Systems level characterizations of single and combination drug mechanisms of action in vitro and in vivo

Thesis (Ph. D.)--Massachusetts Institute of Technology, Dept. of Biology, 2012. === This electronic version was submitted by the student author. The certified thesis is available in the Institute Archives and Special Collections. === Cataloged from student submitted PDF version of thesis. === Inclu...

Full description

Bibliographic Details
Main Author: Pritchard, Justin (Justin Robert)
Other Authors: Michael T. Hemann and Douglas A. Lauffenburger.
Format: Others
Language:English
Published: Massachusetts Institute of Technology 2012
Subjects:
Online Access:http://hdl.handle.net/1721.1/72635
id ndltd-MIT-oai-dspace.mit.edu-1721.1-72635
record_format oai_dc
spelling ndltd-MIT-oai-dspace.mit.edu-1721.1-726352019-05-02T15:48:47Z Systems level characterizations of single and combination drug mechanisms of action in vitro and in vivo Pritchard, Justin (Justin Robert) Michael T. Hemann and Douglas A. Lauffenburger. Massachusetts Institute of Technology. Dept. of Biology. Massachusetts Institute of Technology. Dept. of Biology. Biology. Thesis (Ph. D.)--Massachusetts Institute of Technology, Dept. of Biology, 2012. This electronic version was submitted by the student author. The certified thesis is available in the Institute Archives and Special Collections. Cataloged from student submitted PDF version of thesis. Includes bibliographical references. Small molecule characterization is a critical limiting step in cancer drug development. At the present time, high throughput screens of natural products and combinatorial synthesis libraries generate more pharmaceutical leads than can be characterized in detail. Lead optimization further generates many derivatives of these cytotoxic hits in an attempt to generate optimized compounds with better physical or chemical properties. This leaves many promising agents stranded in drug development and poorly characterized. In addition, most small molecules interact biochemically with a diverse set of proteins. While characterizing the diversity of biochemical interactions that can occur is important to understanding function, only a subset are likely to be necessary or sufficient for therapeutic efficacy. In light of this diversity, the functional characterization of the mechanisms of cell death by cytotoxic agents should improve drug discovery by allowing for the early prioritization of cytotoxic leads, derivatized compounds, and targeted inhibitors on the basis of the mechanisms by which they cause death in intact cells. Using RNAi mediated suppression of key mediators of apoptosis; we found that we could predict the functional mechanisms of drug action in lymphoma cells across many categories of cytotoxic therapeutics with as few as 8 shRNAs. Beyond single drug mechanisms, most drugs used in cancer are used as drug combinations. These combinations were largely formulated on two principles: compounds must have a unique mechanism of action so that more cumulative drug can be dosed with non-overlapping toxicity, and they must have statistically independent mechanisms of drug resistance. However, beyond clinical efficacy, the basic mechanisms of combination therapy have never been examined. Thus, in light of the central role of apoptosis in guiding mammalian cell death to cancer therapy, we sought to examine the functional signatures of cell death in the face of combination therapy. Surprisingly we find that RNAi mediated suppression of cell death mediators in response to common cytotoxic regimens, averages both sensitivity and resistance to therapy and neutralizes the effects of genetic variation. This suggests that common cytotoxic regimens are intrinsically depersonalized and difficult to genetically stratify. by Justin Pritchard. Ph.D. 2012-09-11T17:28:28Z 2012-09-11T17:28:28Z 2012 2012 Thesis http://hdl.handle.net/1721.1/72635 806947065 eng M.I.T. theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission. http://dspace.mit.edu/handle/1721.1/7582 212 p. application/pdf Massachusetts Institute of Technology
collection NDLTD
language English
format Others
sources NDLTD
topic Biology.
spellingShingle Biology.
Pritchard, Justin (Justin Robert)
Systems level characterizations of single and combination drug mechanisms of action in vitro and in vivo
description Thesis (Ph. D.)--Massachusetts Institute of Technology, Dept. of Biology, 2012. === This electronic version was submitted by the student author. The certified thesis is available in the Institute Archives and Special Collections. === Cataloged from student submitted PDF version of thesis. === Includes bibliographical references. === Small molecule characterization is a critical limiting step in cancer drug development. At the present time, high throughput screens of natural products and combinatorial synthesis libraries generate more pharmaceutical leads than can be characterized in detail. Lead optimization further generates many derivatives of these cytotoxic hits in an attempt to generate optimized compounds with better physical or chemical properties. This leaves many promising agents stranded in drug development and poorly characterized. In addition, most small molecules interact biochemically with a diverse set of proteins. While characterizing the diversity of biochemical interactions that can occur is important to understanding function, only a subset are likely to be necessary or sufficient for therapeutic efficacy. In light of this diversity, the functional characterization of the mechanisms of cell death by cytotoxic agents should improve drug discovery by allowing for the early prioritization of cytotoxic leads, derivatized compounds, and targeted inhibitors on the basis of the mechanisms by which they cause death in intact cells. Using RNAi mediated suppression of key mediators of apoptosis; we found that we could predict the functional mechanisms of drug action in lymphoma cells across many categories of cytotoxic therapeutics with as few as 8 shRNAs. Beyond single drug mechanisms, most drugs used in cancer are used as drug combinations. These combinations were largely formulated on two principles: compounds must have a unique mechanism of action so that more cumulative drug can be dosed with non-overlapping toxicity, and they must have statistically independent mechanisms of drug resistance. However, beyond clinical efficacy, the basic mechanisms of combination therapy have never been examined. Thus, in light of the central role of apoptosis in guiding mammalian cell death to cancer therapy, we sought to examine the functional signatures of cell death in the face of combination therapy. Surprisingly we find that RNAi mediated suppression of cell death mediators in response to common cytotoxic regimens, averages both sensitivity and resistance to therapy and neutralizes the effects of genetic variation. This suggests that common cytotoxic regimens are intrinsically depersonalized and difficult to genetically stratify. === by Justin Pritchard. === Ph.D.
author2 Michael T. Hemann and Douglas A. Lauffenburger.
author_facet Michael T. Hemann and Douglas A. Lauffenburger.
Pritchard, Justin (Justin Robert)
author Pritchard, Justin (Justin Robert)
author_sort Pritchard, Justin (Justin Robert)
title Systems level characterizations of single and combination drug mechanisms of action in vitro and in vivo
title_short Systems level characterizations of single and combination drug mechanisms of action in vitro and in vivo
title_full Systems level characterizations of single and combination drug mechanisms of action in vitro and in vivo
title_fullStr Systems level characterizations of single and combination drug mechanisms of action in vitro and in vivo
title_full_unstemmed Systems level characterizations of single and combination drug mechanisms of action in vitro and in vivo
title_sort systems level characterizations of single and combination drug mechanisms of action in vitro and in vivo
publisher Massachusetts Institute of Technology
publishDate 2012
url http://hdl.handle.net/1721.1/72635
work_keys_str_mv AT pritchardjustinjustinrobert systemslevelcharacterizationsofsingleandcombinationdrugmechanismsofactioninvitroandinvivo
_version_ 1719029066492805120