From c8c33c1c756f7e68796029d452480a58862a66f8 Mon Sep 17 00:00:00 2001
From: RYDE-WORK <rydewu@primedigitaltech.com>
Date: Sat, 28 Feb 2026 16:48:45 +0800
Subject: [PATCH] =?UTF-8?q?=E6=92=A4=E5=9B=9E=E6=AD=A3=E5=88=99=E5=8C=96?=
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---
 data/interim/internal_corrected.csv | 439 ----------------------------
 lnp_ml/modeling/benchmark.py        |  14 +-
 2 files changed, 7 insertions(+), 446 deletions(-)
 delete mode 100644 data/interim/internal_corrected.csv

diff --git a/data/interim/internal_corrected.csv b/data/interim/internal_corrected.csv
deleted file mode 100644
index 19987bf..0000000
--- a/data/interim/internal_corrected.csv
+++ /dev/null
@@ -1,439 +0,0 @@
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-O=C(CCN(CCCCCCNC([C@@H](N(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CO)=O)CCC(OCCCCCCCC)=O)OCCCCCCCC,DSPC,0,0,1,0,16.38737682,50.0,10.0,38.5,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,ser,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,1,0,0,1,0,0,,4.2112383136936,-,-,-,-,-,-,-,0.0,,
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-O=C(CN(CCC(OCCCCCCCCCCCC)=O)CCC(OCCCCCCCCCCCC)=O)NCCCN(CCC(OCCCCCCCCCCCC)=O)CCC(OCCCCCCCCCCCC)=O,DSPC,0,0,1,0,17.2554924,50.0,10.0,38.5,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,gly,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,1,0,0,0,1,0,0,,4.611152257665639,-,-,-,-,-,-,-,0.0,,
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-O=C(CN(CC(O)CCCCCCCCCCCC)CC(O)CCCCCCCCCCCC)NCCCN(CC(O)CCCCCCCCCCCC)CC(O)CCCCCCCCCCCC,DSPC,0,0,1,0,16.63400342,50.0,10.0,38.5,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,gly,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,1,0,0,1,0,0,0,,4.515354881665727,-,-,-,-,-,-,-,0.0,,
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-CCCCCCCCCCCC(OCCCCCCN([C@H](C(NCCCN(CCCCCCOC(CCCCCCCCCCC)=O)CCCCCCOC(CCCCCCCCCCC)=O)=O)CO)CCCCCCOC(CCCCCCCCCCC)=O)=O,DOPE,1,0,0,0,13.87291972,32.96703297,21.97802198,43.95604396,1.098901099,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,ser,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,,4.667205576907544,-,-,-,-,-,-,-,0.0,,
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-C=CCCCCCCCCC(OCCCCCCN([C@H](C(NCCCN(CCCCCCOC(CCCCCCCCC=C)=O)CCCCCCOC(CCCCCCCCC=C)=O)=O)CO)CCCCCCOC(CCCCCCCCC=C)=O)=O,DOPE,1,0,0,0,13.26769266,37.83783784,37.83783784,21.62162162,2.702702703,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,ser,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,1,0,0,1,0,0,0.0,4.284827171296749,0.000820324065776298,6.77505055763446e-05,0.00130838737685328,0.00203458073148474,0.00044026025400656,0.00179231955954145,0.993536377506761,0.647354606156059,0.647354606156059,-0.07932360246622268
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-OCCN(CCCCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCCCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,8.789158454,42.5,30.0,24.5,3.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,OH,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,1,0,1,0,0,0,0.0,4.506454213048934,0.0013,0.0022,0.7003,0.2848,0.009,0.0025,0,0.1,0.1,-0.5321076061399918
-OCCN(CCCCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCCCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,9.924427289,44.71,13.58,39.21,2.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,OH,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,0.0,4.543294782270004,0.0006,0.0008,0.9464,0.0496,0.0015,0.0011,0,0.56,0.56,0.6953986145447971
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-O=C(OCCCCCCCC/C=C\C/C=C\CCCCC)CCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCNC(CCC(NCCC1=CC=C(O)C(O)=C1)=O)=O,DSPC,0,0,1,0,17.31421044,44.61,24.89,27.94,2.56,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,DOP,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,0.0,4.155753190350744,0.0041,0.0015,0.5886,0.3825,0.0211,0.0022,0,0.13,0.13,-0.4520528526170708
-O=C(OCCCCCCCC/C=C\C/C=C\CCCCC)CCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCNC(CCC(NCCC1=CC=C(O)C(O)=C1)=O)=O,DSPC,0,0,1,0,14.60470229,32.11,24.89,40.44,2.56,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,DOP,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,0.0,4.104294893075269,0.0017,0.0016,0.5892,0.3913,0.0129,0.0033,0,0.05,0.05,-0.6655321953448602
-O=C(OCCCCCCCC/C=C\C/C=C\CCCCC)CCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCNC(CCC(NCCC1=CC=C(O)C(O)=C1)=O)=O,DSPC,0,0,1,0,19.00750041,49.0,18.75,31.25,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,DOP,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,0.0,4.516338972281476,0.0111,0.0048,0.1796,0.7293,0.0671,0.0082,0,0.14,0.14,-0.4253679347760971
-O=C(OCCCCCCCC/C=C\C/C=C\CCCCC)CCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCNC(CCC(NCCC1=CC=C(O)C(O)=C1)=O)=O,DSPC,0,0,1,0,17.77390107,42.13,18.75,38.13,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,DOP,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,0.0,4.33204826486764,0.0167,0.0049,0.2598,0.6793,0.0289,0.0104,0,0.15,0.15,-0.3986830169351235
-O=C(OCCCCCCCC/C=C\C/C=C\CCCCC)CCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCNC(CCC(NCCC1=CC=C(O)C(O)=C1)=O)=O,DSPC,0,0,1,0,18.21646499,45.61,13.64,38.19,2.56,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,DOP,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,0.0,4.365643155423357,0.0042,0.0015,0.3443,0.6172,0.0298,0.003,0,0.2,0.2,-0.2652584277302551
-O=C(OCCCCCCCC/C=C\C/C=C\CCCCC)CCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCNC(CCC(NCCC1=CC=C(O)C(O)=C1)=O)=O,DSPC,0,0,1,0,18.27353562,44.5,7.5,45.0,3.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,DOP,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,0.0,4.436751534363128,0.0067,0.0013,0.5909,0.385,0.0142,0.0019,0,0.22,0.22,-0.21188859204830776
-O=C(OCCCCCCCC/C=C\C/C=C\CCCCC)CCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCNC(CCC(NCCC1=CC=C(O)C(O)=C1)=O)=O,DSPC,0,0,1,0,18.27759176,49.0,30.0,20.0,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,DOP,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,0.0,4.151039905898646,0.0122,0.0028,0.2395,0.6818,0.0594,0.0044,0,0.08,0.08,-0.5854774418219391
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-O=C(OCCCCCCCC/C=C\C/C=C\CCCCC)CCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCNC(CCC(NCCC1=CC=C(O)C(O)=C1)=O)=O,DSPC,0,0,1,0,16.61008,39.36,24.89,34.19,1.56,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,DOP,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,0.0,4.384523514872469,0.0141,0.0106,0.3243,0.5845,0.0592,0.0073,0,0.14,0.14,-0.4253679347760971
-O=C(OCCCCCCCC/C=C\C/C=C\CCCCC)CCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCNC(CCC(NCCC1=CC=C(O)C(O)=C1)=O)=O,DSPC,0,0,1,0,12.46688772,24.0,30.0,45.0,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,DOP,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,0.0,4.796616650559047,0.0064,0.0026,0.3777,0.6006,0.0093,0.0034,0,0.1,0.1,-0.5321076061399918
-O=C(OCCCCCCCC/C=C\C/C=C\CCCCC)CCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCC(OCCCCCCCC/C=C\C/C=C\CCCCC)=O)CCNC(CCC(NCCC1=CC=C(O)C(O)=C1)=O)=O,DSPC,0,0,1,0,19.37981918,46.5,7.5,45.0,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,DOP,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,0.0,4.516338972281476,0.0024,0.0028,0.4642,0.5174,0.0093,0.0039,0,0.81,0.81,1.362521560569139
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-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,10.15734025,49.0,28.0,20.0,3.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,1,0,0,1,0,0,0,,4.513054897080286,,,,,,,,0.0,,
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,9.812051718,44.61,24.89,27.94,2.56,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,1,0,1,0,0,0,0.0,4.470495282661489,0.009,0.0004,0.0178,0.0948,0.0017,0.0003,0.8762,1.05,1.05,0.5417375282099487
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,7.893697629,32.11,24.89,40.44,2.56,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.289088639014612,0.0343,0.0003,0.1697,0.027,0.0013,0.0009,0.7666,0.46,0.46,-0.3683090604291903
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,11.08675917,49.0,18.75,31.25,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,1,0,1,0,0,0,0.0,4.9684234452869465,,,,,,,,0.0,,
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,10.13512977,42.13,18.75,38.13,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.906015244966153,0.0128,0,0.028,0.0208,0.0006,0,0.9378,0.93,0.93,0.35664330679181877
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,10.43848511,45.61,13.64,38.19,2.56,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.525044141508807,0.0635,0.0002,0.2019,0.083,0.0009,0.0003,0.6502,1.5,1.5,1.2358408585279361
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,10.44748395,44.5,7.5,45.0,3.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.4520190064939165,0.011,0.0005,0.3972,0.0536,0.0016,0.0009,0.5352,1.45,1.45,1.1587182662703819
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,10.57169095,49.0,30.0,20.0,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,1,0,1,0,0,0,0.0,4.86830338551846,,,,,,,,0.0,,
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,8.009941019,34.5,30.0,32.5,3.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,1,0,1,0,0,0,0.0,4.3476939555933765,0.0165,0,0.0427,0.0616,0.0035,0.0028,0.8728,0.42,0.42,-0.4300071342352337
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,9.301142352,39.36,24.89,34.19,1.56,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,1,0,1,0,0,0,0.0,4.629862798578463,0.0246,0,0.1245,0.0895,0.0015,0.0023,0.7576,0.44,0.44,-0.399158097332212
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,6.525773643,24.0,30.0,45.0,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.732683506287051,0.006,0.0012,0.0205,0.0177,0.0008,0,0.9538,0.44,0.44,-0.399158097332212
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-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,11.01888288,46.37,7.5,44.21,1.92,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.706823839714591,0.0145,0.0004,0.1165,0.019,0.0007,0.0011,0.8477,1.94,1.94,1.9145196703944125
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCN(CC1=COC=N1)CC2=COC=N2)CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O,DOPE,1,0,0,0,11.30562834,48.5,10.0,40.0,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,OZ,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.73795129722191,0.0343,0.0003,0.1697,0.027,0.0013,0.0009,0.7666,1.9,1.9,1.8528215965883692
-O=C(OC(CCCCCCCC)CCCCCCCC)CCCCCCCN(CCCCCC(OCCCCCCCCCCC)=O)CCO,DSPC,0,0,1,0,9.480986593,48.5,10.0,40.0,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intramuscular,0,1,0,0,Individual,0,1,luminescence,,,,,,Crtl,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intramuscular,0,0,1,1,0,0,0,0.0,4.302712827954156,0.0455,0,0.324,0.073,0.0011,0.0012,0.5551,1.0,1.0,0.4646149359523945
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-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCCCN(CCCCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,17.18453431,48.5,10.0,40.0,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,1.0,4.684905154006945,0.0025903109842197,0.00122267327648511,0.0959380417500791,0.558064631213231,0.339326541744348,0.00285780103163663,-,0.0836567108446898,0.0836567108446898,-0.5757195389760648
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-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC([C@@H](N)CCCCN)=O,DSPC,0,0,1,0,16.82518306,48.5,10.0,40.0,1.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,LYS,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,1,0,0,0,1,0,0,,4.202899968776446,-,-,-,-,-,-,-,0.0,,
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,14.52948326,43.25,25.0,30.0,1.75,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,0,1,0,0.0,5.029784112935016,0.000951862951033406,0.000642237882584555,0.00747953132811133,0.295137112679544,0.692754163229738,0.0030350919289883,-,0.19435393861906,0.19435393861906,-0.2803248961378029
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,11.10169345,30.0,25.0,42.5,2.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,1,0,0,0.0,4.833102254034098,0.00529626249319983,0.00246267213977097,0.0289260006923807,0.563065088278535,0.393847703229461,0.00640227316665243,-,0.049072760763369,0.049072760763369,-0.6680065256297026
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,13.72804315,38.075,17.975,41.825,2.125,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,0,1,0,,4.93014804318357,-,-,-,-,-,-,-,0.0,,
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,13.39261658,37.0,25.0,37.0,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,1,0,0,0.0,5.146912912388804,0.000759366167023555,0.000694817987152034,0.00466364025695932,0.212680085653105,0.777593147751606,0.00360894218415418,-,0.201238755105862,0.201238755105862,-0.2619528199077537
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,13.51039532,38.5,20.5,38.5,2.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,1,0,0,0.0,4.684905154006945,0.00157535225652128,0.00592927130077556,0.00900517890128691,0.366135503933579,0.613833328839362,0.00352136476847493,-,0.149329656900936,0.149329656900936,-0.40047182198750214
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,16.48290639,45.0,9.0,45.0,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,1,0,0,0.0,4.869839484130799,0.00147117555088917,0.000927103843315829,0.00585237061645294,0.136146016514374,0.851575135737455,0.00402819773751327,-,0.31219703699332,0.31219703699332,0.034138443686487704
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,14.13138042,41.2,22.35,34.325,2.125,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,0,1,0,0.0,4.901564199041894,0.00315707422768752,0.0025689389054212,0.0146712017391132,0.327849346901905,0.646061693847123,0.0056917443787501,-,0.158541375998041,0.158541375998041,-0.3758904252594646
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,15.11942242,41.825,14.975,41.825,1.375,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,1,0,0,,5.039546637590676,-,-,-,-,-,-,-,0.0,,
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,14.79492927,45.0,22.5,30.0,2.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,1,0,0,0.0,4.9141243937154115,0.00113350028034128,0.000566939752127873,0.00680706926467914,0.502661298625749,0.486733894218144,0.00209729785895866,-,0.145448415448628,0.145448415448628,-0.4108288829150842
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,12.55393718,34.325,21.725,41.825,2.125,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,0,1,0,0.0,4.814620410170298,0.001692878443667,0.000820135726038303,0.00868136575507882,0.408928448915581,0.577101122031978,0.00277604912765729,-,0.113760366510672,0.113760366510672,-0.495388181160095
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,15.93959861,45.0,7.5,45.0,2.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,1,0,0,0.0,4.527640983478854,0.00506334343919377,0.004281344333051,0.0165771717732586,0.226890591170162,0.736348900590883,0.0108386486934518,-,0.0547343765642327,0.0547343765642327,-0.6528985503803821
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,15.59337013,45.0,15.75,37.5,1.75,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,1,0,0,0.0,4.810557015713042,0.00141112235558708,0.000749767156842064,0.00637541161251223,0.138880841494329,0.847648476304751,0.00493438107597822,-,0.294154433878409,0.294154433878409,-0.0140080944893819
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,11.66031337,30.0,24.0,45.0,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,1,0,0,0.0,5.167639042905921,0.00199236267032557,0.000827577235394216,0.008719084857644,0.192132365846187,0.792330257640873,0.0039983517495764,-,0.151793984465988,0.151793984465988,-0.3938957841268362
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,13.66358165,37.5,15.0,45.0,2.5,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,1,0,0,0.0,4.618086411254637,0.00271480786609193,0.00181664538344774,0.00938513027274936,0.132547184736695,0.849509595736892,0.0040266360041233,-,0.0950036114384557,0.0950036114384557,-0.5454404279666308
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,15.26186294,45.0,24.0,30.0,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,0,1,0,0,,5.098035484377089,-,-,-,-,-,-,-,0.0,,
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,16.27611859,45.0,11.382,42.618,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,0.0,4.680277658474897,0.00152924607683628,0.00192508702614222,0.0105762053188716,0.167270255683968,0.810875386281306,0.00782381961287527,-,0.278754923842637,0.278754923842637,-0.05510156049896443
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,16.11001923,45.0,13.445,40.445,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,0.0,4.924350925499243,0.000999438616070677,0.00125158481927741,0.00771842730472846,0.249469737208587,0.735450494958472,0.00511031709286499,-,0.286455906115286,0.286455906115286,-0.03455155257492116
-O=C(OCCCCCCCC)CCN(CCC(OCCCCCCCC)=O)CCCCN(CCCCN(CCC(OCCCCCCCC)=O)CCC(OCCCCCCCC)=O)CCNC(C[C@@H](CN)CC(C)C)=O,DSPC,0,0,1,0,15.85662691,45.0,16.405,37.595,1.0,Pure,Microfluidic,mRNA,1,0,0,FFL,Mouse,0,0,0,0,0,0,0,1,0,body,1,0,0,0,0,0,0,0,0,intravenous,0,0,0,1,Individual,0,1,luminescence,,,,,,PRE,,,Chinese_Academy_of_Sciences,Chinese_Academy_of_Sciences,ccchina,,max,Chinese_Academy_of_Sciences,internal,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Chinese_Academy_of_Sciences_Chinese_Academy_of_Sciences_body_Mouse_intravenous,0,0,1,1,0,0,0,0.0,4.924350925499243,0.00141338619768439,0.00124322063420737,0.0100450891793794,0.235894751086175,0.745556785166654,0.00584676773589971,-,0.264336417833639,0.264336417833639,-0.09357722532293417
diff --git a/lnp_ml/modeling/benchmark.py b/lnp_ml/modeling/benchmark.py
index ec8d9fe..2c6be78 100644
--- a/lnp_ml/modeling/benchmark.py
+++ b/lnp_ml/modeling/benchmark.py
@@ -284,12 +284,12 @@ def main(
     data_dir: Path = PROCESSED_DATA_DIR / "benchmark",
     output_dir: Path = MODELS_DIR / "benchmark",
     # 模型参数
-    d_model: int = 256,
-    num_heads: int = 8,
-    n_attn_layers: int = 4,
+    d_model: int = 128,
+    num_heads: int = 4,
+    n_attn_layers: int = 2,
     fusion_strategy: str = "attention",
-    head_hidden_dim: int = 128,
-    dropout: float = 0.3,
+    head_hidden_dim: int = 64,
+    dropout: float = 0.1,
     # MPNN 参数
     use_mpnn: bool = False,
     mpnn_checkpoint: Optional[str] = None,
@@ -298,7 +298,7 @@ def main(
     # 训练参数
     batch_size: int = 64,
     lr: float = 1e-4,
-    weight_decay: float = 1e-3,
+    weight_decay: float = 1e-5,
     epochs: int = 50,
     patience: int = 10,
     # 设备
@@ -521,7 +521,7 @@ def test(
             continue
         
         # 加载模型
-        checkpoint = torch.load(model_path, map_location=device)
+        checkpoint = torch.load(model_path, map_location=device, weights_only=False)
         config = checkpoint["config"]
         
         use_mpnn = config.get("use_mpnn", False)