The emergence of acquired drug resistance results from multiple compensatory mechanisms acting to prevent cell death. Simultaneous monitoring of proteins involved in drug resistance is a major challenge for both elucidation of the underlying biology and development of candidate biomarkers for assessment of personalized cancer therapy. Here, we have utilized an integrated analytical platform based on SDS-PAGE protein fractionation prior to liquid chromatography coupled to multiple reaction monitoring mass spectrometry, a versatile and powerful tool for targeted quantification of proteins in complex matrices, to evaluate a well-characterized model system of melphalan resistance in multiple myeloma (MM). Quantitative assays were developed to measure protein expression related to signaling events and biological processes relevant to melphalan resistance in multiple myeloma, specifically: nuclear factor-κB subunits, members of the Bcl-2 family of apoptosis-regulating proteins, and Fanconi Anemia DNA repair components. SDS-PAGE protein fractionation prior to liquid chromatography coupled to multiple reaction monitoring methods were developed for quantification of these selected target proteins in amounts of material compatible with direct translation to clinical specimens (i.e. less than 50,000 cells). As proof of principle, both relative and absolute quantification were performed on cell line models of MM to compare protein expression before and after drug treatment in naïve cells and in drug resistant cells; these liquid chromatography-multiple reaction monitoring results are compared with existing literature and Western blots. The initial stage of a systems biology platform for examining drug resistance in MM has been implemented in cell line models and has been translated to MM cells isolated from a patient. The ultimate application of this platform could assist in clinical decision-making for individualized patient treatment. Although these specific assays have been developed to monitor MM, these techniques are expected to have broad applicability in cancer and other types of disease. The emergence of acquired drug resistance results from multiple compensatory mechanisms acting to prevent cell death. Simultaneous monitoring of proteins involved in drug resistance is a major challenge for both elucidation of the underlying biology and development of candidate biomarkers for assessment of personalized cancer therapy. Here, we have utilized an integrated analytical platform based on SDS-PAGE protein fractionation prior to liquid chromatography coupled to multiple reaction monitoring mass spectrometry, a versatile and powerful tool for targeted quantification of proteins in complex matrices, to evaluate a well-characterized model system of melphalan resistance in multiple myeloma (MM). Quantitative assays were developed to measure protein expression related to signaling events and biological processes relevant to melphalan resistance in multiple myeloma, specifically: nuclear factor-κB subunits, members of the Bcl-2 family of apoptosis-regulating proteins, and Fanconi Anemia DNA repair components. SDS-PAGE protein fractionation prior to liquid chromatography coupled to multiple reaction monitoring methods were developed for quantification of these selected target proteins in amounts of material compatible with direct translation to clinical specimens (i.e. less than 50,000 cells). As proof of principle, both relative and absolute quantification were performed on cell line models of MM to compare protein expression before and after drug treatment in naïve cells and in drug resistant cells; these liquid chromatography-multiple reaction monitoring results are compared with existing literature and Western blots. The initial stage of a systems biology platform for examining drug resistance in MM has been implemented in cell line models and has been translated to MM cells isolated from a patient. The ultimate application of this platform could assist in clinical decision-making for individualized patient treatment. Although these specific assays have been developed to monitor MM, these techniques are expected to have broad applicability in cancer and other types of disease. Multiple myeloma (MM) 1The abbreviations used are: MMmultiple myelomaLC-MRMliquid chromatography coupled to multiple reaction monitoring mass spectrometryNFκBnuclear factor-κBADRacquired drug resistanceFAFanconi AnemiaBRCAbreast cancer susceptibility proteinsGeLC-MRMSDS-PAGE protein fractionation prior to liquid chromatography coupled to multiple reaction monitoringSISstable-isotope-labeled standardIC50half-maximal inhibitory concentration. 1The abbreviations used are: MMmultiple myelomaLC-MRMliquid chromatography coupled to multiple reaction monitoring mass spectrometryNFκBnuclear factor-κBADRacquired drug resistanceFAFanconi AnemiaBRCAbreast cancer susceptibility proteinsGeLC-MRMSDS-PAGE protein fractionation prior to liquid chromatography coupled to multiple reaction monitoringSISstable-isotope-labeled standardIC50half-maximal inhibitory concentration. is an incurable malignancy of plasma cells harbored in the bone marrow, which is clinically characterized by secretion of monoclonal antibodies, calcium dysregulation, anemia, lytic bone lesions, and kidney damage. For five decades, therapeutic regimens for MM have included the alkylating agent, melphalan (p-di-2-chloroethylamino-1-phenylalanine, l-phenylalanine mustard, or l-PAM) (1Kyle R.A. Rajkumar S.V. Treatment of multiple myeloma: a comprehensive review.Clin. Lymphoma Myeloma. 2009; 9: 278-288Abstract Full Text PDF with or in with the of for and is the of with cell Although MM to treatment is of the emergence of drug of the of acquired drug resistance for patient assessment and mechanisms of have been for MM in cell line models developed by to and of a multiple myeloma cell Multiple mechanisms drug resistance to in the myeloma cell is a in resistance for the of acquired and of and acquired melphalan resistance in an multiple myeloma cell line The is involved in DNA repair and for melphalan resistance in multiple myeloma the Fanconi drug resistance in multiple 2009; models were to drug to to or biomarkers could translated to assessment of MM model systems drug resistance is from multiple and of on the of multiple myeloma liquid chromatography coupled to multiple reaction monitoring mass nuclear factor-κB acquired drug resistance Fanconi Anemia cancer susceptibility proteins SDS-PAGE protein fractionation prior to liquid chromatography coupled to multiple reaction monitoring inhibitory concentration. multiple myeloma liquid chromatography coupled to multiple reaction monitoring mass nuclear factor-κB acquired drug resistance Fanconi Anemia cancer susceptibility proteins SDS-PAGE protein fractionation prior to liquid chromatography coupled to multiple reaction monitoring inhibitory concentration. The biology of model of the cell selected by of MM cells to the agent, has been to the of mechanisms of drug resistance in MM, of signaling expression of Bcl-2 family and DNA repair and of a multiple myeloma cell and of and acquired melphalan resistance in an multiple myeloma cell line The is involved in DNA repair and for melphalan resistance in multiple myeloma the Fanconi drug resistance in multiple 2009; The these protein have been cancer biology techniques The and of MM cells; of signaling are in of MM the in multiple Full Text Full Text PDF has been to and to to drug resistance in cancer MM and of multiple myeloma R.A. drug resistance in multiple myeloma: the emergence of therapeutic to in the myeloma cell of signaling expression of proteins and DNA repair the Fanconi Anemia and drug resistance the Fanconi drug resistance in multiple 2009; As a the of is a to in or biomarkers in expression of proteins in and therapeutic regimens for personalized the Fanconi drug resistance in multiple 2009; and for Treatment of Multiple with in multiple in the have been in melphalan resistance and of a multiple myeloma cell of signaling resistance to in myeloma Full Text Full Text PDF of in cells a resistance to and the of and proteins cell in to a of and of these is in cancer and specific have been in drug resistance Bcl-2 family proteins and in the and in drug of have been in and cell expression a for to expression in multiple myeloma: of of myeloma plasma cells by an of Bcl-2 has been to for the of myeloma and of MM cells from is in multiple myeloma and with and The in multiple myeloma cells and of and multiple myeloma cells has been a therapeutic target of in and is a therapeutic target in multiple types of 2009; biology of therapeutic in the and expression the of myeloma cells The and expression the of myeloma family to a and Bcl-2 to with or Full Text Full Text PDF a from in to of cell Full Text Full Text PDF and and of and acquired melphalan resistance in an multiple myeloma cell line have been to the mechanisms cell in of the of and family the of proteins for comprehensive of proteins in the Bcl-2 family therapeutic and in both model systems and of these proteins candidate biomarkers for and drug resistance in MM models of melphalan the repair of DNA from expression of in the Fanconi Anemia and cancer susceptibility proteins and of and acquired melphalan resistance in an multiple myeloma cell line The in this is the of the repair and The Fanconi signaling in of a of Fanconi and of this in repair of DNA and by and and of Fanconi proteins in DNA 2009; The repair of the to drug resistance in MM and other of DNA a of clinical resistance to melphalan in multiple R.A. DNA repair for cancer with the development of drug resistance in cell and of and acquired melphalan resistance in an multiple myeloma cell line the Fanconi drug resistance in multiple 2009; with patient DNA in a for clinical in multiple The Fanconi resistance to DNA alkylating of DNA repair could a for and resistance to of these of of and DNA repair the the underlying biology of and a for resistance to alkylating in this development of methods to evaluate multiple for the development of personalized therapeutic multiple reaction monitoring mass selected reaction has an for targeted and quantification of proteins in the complex to biological and clinical The of liquid chromatography and multiple selected reaction monitoring translated from to mass of in to from target proteins quantification of specific model application with and to the assessment of of proteins Quantitative mass multiple reaction monitoring assays for major plasma Full Text Full Text PDF Multiple reaction absolute of proteins in 2009; Full Text Full Text PDF assays for proteins in plasma by targeted mass and Full Text Full Text PDF of the existing literature on the development and of in and the and to clinical for mass and of biomarkers in a model of has been to biomarkers of by protein expression in acquired from to from of an absolute quantification biomarkers liquid chromatography coupled to mass of protein in the of with multiple reaction monitoring mass and quantification of the model in by protein and mass has been to in monitoring signaling and which for the elucidation of biological processes of signaling in cancer cell and cells reaction monitoring mass 9: Multiple reaction monitoring for of signaling on the in these prior a SDS-PAGE for protein fractionation prior to has been developed for quantification of selected protein relevant to drug resistance in based on the prior and of of SDS-PAGE a fractionation prior to liquid chromatography coupled to mass a has been used to Quantitative of and for fractionation methods in 9: for for cancer and in 9: of protein fractionation and on of for complex 9: protein and in of cell by and liquid mass Although of these in the of with absolute quantification quantification of the by and The absolute quantification a for the quantification of proteins and quantification of proteins and from cell by quantification of proteins in and in by mass quantification of these proteins by to amounts of this we the of signaling and biological processes related to in protein expression for subunits, proteins, and selected proteins have been with the of protein from cells of material used to challenge the of the to for the in protein by the of clinical bone The is the initial stage of a systems biology platform by cancer biology used to monitor drug and in MM, quantification of multiple candidate biomarkers in the of cells expected from patient The of the platform is by of protein expression in models based on the cell line a of and the a in the and the cell line is characterized by the and has and is by an of signaling resistance to in myeloma Full Text Full Text PDF of resistant and multiple myeloma to 9: of of in myeloma cell were by in of drug and of a multiple myeloma cell The is involved in DNA repair and for melphalan resistance in multiple myeloma the Fanconi drug resistance in multiple 2009; of these assays to protein quantification in isolated MM cells from a bone the of patient were from the liquid chromatography and were from and The Bcl-2 and were acquired from and were from The were from used to the are by a were from to were and and with were with in and with mass to evaluate of and with were by were by and both and by and by for the the of the with to the of a were with or the by for and for and for and The were coupled with for with monitoring of the with the and for of the the on the were and of to the The were and from the The were and before the were with the were in and The and MM cell were from the The for development of and cells has been and of a multiple myeloma cell multiple myeloma cells were in with and in a in The drug resistant cell line in in were in and in to proteins to DNA and Fanconi Anemia The were and for of cell of protein to the from were by in and on for were by with of in and by were of by the and the of the cell and by the expected of a protein to a The proteins were with with and with were to the after were to by and in with prior to mass of by in are with the of protein from cells from cells and by SDS-PAGE performed for of expression for selected proteins the As a for an and MM patient acquired before treatment and a by the of of bone for For isolated bone cells were a of cells with or and were acquired and an with and for of for The of the than and for were the for cell were selected based on prior and the development of targeted from to 2009; or an for and targeted for in of the proteins and of and For were to in and were were other from to were of the and the of the were used to prior to based on the of of developed for in these were in biological in to of in The and selected are in and selected for monitoring subunits, Bcl-2 family and Fanconi Anemia DNA repair in the of of or and of quantification are the of the of the for are in a a system or of the protein from a for a with and were a of The system of with and with performed on and mass from with a and were to in to in and for with of for based on the of the for of the or an for and targeted The of of the to for in the to absolute and relative were performed for biological and a of biological have been for and the of target and of proteins by SDS-PAGE has been to for assays for signaling proteins and to cancer biology of signaling in cancer cell and cells reaction monitoring mass 9: has to Western the is for the in and for protein the cell used in these SDS-PAGE coupled with is a to candidate from these and clinically relevant proteins with a of in a to on prior Western were to the of the protein and a of by the of the in these proteins were in from the of the has for of proteins and nuclear factor-κB and the and were from the and specific quantification of these proteins are in other types of and absolute quantification by to in to for of the of and from the absolute quantification by a for protein expression quantification of proteins in and in by mass protein and are compared with Western or amounts of As in absolute quantification of protein expression in in relative protein expression were by both relative and absolute quantification were with cells were for Western of For were performed with a of cells of For of these proteins, amounts of protein could have been For Bcl-2 and were in less than cells The of to of protein in a a of assays could developed to the expression of other proteins a in drug The of a systems biology to the elucidation of of drug resistance in MM cell with the ultimate of assessment in patient The of of this clinical platform is by apoptosis-regulating proteins, and selected proteins in cell and a patient of apoptosis-regulating proteins in the Bcl-2 family in drug and melphalan resistant myeloma expression with and after of melphalan to naïve MM cells in protein expression is in cell with acquired drug resistance are are relative to the and are for of naïve MM cells both before and after treatment to cells have acquired drug and in protein The to both and cells are with Western for selected proteins drug and in acquired drug resistance are for naïve and cells the protein in cell quantification of selected signaling proteins, Bcl-2 family and Fanconi Anemia DNA repair proteins in naïve and melphalan resistant multiple myeloma cell The expression of protein is in the protein in cell of for are were used the of the in protein expression naïve and drug resistant cell in a signaling the of SDS-PAGE and The is for the of and and from the and to assessment of these proteins from the the initial we selected from the of the and acquired to in to monitor the in to the were developed for and and and in cell line and of for are in The of the naïve and cell is from For of cell to naïve cell relative expression have been in Western are for of protein expression the of expression of proteins in naïve and cell are in with Western in the for of the in the for by a of the of were to the to cell were for the by a of in compared with the by a of a which of the to acquired melphalan in drug resistant an by a of in compared with The in by Western on the absolute quantification of in cells expression of by and of the protein the which from of expression in to in expression of in this model of melphalan of the protein the which from in to in in expression were for and which resistance to melphalan the Fanconi drug resistance in multiple 2009; of the expression of proteins in and cell are in with Western in relative protein expression in and in expression were for and in expression for or The expression of and both by a of in compared with of from of to in the of of the of could to the for the from this of cell to from the expression of were in naïve cells and melphalan resistant cells of to drug resistance to the of naïve and drug resistant the initial of drug cells to melphalan of protein to the cells the inhibitory by cell assays to The initial to the of DNA is to a in the development of drug and to the mechanisms cells for signaling proteins were in cells prior to the of melphalan in the and in of the and of relative expression are in for and for with Western for in and were for both and of the and initial the by the for and by of and after of to for and by of and the after drug the of of are with from the to the expression the by a of the for relative expression is of in signaling after treatment of naïve cells were with the and cells based on the of drug relative expression of both are after treatment the and are and are this of proteins, multiple a candidate for these For the of the of protein selected for of selected and proteins were in the cell line models with absolute quantification in and relative expression in Western are for selected proteins to the are for and assays were developed for and could in these of expression in these cell proteins were the and melphalan resistant cell are in with Western for in in drug resistant cells are with were were for used to monitor the proteins, and expression of and were expression of by a of of and protein expression by Western has been to to the development of in MM cells and of and acquired melphalan resistance in an multiple myeloma cell line to the proteins, and were the cell the proteins, in drug resistant cells by a of and expression in drug resistant cells to and of expression in of and these cell with cell in than cell As an in or proteins were in this of naïve and cell are in with Western for in Bcl-2 both and to and of expression in The in is to by expression of protein of signaling resistance to in myeloma Full Text Full Text PDF of resistant and multiple myeloma to 9: of of in myeloma and after development of were and cell for and in both cell compared with the naïve the expression in and of protein expression in cells before and after treatment with melphalan are in with the Western in The expression of Bcl-2 the of this after by a of and to after treatment. after expression of to the in by a of and to after of treatment. by a of after by a of and to after the of expression a in the initial expression by a of and to The in expression and in expression to the initial of cell The expression of and with the drug treatment. these treatment were than in the the in the expression of the in expression of the apoptosis-regulating proteins with the the and the cell the in and expression the of protein expression could of the in which a of cells by cell for the treatment are in with the Western in in Bcl-2 and expression were with after treatment and Bcl-2 expression from expression to of the expression this expression after treatment were to of and expression and to and compared with The relative expression of to expression after treatment is to and were after expression were and of cells to by of Bcl-2 and and in and As for of the protein expression the to melphalan in cells to expression in for treatment with expression in in and and after treatment were with expression in to examining the expression of the apoptosis-regulating proteins, a the in protein expression for proteins and and and and and in to the of signaling for cell signaling in naïve both before and after and in cells with expression are in in were the expression of proteins were to expression for and were less than of the of the other were and protein expression compared with and are a in than in the of and both and in the of expression of proteins than and and were than the other the expression of are than in proteins were a of proteins were a of and were a of The and has been a of for and cell The and expression the of myeloma this signaling in the expression of to for naïve before and after and for cells with in the is after the to to after treatment. expression and expression the the expression compared with were in the in cells after treatment with of with a to cells than both of cell the cells have expression than the naïve cell on these initial comprehensive performed for Bcl-2 family members with expression in naïve and and for comprehensive of and were have protein by and specific to the proteins have a in protein and were in a by in were to and The are Bcl-2 relative for and to and are expected to a of the protein has been to resistant to both in and in cells is for cell and is to a cell by and to and The of the proteins, and in the with the or were with are in the of the expected in the of the of these are in the and of the expression by cells to naïve cells for protein by is in the proteins from is in the and As in the for and by of and in cells compared with the expression of and is and of the in both the expression of both have in melphalan in the and and and with assays could developed for and which are specific to and which is specific to is to by to and is for cell and is to a cell by The of is and to the to a protein the from an used for The to of the in the and the to of the in the cells and expression to and of the in the cell both models of drug were in were in the and expression by a of and in compared with cells the cell the expression of and are these models of in the expression of were to cell The were for monitoring and The monitoring the used to and after SDS-PAGE The of and are than have with of the other with an used to from other of to to by The of to by to of is the Full Text Full Text PDF to by and in and to by is by the Bcl-2 family members and of the in the in the from and are with the specific which is in by monitoring to The initial of with for and The relative amounts of to and in a to for the of in cells of expression of and compared with both models of the expression of of the were on in the the repair and were in cell to expression of and the both the protein and the and of for are in the is from For of cell to naïve cell expression were in in the expression of and were in compared with the in expression were other Western expression and reaction and of and acquired melphalan resistance in an multiple myeloma cell line The is involved in DNA repair and for melphalan resistance in multiple myeloma the Fanconi drug resistance in multiple 2009; in expression in cells have been in Western The is involved in DNA repair and for melphalan resistance in multiple myeloma an in expression of for in compared with the expression of has been in and have been in in protein expression in cells relative to cells and to relative quantification to the naïve and the absolute expression of these proteins these The expression for and were and cell and and expression are with these proteins a in the of DNA the absolute quantification the of expression of and are in and naïve in protein expression to amounts of DNA repair for the by melphalan in Western relative of in to in protein of these SDS-PAGE used to the protein for of protein expression in the and of the on and could in the amounts of material which of the of quantification were for the from and for the from based on the for both the with monitoring of the of for The and for are the is the For the is the of the both and by the in the the of to for of these with the of both the and for quantification of the of and an for protein MM cells were isolated from the bone of a patient prior treatment. MM cells from amounts of protein than cell line As an of the cell MM cell in and protein compared with cells acquired from we the of cells were to of cells by the of protein is the from the of myeloma of cells of For these were in of the to cells). of the proteins involved in of and repair is in of proteins could results were for translation of the assays for the Bcl-2 family proteins and the results for translation of the for of cells to acquired from the patient. this the bone material the of the to the on the patient The in to or to with which of MM this an based on Western this of cells a Western expression in cells isolated from the bone of a multiple myeloma patient. The amounts in cell and of of the are for in a based platform for assessment of protein expression related to and the Fanconi Anemia DNA has been developed models for to melphalan in MM cell and which have underlying relative and absolute quantification were performed which we have to the on a of reaction monitoring mass assays for therapeutic in of assays an of cancer biology for to of acquired drug resistance and techniques for cancer biology in patient
No takes yet. Share an insight, caveat, or question.
Xiang et al. (2011) studied this question.
Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context: