HSP Application note #9
Hansen Solubility Parameters (HSP) and Carcinogenicity2009.9.24
HSPiP Team Senior Developer, Dr. Hiroshi Yamamoto
PCBs (polychlorinated biphenyls) readily penetrate skin, PVC (polyvinyl chloride), and latex (natural rubber). PCB-resistant materials include Viton, polyethylene, polyvinyl acetate (PVA), polytetrafluoroethylene (PTFE), butyl rubber, nitrile rubber, and Neoprene. (Wikipedia)
We want to know the carcinogenicity of poly-chlorinated compounds.
I got the data from one paper that analyze by artificial neural networks.
J. Comput. Chem. Jpn., Vol. 1, No. 1, p. 23–28 (2002)
It is one of the best QSPR analysis for these compounds.
Their descriptors are logP, Gibbs Energy, Ionization Potential, LUMO, HOMO-LUMO Gap and Connolly Volume.
They claimed they could classify carcinogenicity with 93% accuracy.
I analyze with HSP.
Hansen Solubility Parameters (HSP)Hansen Solubility Parameters(HSP) were developed by Charles M. Hansen as a way of predicting if one material will dissolve in another and form a solution. They are based on the idea that "like dissolves like" where one molecule is defined as being 'like' another if it bonds to itself in a similar way. What can perhaps be surprising is that one can assign HSP to so many different things. Gases like carbon dioxide, solids like carbon-60, sugar, and biological materials like human skin, depot fat, DNA, and even some proteins all have HSP. The list can be continued with drugs, polymers, plasticizers, and in fact any organic material and even many inorganic materials like salts. The only requirement for an experimental confirmation is that the material must behave differently in a sufficient number of test solvents upon contact. Pirika JAVA Demo Applet calculate HSP. HSPLight is available here. |
No | name | CAS | Formula | Carcino genicity |
1 | Aldrin | 309-00-2 | C12H8Cl6 | + |
2 | Allyl chloride | 107-05-1 | C3H5Cl | + |
3 | Benzyl chloride | 100-44-7 | C7H7Cl | + |
4 | Carbon tetrachloride | 56-23-5 | CCl4 | + |
5 | Chlordane 〈trans,ci〉(γ) | 12789-03-6 | C10H6Cl8 | + |
6 | Chlordane 〈trans,cis〉(α・γ isomers) | 57-74-9 | C10H6Cl8 | + |
7 | 9-Chloro-10-chloromethyl-anthracene | 19996-03-3 | C15H10Cl2 | + |
8 | Chloroethane | 75-00-3 | C2H5Cl | + |
9 | Chloroform | 67-66-3 | CHCl3 | + |
10 | 7-(Chloromethyl)benz[a]anthracene, | 6325-54-8 | C19H13Cl | + |
11 | 9-Chloromethyl-10-methyl-anthracene | 25148-26-9 | C16H13Cl | + |
12 | 3-Chloro-2-methylpropene | 563-47-3 | C4H7Cl | + |
13 | p,p' -DDD | 72-54-8 | C14H10Cl4 | + |
14 | p,p' -DDE | 72-55-9 | C14H8Cl4 | + |
15 | 1,4-Dichlorobenzene | 106-46-7 | C6H4Cl2 | + |
16 | 1,2-Dichloroethane | 107-06-2 | C2H4Cl2 | + |
17 | Dichloromethane | 75-09-2 | CH2Cl2 | + |
18 | 1,2-Dichloropropane | 78-87-5 | C3H6Cl2 | + |
19 | 1,3-Dichloropropane | 142-28-9 | C3H6Cl2 | + |
20 | Heptachlor | 76-44-8 | C10H5Cl7 | + |
21 | Hexachlorobenzene | 118-74-1 | C6Cl6 | + |
22 | Hexachloroethane | 67-72-1 | C2Cl6 | + |
23 | Methylallyl chloride | 513-37-1 | C4H7Cl | + |
24 | Mirex | 2385-85-5 | C10Cl12 | + |
25 | Pentachloroethane | 76-01-7 | C2HCl5 | + |
26 | 1,1,1,2-Tetrachloroethane | 630-20-6 | C2H2Cl4 | + |
27 | 1,1,2,2-Tetrachloroethane | 79-34-5 | C2H2Cl4 | + |
28 | Tetrachloroethylene | 127-18-4 | C2Cl4 | + |
29 | 1,1,2-Trichloroethane | 79-00-5 | C2H3Cl3 | + |
30 | Trichloroethylene | 79-01-6 | C2HCl3 | + |
31 | 1,2,3-Trichloropropane | 96-18-4 | C3H5Cl3 | + |
32 | Vinyl chloride | 75-01-4 | C2H3Cl | + |
33 | Chlorobenzene | 108-90-7 | C6H5Cl | - |
34 | 1-Chlorobutane | 109-69-3 | C4H9Cl | - |
35 | DDT 〈p,p' -DDT,o,p' -DDT〉(p,p' -DDT) | 50-29-3 | C14H9Cl5 | - |
36 | DDT 〈p,p' -DDT,o,p' -DDT〉(o,p' -DDT) | 789-02-6 | C14H9Cl5 | - |
37 | 1,2-Dichlorobenzene | 95-50-1 | C6H4Cl2 | - |
38 | 1,1-Dichloroethane | 75-34-3 | C2H4Cl2 | - |
39 | Hexachlorocyclopentadiene | 77-47-4 | C5Cl6 | - |
40 | Lindane | 58-89-9 | C6H6Cl6 | - |
41 | Pentachlorobenzene | 608-93-5 | C6HCl5 | - |
42 | 1,1,1-Trichloroethane | 71-55-6 | C2H3Cl3 | - |
43 | Vinylidene chloride | 75-35-4 | C2H2Cl2 | - |
As I showed in other article, logP is not solubility terms.
This time, I will show you SOM(Self Organization Map) neural network result.
This SOM is not QSAR method, it is rather qualitative analysis.
Please search SOM’s basic meaning in the net.
SOM: Self Organization Map Neural Network
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I run the SOM program with [dD, dP, dH, Vol/10], 4 Dimensional vectors.
And the SOM program arranged similar vectors to similar position.
name | logP | dD | dP | dH | vol/10 |
Aldrin | 3.5 | 19.5 | 4.7 | 2.5 | 18.88 |
Allyl chloride | 1.63 | 17 | 6.2 | 2.3 | 8.23 |
Benzyl chloride | 2.59 | 18.8 | 7.1 | 2.6 | 11.54 |
Carbon tetrachloride | 2.43 | 17.8 | 0 | 0.6 | 9.71 |
Chlordane 〈trans,cis〉(γ) | 4.2 | 19.1 | 8.5 | 1.7 | 20.65 |
Chlordane 〈trans,cis〉(α・γ isomers) | 4.2 | 19.1 | 8.5 | 1.7 | 20.65 |
9-Chloro-10-chloromethyl-anthracene | 5.23 | 20.1 | 4.8 | 1.8 | 20.95 |
Chloroethane | 1.3 | 15.7 | 6.1 | 2.9 | 7.08 |
Chloroform | 1.71 | 17.8 | 3.1 | 5.7 | 8.05 |
7-(Chloromethyl)benz[a]anthracene | 5.7 | 20.7 | 5.8 | 1.8 | 22.89 |
9-Chloromethyl-10-methyl-anthracene | 5.12 | 19.8 | 4.3 | 2.2 | 20.95 |
3-Chloro-2-methylpropene | 1.73 | 16.2 | 5.6 | 2 | 9.88 |
p,p' -DDD | 5.77 | 20.2 | 5.5 | 4.1 | 23.53 |
p,p' -DDE | 5.81 | 20.2 | 6.5 | 3.7 | 23.05 |
1,4-Dichlorobenzene | 3.11 | 19.7 | 5.6 | 2.7 | 11.74 |
1,2-Dichloroethane | 1.59 | 18 | 7.4 | 4.1 | 7.94 |
Dichloromethane | 1.08 | 17 | 7.3 | 7.1 | 6.44 |
1,2-Dichloropropane | 2 | 17.3 | 7.1 | 2.9 | 9.82 |
1,3-Dichloropropane | 1.8 | 18 | 8.2 | 3 | 9.57 |
Heptachlor | 3.59 | 19.4 | 7.2 | 2.1 | 18.36 |
Hexachlorobenzene | 5.37 | 20.3 | 2.1 | 0 | 16.49 |
Hexachloroethane | 3.21 | 18.6 | 2 | 0 | 14.36 |
Methylallyl chloride | 2 | 16.1 | 7.1 | 4.2 | 9.56 |
Mirex | 6.33 | 19.1 | 10.8 | 4.8 | 9.05 |
Pentachloroethane | 2.71 | 18.2 | 3.2 | 2.4 | 12.08 |
1,1,1,2-Tetrachloroethane | 2.4 | 18 | 4.4 | 4.2 | 10.95 |
1,1,2,2-Tetrachloroethane | 2.22 | 18.8 | 5.1 | 5.3 | 10.58 |
Tetrachloroethylene | 2.42 | 18.3 | 5.7 | 0 | 10.28 |
1,1,2-Trichloroethane | 1.9 | 18.2 | 5.3 | 6.8 | 9.29 |
Trichloroethylene | 2.25 | 18 | 3.1 | 5.3 | 9.01 |
1,2,3-Trichloropropane | 2.29 | 17.8 | 12.3 | 3.4 | 10.65 |
Vinyl chloride | 1.66 | 16 | 6.5 | 2.4 | 6.47 |
Chlorobenzene | 2.54 | 19 | 4.3 | 2 | 10.21 |
1-Chlorobutane | 2.2 | 16.2 | 5.5 | 2 | 10.45 |
DDT 〈p,p' -DDT,o,p' -DDT〉(p,p' -DDT) | 6.33 | 20 | 5.5 | 3.1 | 26.88 |
DDT 〈p,p' -DDT,o,p' -DDT〉(o,p' -DDT) | 6.33 | 20 | 4.4 | 2.9 | 24.96 |
1,2-Dichlorobenzene | 3.11 | 19.2 | 6.3 | 3.3 | 11.3 |
1,1-Dichloroethane | 1.43 | 16.5 | 7.8 | 3 | 8.47 |
Hexachlorocyclopentadiene | 2.02 | 19.2 | 5.1 | 0.4 | 15.63 |
Lindane | 4.2 | 18.8 | 15.4 | 1.5 | 20.8 |
Pentachlorobenzene | 4.81 | 21.7 | 4.3 | 0 | 14.84 |
1,1,1-Trichloroethane | 2.1 | 16.8 | 4.3 | 2 | 9.93 |
Vinylidene chloride | 1.83 | 16.4 | 5.2 | 2.4 | 8.04 |
41 | - | 21.7 | 4.3 | 0 | 14.84 | Pentachlorobenzene | C6HCl5 |
39 | - | 19.2 | 5.1 | 0.4 | 15.63 | Hexachlorocyclopentadiene | C5Cl6 |
33 | - | 19 | 4.3 | 2 | 10.21 | Chlorobenzene | C6H5Cl |
42 | - | 16.8 | 4.3 | 2 | 9.93 | 1,1,1-Trichloroethane | C2H3Cl3 |
34 | - | 16.2 | 5.5 | 2 | 10.45 | 1-Chlorobutane | C4H9Cl |
43 | - | 16.4 | 5.2 | 2.4 | 8.04 | Vinylidene chloride | C2H2Cl2 |
37 | - | 19.2 | 6.3 | 3.3 | 11.3 | 1,2-Dichlorobenzene | C6H4Cl2 |
38 | - | 16.5 | 7.8 | 3 | 8.47 | 1,1-Dichloroethane | C2H4Cl2 |
35 | - | 20 | 5.5 | 3.1 | 26.88 | DDT 〈p,p' -DDT,o,p' -DDT〉(p,p' -DDT) | C14H9Cl5 |
36 | - | 20 | 4.4 | 2.9 | 24.96 | DDT 〈p,p' -DDT,o,p' -DDT〉(o,p' -DDT) | C14H9Cl5 |
40 | - | 18.8 | 15.4 | 1.5 | 20.8 | Lindane | C6H6Cl6 |
HSP of 35, 36 are very similar.
(41,39) (33,42) (42, 34, 43) (37,38) are also very similar.
The neural network method failed to classify 15.
No. 15 [19.7, 5.6, 2.7] 1,4-Dichlorobenzene
No. 1 [19.5, 4.7, 2.5], No. 37 [19.2, 6.3, 3.3], No. 27 [18.8. 5.1, 5.3], No. 26[18, 4.4, 4.2]
The neural network method failed to classify 21.
No. 21 [20.3, 2.1, 0.0] Hexachlorobenzene
No. 41[21.7, 4.3, 0.0], No. 22[18.6, 2.0, 0.0], NO. 39[19.2, 5.1, 0.4]
The neural network method failed to classify 34.
No. 34 [16.2, 5.5, 2] 1-Chlorobutane
No. 42 [16.8, 4.3, 2], No.12[16.2. 5.6, 2], No.28[18.3, 5.7, 0.0]
So, neural network can not give right answer that HSP is very similar but +- is opposite.
If I have new compounds, I calculate HSP and Map to SOM, if the vectors are near to colored zone, It may - of carcinogenicity.
This qualitative analysis sometime work very well.
Please try SOM with HSP!
2010.10.12
Yesterday, I watched TV about new medicine for cancer.
That medicine stop the stream of blood, and kill only cancer.
From the point of polymer chemist (like me), swelling phenomena by solvent is very popular.
If the solubility parameter of cancer cell and normal cell are very different, and some chemicals are easily dissolve into cancer cell and swelling it, that chemical press blood vessel.
I want to know the HSP of that medicine and want to try other chemicals that have same HSP with the medicine.
HSPiP V.3.1.X estimation result for these compounds
If you want to know how to draw molecules, please refer to Power Tools applications. The full version of this estimation routine is implemented into Y-Predict Powert Tools in HSPiP ver. 4.
HSPiP(Hansen Solubility Parameters in Practice)The first edition of HSPiP that appeared in November, 2008, greatly enhanced the usefulness of the Hansen solubility parameters (HSP). The HSP values of over 1200++ chemicals and 500 polymers are provided in convenient electronic format and have been revised and updated using the latest data sources in the second edition (March, 2009). A third edition of the HSPiP appeared in March, 2010. There are now 10,000 compounds in the HSP file which also includes data on density, melting point, boiling point, critical parameters, Antoine constants and much more. The user is able to carry out many different sorts of optimisations of solubility, evaporation, diffusion, adhesion, create their own datasets (automatically if required) and explore the huge range of applications for HSP in coatings, paints, nanoparticles, cosmetics, pharma, organic photovoltaics and much more. The 3rd Edition v3.1 was released on 12 December 2010. Current users can upgrade free (now v3.1.09) by downloading the latest .msi installer from http://hansen-solubility.com The 4th Edition v4.0.x was released on 2 Jan. 2013. The Current users can upgrade with free charge. 2013.1.28 The Visual How to manual of HSPiP. You can understand what HSPiP can do.
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Other topic of Bio Medical
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