 1,085 records, showing that value-range partitioning cannot by itself guarantee complete retrieval. The approved fallback was frozen as the first 1,000 records of the unfiltered EGFR IC50 query, with no potency threshold. This is an ordered convenience sample, not a random or representative sample of ChEMBL.</p>
<p>Curation retained <strong>408 measurements, 407 compound–assay pairs and 404 standardized compounds</strong> from 30 assays and 28 publications, dated 1989–2004. Included measurements have exact “=” values, positive convertible concentrations, ChEMBL standard flags, no validity or potential-duplicate flags, assay type B and single-protein format. Cellular assays, reported mutants, censored values and ambiguous inactive/not-tested records were excluded. Exclusion reasons overlap; the ledger records every reason for every row.</p>
<p>RDKit cleanup, fragment-parent selection and uncharging were followed by sanitization. Isomeric canonical structures and original identifiers were retained; tautomers were not deliberately collapsed. Non-stereochemical connectivity and shared ChEMBL parent identifiers were linked for splitting. Replicates were median-aggregated within compound–assay pairs, followed by equal-assay medians for compound targets. Calculated pIC50 matched available pChEMBL values within 0.0055 units.</p>
<p><strong>No retained measurement explicitly establishes wild-type EGFR.</strong> The cohort is mutation-unspecified biochemical EGFR. Absence of a variant annotation is not proof of wild type. Assay format and text improve comparability but do not establish identical protocols, constructs or ATP concentrations; only one retained assay description explicitly mentions ATP. The connector did not provide all original protocol details or an assay confidence score for this audit.</p>
<h2>How prediction was tested</h2>
<p>Morgan fingerprints (radius 2, 2,048 binary bits, no chirality) were used for ridge regression, alongside a training-median predictor, nearest-fingerprint-neighbour predictor and a fixed 100-tree random forest. Ridge penalties 0.1, 1, 10 and 100 were selected using three inner grouped folds within each outer training set. The forest used maximum depth 12, minimum leaf size 3 and half the features per split. No outer test labels were used for fitting or tuning. There was no post-hoc choice of a “winning” model for the main claim.</p>
<p>Each of six prespecified protocols used five outer folds and predicted each compound once. All records for a compound stayed together. Related identities were linked before splitting. Scaffold groups used Bemis–Murcko scaffolds; similarity groups were connected components of fingerprint Tanimoto ≥0.60. Assay and publication groups also linked sources sharing compounds. The combined test held out publications and removed training compounds with similarity ≥0.60 to any test compound; analogous purging was used during inner tuning. Group counts were 402, 110, 49, 27, 25 and 25, respectively. Checks found zero identity or required-group overlap in all 30 folds.</p>
<p>Scaffold separation still allowed cross-fold similarity up to 0.982. The similarity and combined protocols kept all training–test similarities below 0.60. Training-set sizes and test difficulty differ across protocols; changes in error cannot be attributed solely to assay effects or solely to chemical novelty.</p>
<table class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th>Holdout</th>
      <th>MAE (95% interval)</th>
      <th>RMSE</th>
      <th>R²</th>
      <th>ρ</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <td>Random compounds</td>
      <td>0.502 (0.456–0.552)</td>
      <td>0.673</td>
      <td>0.738</td>
      <td>0.846</td>
    </tr>
    <tr>
      <td>Scaffold groups</td>
      <td>0.641 (0.543–0.728)</td>
      <td>0.835</td>
      <td>0.596</td>
      <td>0.757</td>
    </tr>
    <tr>
      <td>Similarity groups</td>
      <td>0.824 (0.647–0.906)</td>
      <td>1.037</td>
      <td>0.377</td>
      <td>0.690</td>
    </tr>
    <tr>
      <td>Assay groups</td>
      <td>0.826 (0.646–0.962)</td>
      <td>1.027</td>
      <td>0.388</td>
      <td>0.620</td>
    </tr>
    <tr>
      <td>Publication groups</td>
      <td>0.792 (0.624–0.932)</td>
      <td>1.005</td>
      <td>0.415</td>
      <td>0.658</td>
    </tr>
    <tr>
      <td>Publication + distant chemistry</td>
      <td>0.788 (0.633–0.911)</td>
      <td>0.992</td>
      <td>0.430</td>
      <td>0.670</td>
    </tr>
  </tbody>
</table>
<p>All values above are held-out compound predictions; n = 404 per protocol. MAE and RMSE use pIC50 units. “ρ” is Spearman rank correlation. Intervals are 95% percentile intervals from 1,000 resamples of the relevant held-out groups, conditional on these fitted folds. They do not include data-selection bias, alternative fold assignments or uncertainty about future assays. The similarity grouping has a large component of 170 compounds, limiting independent evidence. No prospective or temporal validation was performed.</p>
<img alt="holdout performance" 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">
<p class="caption">Figure 1. Held-out mean absolute error for four fixed model families. Each point summarizes 404 compounds; bars are group-bootstrap 95% intervals. The six rows use the different grouping units described above, with different training sizes. “Publication + distant chemistry” also removes training analogues at Tanimoto ≥0.60.</p>
<h2>What survives the stricter tests</h2>
<p>Ridge MAE rose from <strong>0.502</strong> for random compound holdouts to <strong>0.788</strong> for held-out publications with close training analogues removed. In the latter test, its MAE improvement over the training-median predictor was 0.285 (95% group-bootstrap interval 0.066–0.520), and over nearest neighbour was 0.316 (0.102–0.609). The forest gave similar combined-holdout error (0.798), so the evidence does not establish ridge as uniquely preferable. For the assay-only split, the ridge improvement interval over the median baseline included zero (−0.003–0.507).</p>
<p>An MAE of 0.788 in log10 units corresponds to roughly 6.1-fold geometric mean absolute concentration error; this is not a per-compound uncertainty bound. Ridge's combined-holdout R² was 0.430 and overall rank correlation was 0.670. Error varied across its five combined-holdout folds, from 0.416 to 0.930.</p>
<img alt="heldout predictions" src="data:image/png;base64,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<p class="caption">Figure 2. The 404 combined-holdout ridge predictions, coloured by similarity to the closest retained training compound. The dashed line is perfect agreement. Potency extremes are compressed toward the training range.</p>
<h2>Assay differences constrain the interpretation</h2>
<p>Only three compounds bridge two retained assays. Their between-assay pIC50 ranges were 0.462, 1.693 and 2.712; one within-assay pair of records spanned 0.160. These sparse overlaps cannot identify reliable assay offsets or a general noise floor, so no assay correction was fitted.</p>
<p>Across the 14 assays with at least 10 retained compounds (352 compound–assay pairs), the median within-assay rank correlation under the combined holdout was just <strong>0.179</strong>, compared with 0.559 under random compound holdouts. The pooled Pearson correlation after centring observations and predictions within each assay was 0.207. This centring is a descriptive diagnostic using held-out observations, not a deployable correction or additional predictive score. Much of the attractive overall ranking can therefore coexist with weak ranking within an unfamiliar assay or chemical series. Assay effects and series composition remain confounded.</p>
<img alt="assay errors" 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WNTsGDB4G3nn3++Le0QlZhEmjNnTvBDxMsvv5wjQcN4xwQAucH+eP1EeulLt7/++stUrFjRdOzYMSNO9yeffGJLCZWZL8qAPPfcc81xxx1nswzXrl1rFixYYD7//HP7U8etLwS1XjQKCNarVy/q7cpCikWZjipt1DHp//jVV19tg57Kfhw5cqQNSPTo0cP+rgAFch9l+tWqVcu+bz3YKQio1/rSpUvHDQQms+z+oMezV69epkuXLjYrXz+VTYr9j6AhAMD+U9ab9JkzZ5pvvvnGZjTo2/hIu3btMrNmzQoGAVWKpKChype8TJkyxc7BJM2bNw+7TdmMsTIa94dMPCYAwMFNX+gNGDDAXleQLvQLuP3l448/Npdeeqn9H6/MJR2fsvtUuRBJAbxHH33UPPfcc2b58uUxt3vmmWfaoFB27N2711xzzTV2f3pfo/cnoQFIzQep8uQvvvjCBiVatmxpmjRpkq19Yf857bTT7AUHnquuusrccccdNqg/bNiwqJ8vkLP42hEAEBbUU3mRCwxGCg0o9uzZM0tgMJJuC/0gAAAAkg/QrVq1yl6/9tpr9/vp+/333811111n//crODd16lRzww03eAYMRUFFBemU6aQsp3R5++23zaJFi+x1VUxEZizqvcuIESOCpd0PPPBA2o4FQPJKlChhA/sSb8505BwyDQEAwaCeOpeJvp2PzAx0f5fTTz/d3p4/f/5gCfJJJ50UdXm9CYjs8hiti6gCk6+99pr5/vvvg8t27tzZ5MmTJ2z9+++/305CHY2OSxO5L1261H6w0QTol1xyiSlfvny2O5t6dXDNzn6SpTmjNJm7PjSuXr3a7qds2bLmlFNOMWeffXZCc1tpXkkFcTVptwLD5cqVMxUqVLAfquJ14Exl3ewc+99//23uu+++4HxaOp+xhC6vN5vuDWeivB5XTZz/wQcf2FI2l4mr7UaOQ3141jyfOjfK/tFzQ8tF+/Acmbmrc6Mxr/1p/5UrV7Zl8irvS+e42B9j2Y9xHEqlmh9++KHNXNL90DQJF198cUJNDlIZ027MTZgwwQYoNm3aZA477DA7Z9t5551nSpUqZbJLmVg///yzLcF0TZm86LVVpZZuHb3G+vH6meqYTFR29+M1bjUfnl639VzVGFa2mzLh9bjefPPNdhllxF1wwQX2umuOofGj8tVnn33Wc6zq8f3ll1/sHHoKdNWpU8ecc845NgCWTFdVjfVRo0aZ3377zfz333+me/fuSWe0v/nmm/anxpjKMpPZv/ar/eu1SkEzleq2atUqpUZfyhrUuJennnrKnptENGjQwD5n0+Wdd96xPzU+OnXq5LnM4YcfbsfDu+++a8fBn3/+aY444gizv2VnzGks6YtcvX56ZWeqVNsFXjRftdfUM9qX5pp0WV5nnXVW1EY3es2cPXu2WbdunX3u6Lmq55VrcJdTz4lEuyd/++23tiJGjXaUrav/ZXr84zXmyY5Un2fJnl/XrEj3zz2ON954Y5blnn76abvNRJf1+v+Z04+9phTQY7x48WI71capp56a0DlEGql7MgAA27dvDxQqVEgpg4GGDRt6npCmTZva2/v27Wt/b9Cggf39ueeey7Ls2rVrA3ny5LG3X3jhhVluf/zxx+1tumzevDn49zfffDP491iX2bNnB9e57bbb7N90/DJ8+PDAIYcckmWdYsWKBd56662oD3a0Y/J7P4nSfaxZs2bM81CmTBl7HNH8+eefgWbNmsXcxjHHHBOYO3eur+umeuy1a9e2y2gb8fTr1y+4zfnz5weSFfm4Dhw4MFCgQIEsx1uvXr3AP//8Y5fZt29f4K677grky5cvy3KnnHJK4O+//465T43zI4880vO86Hlz/fXXB7Zs2ZK2cZGTYzkdx/vkk08G8ufPn2U7hx12WNqeD7Jz587A7bffHihYsKDnukWLFg089NBDgb1792brNeass86yt+m1NZZBgwYFt7N69eqUXj/9GJPJSGU/kePg+eefD/7fcpdXX33V3qbz6/6m14hVq1YFTj/99LBly5UrF7Z9rXPDDTd4Pq/d+BowYEDU+9a2bVu7XKVKlexrxIMPPphlnH7yySdJna9t27YFChcubNe95ZZbYi4bun+NwZ49ewby5s2b5X6UL18+8PHHH0fdztNPPx1cdvTo0VnOkRv/On87duwIpGrevHnB/d1xxx32PUa3bt0Cd955p31/8d1338Xdhu5vkSJFEnr+DB06NLi/ESNGeC6j53nHjh0DXbp0yfb9cuNVrwvRpDLm4r1e9OrVK7gd/U/zes0ZO3ZscJlZs2ZFfb0pW7as5/FpfOt+7tq1K8eeE/HO65IlSwKnnnpqzNdA/U9avnx5Uvv1+3mWyvkNfY7GuqxcuTKpZf04tlQf+w0bNgQ/P9x3331JPTZIDzINAQCWvjlUlpT7NnHr1q1hExDv2LHDZoWIJhl3P/VNrrJeNAdJovMZxqJjGDJkiJ0s/bPPPrN/e+WVV7JM5K+slGgZGerApu3oW1B9a6psoNdff91+u6qSKmXxpDofTk7sRxlZ2qYyS/TNuDKhlBGlb2d//fVXm12jeV90HPv27TMdOnQIW1/frGtS+oULF9rzpwwCZeDoW9+NGzfaTBt9i6vHUNkWodkiqazrx7ErQ0gZUtqGSt+aNm3qeY40h5XGi+ixUCZOKvTN+G233WYzN3T/lTGgsazj1fOidevW9nd1Dde4VCakjk2ZLcoS0YT/6typrI/IpkGOOp+6CfiVIaZllfWwZ88e8+WXX9pxr06kyjjR75Hzl6V6bnN6LPt9vMos0WTpOl5lcigLR+NUmXcam9qOzmVks4hUx7S2qUy4yZMn29+rVatmrrjiCpu5oiwhZS4py+Shhx6yGRIu6yknZff1M9UxmSg/96NMw1tvvdWOS41bZfRoHa/pMvT/TNn0ynJRBppeJ/R4K7s8NJtGz2U9f0XZ83q+a3woi1HjS1mRyspSloybYzAajYO+ffva/Wrc6TVCrw/RpvOIZsaMGfb/r8vUS5RKb5UFqHGuDFj9j1fmmUp4dT9035Txk2xmtjI1lSkqmhPQ7y7O0Ro0KHPr+eeft43bvOgxUtadxMrGjLxdrwfRXheVxar757Ja/ZbqmNP/Kb0e6XVLr2HKeA6lbLzQ1z/979L/LK9l1LjGqwGNXkf1v0CUGd62bVtTvXp1e671/NH/uYEDB9rj0+tOZFZzOp4TsSgDVmNe/3e0fY1R3S9lgCsTWa/tmr9bFTJ6fI855piU9pfq8yy751f70uOtjsjKINTrn9dzR/c7mWX9OLZUH3sdq/aj/6Oaf1TdzrGfpSkYCQDIhR5++OHgt3/jx48Pu23y5Mn27/omX9k28vnnn9u/HXrooYE9e/aELd+1a9fgtn744YekM2769OkTvH337t0Jfeusb3qVGfXCCy9kWeb7778PZke0aNEipUzDVPeTKGXGLFu2LOrtOsaWLVvafZUuXTqwdevWsNv1Da67P2+88UbU7fz222+Bv/76y7d1/Th2ZRppXOl2fVsdjb7Fd8cZK8MslsjH1SvzJDSbUVkFeow//fRTz+wUt9zXX3+d5fb3338/eLuynpSR67WMy1q4//77fT+3OT2W/T5eZUQ+9thjWZZZsWKFzRLUclpGY9PPMR36+tihQ4cs2RXKCLvooouCy7z88ss5nmmYnddPP8ZkIvzYT+Q4ePbZZ7Mss379+iyZhsWLFw9Uq1YtSyaNWzbyf9bdd9+dJVt048aNgcaNGweXGTNmTNTMGv2f1HNHWZWRXLZyojTW3T6VQRVL6P6V0aOMukgLFiwIZg4pw/fff/9NKtPwkUceCd6mcegHZRoqs6hu3bo2s0/7ePHFF+04Ds0YUzbeyJEjPbcxadKk4HLK9o1Fz2+37JVXXum5jF6LQrNasyNeRlyqY27OnDnB2z766KMs48w9l0477TT789Zbb81yDMcff7y97ZJLLslym7Lu3fb1Gr1p06Ysy+hxcsvoek48J2KdV2Uau+OZMGFC1G0sXrw46f36/Tzz4/wqG9b974wnmWX392Pfvn374PMvWiYjcg5BQwBA0LRp04JvAFTWEkolAvp78+bNg3/TmwhXahBZ7lajRo3gmxOVJeRE0FCXa6+9NupyKgHSMjpmlWMne0x+7cdPv/zyS/CYxo0bF3bbU089FfyAneybrlTW9ePYQ8+33myuWbPGcxsu2KQSLgVtsiP0cdVj50WPo4JrbjmNTy8KQrgys8jnkALrVapUsbeVLFnSM2ji3HzzzXY5BU69xqJf5zZTxnIyx3veeedF3Y4CtW45lTb6NaYVyNQY0/rVq1cPfnES6b///gtUqFDBLnf00UdnCQJkWtAwp8akX/sJHQcK0MYSGjTUJVaJq86hC5Breg6v/1muvN29DiiYFe1Dsi433XRTwA/XXXddcJteAfVo+9eH7kQCuHpeJBM0DP1i5L333gv4QQGVWKWi7777brBEW0GERYsWZVlm1KhRweN65plnYu5P713cshdccIHnMgpwDBkyJDBs2LBAdsUKbvkx5vT64oKbkWXU7jGuXLmyvQ+6rgBhtOBp5BdH+uLObVvlpbGmJmjTpk3wNS/yC+R0PCdinVe97rtAXbr48Tzz6/ymI2iYCY996P8wvT/A/kX3ZABAkEqfDjnkEHs9srTSdUJ2pcmiskA1MYhcXk0CVFbglo9VsuC3rl27Rr3NHbtK4dTsITfsx5UVqYRIJTB33nmnuemmm+wk1ro89thjweWWLFkStp7KjUQln65UMVGprOvHsYtKgDV2VArnSmRCqSRGJcGiElqVEqdKx+dFJUeh5arRJtnX5PUqWxU1tAil8maVnInuv8p94o0vlfCGdiH369x67SvdY9mv43XNLbyodNGVqI8dO9a3Ma2SLpX/SZcuXaKWzark1pVXq2RZJXCZzO8xmZP70fQFidJz16v0MrSpgCu51cT80f5nVaxY0Vx++eX2ukpCVe7sx/HFonJKUZms+/+ciFjPkzZt2thpAryeJ/FoygIndAqTVGhKhFhloiqLVGmyqMGNGrFEciXcotLHWEJLqkPXC9WuXTs7VjXdQTr4MeY07YCb/iW0FDn0dzVS0cX9T3LjKXIdlTpHrq/yXdE0ALEea/ec1WueSnPT/ZyIxb3O69hVhpxu2X2epeP8+iUTHvvQUunQMYv9gzkNAQBhb7QbNWpk3zCo+6bmhtGHYM27ow5okUFD0Xw8uk1Bw7vvvtv+LfSDnuYvyUkuiOnFvXkTFwDI6f247qhedO4j53PTHHt9+vSxc77Fow/ZoTTPl4Jd+lCkN6+a20fdZTWPmzrjxgrmprKuH8cuCr7pg4zGo7bVs2fPsLnZNFebAkCxgn3J0rxZ0WgePjffTqzO3VpOc/ht2LAh7O9uTlCvD2iRjj/+eBsE1dxBei5GzkOV6rnN6eeMn8erefvi3b5gwQI7L55eu1ygJZUx/cMPP4Q9T2MJvV0fomKNqf3NzzGZ0/tJZn6/eMsm+/gOGzYsuJ7mtPQKSml+Oj+4IF0yXbm1/1jPa72O1q9f33zyySe2k3gyQufNcx2Uc4LmV9O8aJqLUkF/vfaH/j8IDWwosBiLm/swcr2c5NeY0/Ppgw8+sEF5fZHmgq+aC04UMFR36Jo1a9r/S/q7OoyHLqMOuJpDLrvP2dDutnrOenW79fM5EYs6Yz/88MN2fOj9ql7j9dqv13k/O8Cn+jzz+/z6KRMee30B6/VFBfYPgoYAgDD61lpBGjWY0ITnerOlidj1jbg+yEV++NKbsqefftouq2yk/Pnzh2UdJtMEJVV6YxJrUvbQ7AP3DX9O70cTP7tGCpF0/kKDhjqvCpSJgreazFpv/JWlo/0ryKE3xu4bXBdAc/RB4b333rNZeArE6IOWy7BSZocCvsrguOyyy+zj5te6fhx76Lf4Go8uq1CBHnde3YcofRhQM4VUxXtc3f10mQzxllNmXai1a9cGrw8dOtROji5uIvDIn866devScm5z6jnj5/HqQ5iaBMRSvnz54HVNfO+ChqmMaZd1ERlI9RL6gT50vUzk15jM6f1oHIR+qIzHBfyj8fvx1bHly5fP+MEFxiJfT2JJZP/ueaLAn7YdLzsvcj1Rs4mcovOgpjcaO/pCRmMq9LHSa0uiX3CEfjERul5O8mvMuSxC0f9KfYG2fPly+z8zNBNRwR8FDbWMCxq69yJegaHQ56yaZrj/E9l9zvr5nIhFmeZ6jdF7B31p9OGHH9qLex3QF9lXX321baKVahVMKs8zv8+vnzLhsQ99vcuJcYPYCBoCAMKEZgYq+KegoQsCKoMnsixPARv9Q9c3gSqd0Zt6t7zeCCs4gP9z11132Y6hXlxZq+hDkbryuXOs0pbIzojuw0+ssg917NOHB3VhHD9+vA0A6wOVtq9ud7qoNFTBE2Ub+LGuX8cuyjI6+uijbenLyy+/HAwaquOue2ObEyVPfnv//fcTXladX9NxbnOC38erDymRGUZewfdoHzayO6ZDt6MvVGIJ3b9XQN0P8Y4hJ8fk/thPogGuRJePfHxjLZ/I45vs8cXivqTQGNX4TyTQkcj4cPdD20vmQ3lopm9oRlJOiMxyDA22hWaR6f9FLOpy7rVeTvJrzCmzUN3tlWnogoau7Fhl+S64ruDioEGDgoFCdY1W1mYi2WTqaJ7Tz9lUqKRc7xXUAVtl4LNmzbLvUfWeQV8c6dKwYUP7/yiZDN50Pc/8OL/psr8ee33ht78D+/g/BA0BAGFUWqB/0HpD7oJ/7mdkabJoWb0xVcBQy+mDtsoC90dpcm7ggl7xTJ06NTjXkoIYXoEWUQAkHmVR3XLLLfaiD53KNlAJ+YgRI8y3335rSzmV4ehKlVJd189j15tszSHXu3dvG8hZuXKlHWMKIIre8CszLDcIzRbRvH46t4kIDSb7eW5zgt/HqzGo+Y0iA9yhXPaTxo5XNlp2xnRodpUCEpUrV466/9CARbwMt0guoyNeeaVf2SZ+jMlM2k92RT6+sfabyuObHfrSxAUo9H85XqazaBoAleDGmufVPU+UuRsrCB9J5ZZ63dWHegXeFcxM9PFMleZLdiKDPUceeWTwuObOnRtzOyqjdGrXrm32Bz/HnIJ+ChoqIKgvVUJLkx29f1PAUedQr3FffvllMJh11llnxXzOvvTSSwl/AZITJciJnt8ePXrYi547P/30k73PqlDQ/dd8h5qv76233sr2PlJ5nmXy+c2EYwvNqHWvgdh/CBoCAMLog7aaCShAo7lzFKRRQDBa0ND9PTRo6EdpcjIfYg5EoeUhsQIkn376aVLb1QcEzRmmiyaw1ocKfdDQm2l9SxxrfqdE1/X72DUZveYoUiBlyJAhNlPz66+/trepzErz1OUGel45mj9KWW+ZMi7SJR3Hq/HmyusiKQioQKX7ABOtYUmyY1qBEkdZPE2aNIm6zdBgYzLz7okrvY6XKaXGLH68fvoxJjNpP9kV+fjGCuC4x1f/K9M9t5hobDoKDMWaQ81RkESvkZoKwIsCHS5LMFaDmGhZQ2rcoddklX/qywBNQZAoBezq1q1rkqXnoxv3ChB6TVOgL+WURawvAlasWBE1uK9pQlyQ3itgltvGnF63NMevArhqOuS+6A3NIFTjOr0eKbta+3PLqJw3NIDp9ZzVmAs93txG503/D3RR2bLui+YY1FyDqUjleebX+U3mvXJ2/i/sr8feNc7SlySaWgT718H9iQwA4MllCOoba3UpVHmF13yGjuYCE70ZVSlI5Hayo1ixYgk3RjgQhWZRROvAqoyBAQMGZHsfCpi4jsAKtiQzZ12sdf0+ds1957IJNVeRSqwcvxqg5AQ1xHAfHPS8SmaOspwcF35Kx/GqmVBouV6ot99+Oxhw0/yEyYg1pvWhyTUYUJZrtIYuKnt0mSt6rFU2mAy3f2VLqaTOizJkXGA01ddPP8ZkInJqP9l17rnnBrPlNL4UDPOiL9JcgPv888/PkbK50P+7yoRNlDI6oxk8eLDZvHlztp4ncscddwSfDzpfet4lQs8dNTTJjgcffDDYeMV1E47kOh3r+fvMM894LqMsRBeEu+SSS/Zb6aOfY05f0LqA0JNPPmmztPSeLbLBiss8HDduXPA1JFppsoKpxx57rL2uAHHk/HW5lb5IUqA01bmtU32e+XV+3Wu99hNvG4kumwmPfWiwNdW5J5E6goYAgCxCMwRff/31qPMZhn4rqTesetP77rvvBssJkv3AHCq0k1+0xiEHMmUyufOtrtShczDJkiVL7AeAWKVqmp/t448/jtrhUiU67sOeuseGlpilsq4fxx5J2QGiOZiUUeGC1dp3bqKAp7Jb1HG8RYsWNiMmGp1jffANLVVNx7lNJ7+PV2VS+kB8zTXXBD+MOSqVVCm7KDMhco7EVMa0MlX69etnrytgqLk2lYUdStMyaA5YZUTpQ46CY8lq3bp1cN4rjfnI4KS+mFHn53ivrcm8fqY6JhOVU/vJDmWUqru3qImEHofIEnAFb9SJVdlFGtP6MJ0T9KHZjUWdu0RoGgBl9HXr1i04PYDzzjvv2OkeXBZjtDl2Y9HzdfTo0TaApS8X27VrZzN1vTJkFXBQAFzBKS0TGfDXY6ygmV4LvOj5euedd5pnn302+CXSPffc47ms9qFgnAvYKDM9MntJ91fHpLH4yCOPxAyMKstdx5zpY07jw2Vv6nFxc8hGZuG7AKGCpu71M1rQUBmles7qvZ0yM/W6o+xNLxoDqjaJFqjNSXoN1/+CaEFYfenigrCh83NmRyrPM7/Or3utVwBUDQljSXTZ/f3YawoSXSRaFidyWAAAgAh79+4NlCpVSl8tBi99+/aNeZ5OOeWUsOWvv/76mMs//vjjwWU3b96c5fatW7cGSpcubW8vWLBgoEWLFoEbbrgh0LFjR3tZsWJFcNnbbrvNLleoUKGY+/zqq6+C+5w0aVLSx+TXfhJ13333BbdTuHDhwNlnnx1o165d4Iwzzgjky5cvULRo0cCsWbOCyzz44INh63fu3Nn+PX/+/IFatWrZ9a+55prA5ZdfHjj11FMDefLkCW77yy+/9G1dP47dS506dcLG2Ntvvx3wQ6KPa9u2be1ylSpVirncWWedZZdr0KCB5+1jxowJFC9ePHg/jj/++MBll10WaN++feCiiy6y65UrVy7qWPTj3ObkWPb7eCdMmGDH5WGHHRa4+OKL7bZCx4a29/XXX2fZRqpjWnr06BHcj47lnHPOCVx33XWBM888025Xf9d2nnnmGc/1473GSM+ePYPLHHrooYFLL73U3kcdo/6m18KBAwcGl1m9enVKr59+jMlEpbqfRMetaF23nX79+sVdft++ffaxdOsccsghgfPPPz9w7bXXBho1ahTImzdvcPwMHz48pdeIZHXo0MFu96ijjrLHGU3o/t966y07FsuWLRto06aNHes63+7+aXzMnz/fcztPP/10cLnRo0dH3d/ixYsDNWvWDHtdPuGEEwKXXHKJPZctW7a0x+xu0/P93nvvjfo4aVmd69atW9v19RzV89ndXr58+cDs2bNjnqs1a9YEjjvuuLAxdvXVVwfOO++8QIECBezf9Fi+++67Mbfjnj+JjLVo3HjVfUjXmHN0XkMfh6eeeirLMrt37w6UKFEiuIxeG7Zs2RJzu6+//ro9B+617eSTTw5cccUV9jl74YUXBurVqxd8v+h1P9PxnIh1XvU/wT1utWvXDpx77rn29VPPAf3u7rvOww8//JCt/fv1PPPj/Or1X/+z3Php1apV2Gv9v//+m61l9+djP2zYsOD5+/XXX5NaF+lB0BAA4EkfVEPfgHp9CA915513hi3/xhtvxFw+kQ/PU6dODVSuXDlsu+4S+sHhQA0a6gPFI488EvahyV3q169v34jqQ0C0YMv48ePthzcFV7zOoT6Q6A31vHnzsuw7lXX9OHYvr732WnD5MmXKBHbs2BHIjUFD0RthBdaLFCnieX7dG/S7777bnie/z21OjuV0HO/EiRMDxxxzjOf2vv/+e8/jSHVMOwo2VKtWzXMbeszGjRuX0uueztf9998f/HDnLrrvt956a2DXrl2BQYMGxQwaJvP66ceYTEYq+0ln0NB55ZVXwgJdoZeGDRsGpk+fHnXddAUN9Vi6Y4gW0Pba/3vvvReoWLFilvvRvHnzwJIlS6JuJ9GgoWg8Dh06NFC37v9r7451mW3DOID3W202EYmFQSIxfIuBSGxOwGBwEAabhDNgtlhEEIMzcAYWRKwGMRCDA/jyf5Jb+nhb2qrq+/n9kr6RvLR1936e1tVe/+vftyLX+0uOuRTtr66u/vj5PMYpxs/Nzb0V7t9fUjzP3k9BsBNPT09VobUUPJovuZ3PXs80Fw2zT7+raNiPPVdkXzT/XLvzWIrz5XuWlpY6+j1yjs6bKykytrqPKQbn+W5nZ+fHi4anp6dV4bXV800uKRzn9e1H+/8z/TrO+rG+cX5+XhXUW/3s/f19z9/7U499eQ21sLDQ1c/xff7JP4P+dCMAwy+5P80TCNfX1z8cKpDWvOacrbTavJ9u2Cz5ZqXVKjlE7aaz5WkqgdW5/tfX16pNp2QRlSD0ZJ9kMl6uo2QatfLw8FANeCnZQOPj413dp37dTrfSRpT2rmS/pR0mrZMlND3rk5y/EljdKiQ/a5bWr7T25jrSOjk2NlbljLWaLtuvn+3HfW+WgPcSyJ2JiN2E73+k08c1wfFpb0ug/Ec5YMmLSmtNplx+NvAhbUJpb8qExYSm55hJKH3yhD5b36+s7U/s5X7f37RF5XjN5OW0U83OznbUrv7VPV3c3t5WLbb5vdKumSmsJeftq+e90paZVrq0LOZclzbVcs67ubmp/i/Sqt1uemcn589+7slu9HI7ne7bSBvswcFB9XWGR+Tx7VTWLbdzd3dXtZvnviVv8rNA/k7PEb3I7addNZO9S2zIe2mBPD4+bkxOTr61E2Ydsm5pHU67aq7ns32a9vCSn5j4gFxfJzKII/stbfVZtxznaaVPe2YnQxiy17N+OS6TxZn25+yHHNulbb8buY4cb4+Pj1We28zMTK11/6MBTmU4SI6vXifslv2a81O74U1f3XPNx1MmwEfWOvukVRZc82u7rOv8/HzHv0+O07Si5nkhbeU5TrNOU1NTbSMmvuOY6GRdk5uac3Tuax7/7J+sZc4DX43vaPU79XKc9WN9i9z+5eVl1eqe/ZPnx1hbW2uMjIz0/L2Dfuzz2inxRrlPJycnbfNLGSxFQwDgr5CMt+RU5Q+hFH2mp6d/+i4BDET+gM4f3il+JRu01ZtyrYqGdO/09LSxurpaFd+ur6//uuxc+Fslt3N7e7t6QzFvjvXyZgH9ZxAKADD08mmuw8PDt+B2BUPgN8knbvLppXxidBgGTvyfla6JFA4VDGEw8sng3d3d6usMHlMwHB6KhgDA0Ms7z3lBWabwAvwm+YT13t5e9XUmm76frE3/XFxcVJ8y3NrasqwwIJmi/vLyUk3+TsGe4dE+SAUA4Adtbm5WGVfJLkqWTqysrFQZWwC/zeLiYuPs7Kzx/PxcXdrlUtK7ZAtubGw0RkdHqyxGYDCSsbm/v99YXl625ENGpiEAMJQmJiaqUOwiLyST1+UPZYA/yTQEoN8UDQGAoXR0dFRN9ssEzeRKZTotAIOf3gzA76RoCAAAAADUGIQCAAAAANQoGgIAAAAANYqGAAAAAECNoiEAAAAAUKNoCAAAAADUKBoCAAAAADWKhgAAAABAjaIhAAAAAFCjaAgAAAAA1CgaAgAAAAA1ioYAAAAAQI2iIQAAAABQo2gIAAAAANQoGgIAAAAANYqGAAAAAECNoiEAAAAAUKNoCAAAAAA0mv0HTzpfRuWPKTAAAAAASUVORK5CYII=">
<p class="caption">Figure 3. Combined-holdout ridge error within each of the 14 assays with n ≥10; n denotes distinct compound–assay pairs. Points are descriptive assay averages, not independent estimates of assay bias. Smaller assays remain in the exported tables and overall evaluation.</p>
<p>A stricter-description sensitivity retained 357 compounds whose included assays all mention kinase, phosphorylation, recombinant protein or isolated protein. On the already-frozen predictions, combined-holdout ridge MAE was 0.832 and random-holdout MAE was 0.518. This is a subset evaluation, not a retrained model or an explicit-wild-type validation. The explicit-wild-type sensitivity was impossible because the relevant annotations were absent.</p>
<h2>Practical conclusion and limits</h2>
<p>This pilot supports a compact model as a tentative tool for broad prioritization within related historical biochemical EGFR data. It does not establish precision suitable for fine structure–activity ranking, generalization to modern inhibitor chemotypes, mutant EGFR, cellular activity, or a specific assay protocol. Source holdouts and analogue separation preserve some signal, but incomplete sampling, censored-value exclusion, validity filtering, unknown assay conditions and weak within-assay ranking limit the claim. Exact-value filtering can especially bias the weak-potency tail. A complete versioned source export and a prospectively held-out, well-specified assay series are the most useful next validation steps.</p>
<h2>Reproduction and provenance</h2>
<p>The accompanying ZIP includes the raw source snapshot, query parameters and timestamps, complete measurement ledger, structure mappings, assay annotations, 30-fold split assignments including purged compounds, 9,696 predictions, full model/baseline metrics and paired intervals, fold metrics, similarity and assay diagnostics, tuning records, dependency versions, script, saved ridge model and figures. SHA-256 checksums identify each packaged file. The ChEMBL release number was not exposed by this connector; the frozen snapshot is the reproducibility anchor.</p>
<p>A fresh execution namespace reran curation, splitting, nested fitting and metric generation from the snapshot. All 9,696 predictions matched exactly (maximum absolute difference 0), and all 30 split checks matched. The final ridge model was separately refitted on all 404 compounds with source-group tuning (α = 100); it has no independent score beyond the reported outer-fold evaluation and is provided for inspection.</p>
<p>After extracting the ZIP, run <code>python egfr_pipeline.py --snapshot egfr_raw_snapshot.json --out rerun</code> in an environment matching <code>requirements.txt</code>. This reproduces tables, model and figures without network access. Consult <code>README.md</code> for the data dictionary and limitations. The illustrated report records this specific run.</p>
<p>Source: <a href="https://www.ebi.ac.uk/chembl/explore/target/CHEMBL203">ChEMBL EGFR target CHEMBL203</a>; <a href="https://www.uniprot.org/uniprotkb/P00533/entry">UniProt P00533</a>. Individual ChEMBL assay, compound and publication identifiers are retained in the tables for source inspection.</p></article></html>