dG_separated threshold for identifying non-binding peptides with InterfaceAnalyzer.

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    • #2551
      Anonymous

        Hello,

        I am a beginner in protein modelling/analysis and trying to learn through tutorials and the forums here.

        A bit of a background of my present Task: I have a crystal structure of an Ab-Ag complex (AbFab with Ag peptide). I also have experimental data on binding affinities of several Ag peptide variants. I want to use this data to predict binding ability of novel Ag peptide variants with the same Ab.

        What I have done so far: Relaxed the Pdb structure to be used with rosetta, added mutations to the peptide using Fixbb, relaxed the structure again, used flexpepdock refine to allow peptide backbone flexibility and finally InterfaceAnalyzer to calculate dG_separated.

        My questions: 1) Is this workflow okay? 2) The plan is to build a range of dG_separated values based on experimental data of peptide binders vs Non binders and using those to predict the binding ability of the novel peptide variants. I understand that rosetta doesn’t predict binding energies in kcal/mol and uses REU that correlate linearly with binding energy. Our collaborators use RDOCK energy of -6 kcal/mol as an empirically-fixed threshold to distinguish between potential binders and non-binders. Does such a threshold value exist for rosetta?

        I’d greatly appreciate any and all suggestions. Thanks!

      • #11999
        Anonymous

          Your pipeline for modeling is perfect.  (Or at least it’s what I would have done).

          I don’t have an answer for your threshold value.  I would guess that it varies with the system anyway (or, put another way, that programs that claim to have solid thresholds regardless of system may be over-claiming).  A good rule of thumb is that if Rosetta thinks it it is really bad or really good, Rosetta is probably right, but for ddgs with low absolute values, they are all predictions of 0.  

          I would guess that something like 3 REU represents enough absolute value to be a “strong signal” (that’s two perfect hydrogen bonds worth of energy).  

        • #12520
          Anonymous

            Your pipeline for modeling is perfect.  (Or at least it’s what I would have done).

            I don’t have an answer for your threshold value.  I would guess that it varies with the system anyway (or, put another way, that programs that claim to have solid thresholds regardless of system may be over-claiming).  A good rule of thumb is that if Rosetta thinks it it is really bad or really good, Rosetta is probably right, but for ddgs with low absolute values, they are all predictions of 0.  

            I would guess that something like 3 REU represents enough absolute value to be a “strong signal” (that’s two perfect hydrogen bonds worth of energy).  

          • #13041
            Anonymous

              Your pipeline for modeling is perfect.  (Or at least it’s what I would have done).

              I don’t have an answer for your threshold value.  I would guess that it varies with the system anyway (or, put another way, that programs that claim to have solid thresholds regardless of system may be over-claiming).  A good rule of thumb is that if Rosetta thinks it it is really bad or really good, Rosetta is probably right, but for ddgs with low absolute values, they are all predictions of 0.  

              I would guess that something like 3 REU represents enough absolute value to be a “strong signal” (that’s two perfect hydrogen bonds worth of energy).  

            • #12001
              Anonymous

                -100 does seem awfully large.  I assume it’s just a very large, very tight interface?  Your pipeline as a whole looks fine to me.

                You can try -extrachi_cutoff 0 with interface analyzer – currently you’ll be using more rotamers for the bound packing than the unbound packing; that shouldn’t be able to make that large a difference but you can try it.

              • #12522
                Anonymous

                  -100 does seem awfully large.  I assume it’s just a very large, very tight interface?  Your pipeline as a whole looks fine to me.

                  You can try -extrachi_cutoff 0 with interface analyzer – currently you’ll be using more rotamers for the bound packing than the unbound packing; that shouldn’t be able to make that large a difference but you can try it.

                • #13043
                  Anonymous

                    -100 does seem awfully large.  I assume it’s just a very large, very tight interface?  Your pipeline as a whole looks fine to me.

                    You can try -extrachi_cutoff 0 with interface analyzer – currently you’ll be using more rotamers for the bound packing than the unbound packing; that shouldn’t be able to make that large a difference but you can try it.

                  • #12000
                    Anonymous

                      Thank you for your reply!

                      I am getting more than 3 REU ddg in some cases, although the I_sc values I get are a bit unrealistic I think. From what I understand, values between -5 and -10 are considered acceptable, but I am getting values around -25, also my dG_separated values are around -100. I am not sure if it’s alright or I am doing something wrong.

                      Here are my workflow commands for reference:-

                      Fixbb:- fixbb.mpi.linuxgccrelease -database path_to_database -s Native_relaxed.pdb -resfile resfile.txt -ex1 -ex2 -use_input_sc -nstruct 1 -linmem_ig 20 -overwrite

                      relax:- relax.mpi.linuxgccrelease -database path_to_database -relax:constrain_relax_to_start_coords -relax:ramp_constraints false -ex1 -ex2 -use_input_sc -flip_HNQ -no_optH false -nstruct 1 -in:file:s file.pdb

                      flexpepdock:- 100 decoys with lowres-preptimize peprefine flag and 100 with only peprefine flags as follows

                      FlexPepDocking.linuxgccrelease -database path_to_database -s Fixbb_relaxed_ppk.pdb -native Native_relaxed.pdb -receptor_chain A -peptide_chain P -out:file:silent lowres_decoys.silent -out:file:silent_struct_type binary -pep_refine -ex1 -ex2aro -use_input_sc -nstruct 100 -lowres_preoptimize

                      FlexPepDocking.linuxgccrelease -database path_to_database -s Fixbb_PC2_relaxed_ppk.pdb -native Native_relaxed.pdb -receptor_chain A -peptide_chain P -out:file:silent peprefine_decoys.silent -out:file:silent_struct_type binary -pep_refine -ex1 -ex2aro -use_input_sc -nstruct 100

                      Following this, I take top10 poses from each category and perform interface analysis as follows:

                      InterfaceAnalyzer.mpi.linuxgccrelease -database path_to_database -in:file:silent peprefine_decoys.silent -in:file:tags `cat top10.txt` -native Native_relaxed.pdb -out:file:score_only -out:file:scorefile interfacescore.sc -ex1 -ex2aro -compute_packstat true -pack_separated true -pack_input true -use_input_sc -fixedchains A -nstruct 5 -overwrite

                      Thanks!

                       

                       

                       

                    • #12521
                      Anonymous

                        Thank you for your reply!

                        I am getting more than 3 REU ddg in some cases, although the I_sc values I get are a bit unrealistic I think. From what I understand, values between -5 and -10 are considered acceptable, but I am getting values around -25, also my dG_separated values are around -100. I am not sure if it’s alright or I am doing something wrong.

                        Here are my workflow commands for reference:-

                        Fixbb:- fixbb.mpi.linuxgccrelease -database path_to_database -s Native_relaxed.pdb -resfile resfile.txt -ex1 -ex2 -use_input_sc -nstruct 1 -linmem_ig 20 -overwrite

                        relax:- relax.mpi.linuxgccrelease -database path_to_database -relax:constrain_relax_to_start_coords -relax:ramp_constraints false -ex1 -ex2 -use_input_sc -flip_HNQ -no_optH false -nstruct 1 -in:file:s file.pdb

                        flexpepdock:- 100 decoys with lowres-preptimize peprefine flag and 100 with only peprefine flags as follows

                        FlexPepDocking.linuxgccrelease -database path_to_database -s Fixbb_relaxed_ppk.pdb -native Native_relaxed.pdb -receptor_chain A -peptide_chain P -out:file:silent lowres_decoys.silent -out:file:silent_struct_type binary -pep_refine -ex1 -ex2aro -use_input_sc -nstruct 100 -lowres_preoptimize

                        FlexPepDocking.linuxgccrelease -database path_to_database -s Fixbb_PC2_relaxed_ppk.pdb -native Native_relaxed.pdb -receptor_chain A -peptide_chain P -out:file:silent peprefine_decoys.silent -out:file:silent_struct_type binary -pep_refine -ex1 -ex2aro -use_input_sc -nstruct 100

                        Following this, I take top10 poses from each category and perform interface analysis as follows:

                        InterfaceAnalyzer.mpi.linuxgccrelease -database path_to_database -in:file:silent peprefine_decoys.silent -in:file:tags `cat top10.txt` -native Native_relaxed.pdb -out:file:score_only -out:file:scorefile interfacescore.sc -ex1 -ex2aro -compute_packstat true -pack_separated true -pack_input true -use_input_sc -fixedchains A -nstruct 5 -overwrite

                        Thanks!

                         

                         

                         

                      • #13042
                        Anonymous

                          Thank you for your reply!

                          I am getting more than 3 REU ddg in some cases, although the I_sc values I get are a bit unrealistic I think. From what I understand, values between -5 and -10 are considered acceptable, but I am getting values around -25, also my dG_separated values are around -100. I am not sure if it’s alright or I am doing something wrong.

                          Here are my workflow commands for reference:-

                          Fixbb:- fixbb.mpi.linuxgccrelease -database path_to_database -s Native_relaxed.pdb -resfile resfile.txt -ex1 -ex2 -use_input_sc -nstruct 1 -linmem_ig 20 -overwrite

                          relax:- relax.mpi.linuxgccrelease -database path_to_database -relax:constrain_relax_to_start_coords -relax:ramp_constraints false -ex1 -ex2 -use_input_sc -flip_HNQ -no_optH false -nstruct 1 -in:file:s file.pdb

                          flexpepdock:- 100 decoys with lowres-preptimize peprefine flag and 100 with only peprefine flags as follows

                          FlexPepDocking.linuxgccrelease -database path_to_database -s Fixbb_relaxed_ppk.pdb -native Native_relaxed.pdb -receptor_chain A -peptide_chain P -out:file:silent lowres_decoys.silent -out:file:silent_struct_type binary -pep_refine -ex1 -ex2aro -use_input_sc -nstruct 100 -lowres_preoptimize

                          FlexPepDocking.linuxgccrelease -database path_to_database -s Fixbb_PC2_relaxed_ppk.pdb -native Native_relaxed.pdb -receptor_chain A -peptide_chain P -out:file:silent peprefine_decoys.silent -out:file:silent_struct_type binary -pep_refine -ex1 -ex2aro -use_input_sc -nstruct 100

                          Following this, I take top10 poses from each category and perform interface analysis as follows:

                          InterfaceAnalyzer.mpi.linuxgccrelease -database path_to_database -in:file:silent peprefine_decoys.silent -in:file:tags `cat top10.txt` -native Native_relaxed.pdb -out:file:score_only -out:file:scorefile interfacescore.sc -ex1 -ex2aro -compute_packstat true -pack_separated true -pack_input true -use_input_sc -fixedchains A -nstruct 5 -overwrite

                          Thanks!

                           

                           

                           

                        • #12019
                          Anonymous

                            Hello,

                            As you predicted, -extrachi_cutoff 0 did not make a huge difference to the dG_separated values. Although, I seem to have solved the issue of <-90 values. Previously, I had given all the Ab chains the same ID. When I maintained the heavy-light chain IDs as H and L, the dG_separated values dropped down to ~-25. Interestingly, if you give the flag ‘-fixedchains HL’ instead of ‘-fixedchains H L’, the same value difference (~-100 vs ~-25) can be observed. Probably a silly mistake on my part, but I will leave it here for anybody who might make the same mistake.

                            With respect to your comment regarding 3 REU representing enough absolute value to be a “strong signal” (that’s two perfect hydrogen bonds worth of energy) i.e. significant difference in interaction, I’d really appreciate your providing a reference that would help me understand this concept better.

                            Thank you!

                          • #12540
                            Anonymous

                              Hello,

                              As you predicted, -extrachi_cutoff 0 did not make a huge difference to the dG_separated values. Although, I seem to have solved the issue of <-90 values. Previously, I had given all the Ab chains the same ID. When I maintained the heavy-light chain IDs as H and L, the dG_separated values dropped down to ~-25. Interestingly, if you give the flag ‘-fixedchains HL’ instead of ‘-fixedchains H L’, the same value difference (~-100 vs ~-25) can be observed. Probably a silly mistake on my part, but I will leave it here for anybody who might make the same mistake.

                              With respect to your comment regarding 3 REU representing enough absolute value to be a “strong signal” (that’s two perfect hydrogen bonds worth of energy) i.e. significant difference in interaction, I’d really appreciate your providing a reference that would help me understand this concept better.

                              Thank you!

                            • #13061
                              Anonymous

                                Hello,

                                As you predicted, -extrachi_cutoff 0 did not make a huge difference to the dG_separated values. Although, I seem to have solved the issue of <-90 values. Previously, I had given all the Ab chains the same ID. When I maintained the heavy-light chain IDs as H and L, the dG_separated values dropped down to ~-25. Interestingly, if you give the flag ‘-fixedchains HL’ instead of ‘-fixedchains H L’, the same value difference (~-100 vs ~-25) can be observed. Probably a silly mistake on my part, but I will leave it here for anybody who might make the same mistake.

                                With respect to your comment regarding 3 REU representing enough absolute value to be a “strong signal” (that’s two perfect hydrogen bonds worth of energy) i.e. significant difference in interaction, I’d really appreciate your providing a reference that would help me understand this concept better.

                                Thank you!

                              • #12020
                                Anonymous

                                  Reading between the lines a little – the -100 is probably due to it moving ONLY the light or heavy chain and NOT the other ab chain – this will give you an absurd interface energy because it is calculating the energy of the large, constitutive H:L interface plus part of your intended interface.  Fixing the chain letters and using -fixedchains correctly (hopefully “correctly” means “however the documentation says” – if that’s not true, warn me so I can go bug hunting or documentation fixing) ought to give you correct values.

                                • #12541
                                  Anonymous

                                    Reading between the lines a little – the -100 is probably due to it moving ONLY the light or heavy chain and NOT the other ab chain – this will give you an absurd interface energy because it is calculating the energy of the large, constitutive H:L interface plus part of your intended interface.  Fixing the chain letters and using -fixedchains correctly (hopefully “correctly” means “however the documentation says” – if that’s not true, warn me so I can go bug hunting or documentation fixing) ought to give you correct values.

                                  • #13062
                                    Anonymous

                                      Reading between the lines a little – the -100 is probably due to it moving ONLY the light or heavy chain and NOT the other ab chain – this will give you an absurd interface energy because it is calculating the energy of the large, constitutive H:L interface plus part of your intended interface.  Fixing the chain letters and using -fixedchains correctly (hopefully “correctly” means “however the documentation says” – if that’s not true, warn me so I can go bug hunting or documentation fixing) ought to give you correct values.

                                    • #12021
                                      Anonymous

                                        Thank you for clarifying! The documentation is correct as well, it was a silly mistake on my part. Marking the post as ‘solved’ now!

                                      • #12542
                                        Anonymous

                                          Thank you for clarifying! The documentation is correct as well, it was a silly mistake on my part. Marking the post as ‘solved’ now!

                                        • #13063
                                          Anonymous

                                            Thank you for clarifying! The documentation is correct as well, it was a silly mistake on my part. Marking the post as ‘solved’ now!

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