Nature Biotechnology
21, 57 - 63 (2002)
Published online: 23 December 2002; | doi:10.1038/nbt774
Fingerprinting the circulating repertoire of antibodies from cancer patientsPaul J. Mintz1, Jeri Kim1, Kim-Anh Do2, Xuemei Wang2, Ralph G. Zinner3, Massimo Cristofanilli4, Marco A. Arap1, Waun Ki Hong3, Patricia Troncoso5, Christopher J. Logothetis1, Renata Pasqualini1, 6
& Wadih Arap1, 61 Department of Genitourinary Medical Oncology, The University of Texas M. D. Anderson Cancer Center, 1515 Holcombe Boulevard, Houston, TX 77030. 2 Department of Biostatistics, The University of Texas M. D. Anderson Cancer Center, 1515 Holcombe Boulevard, Houston, TX 77030. 3 Department of Thoracic/Head & Neck Medical Oncology, The University of Texas M. D. Anderson Cancer Center, 1515 Holcombe Boulevard, Houston, TX 77030. 4 Department of Breast Medical Oncology, The University of Texas M. D. Anderson Cancer Center, 1515 Holcombe Boulevard, Houston, TX 77030. 5 Department of Pathology, The University of Texas M. D. Anderson Cancer Center, 1515 Holcombe Boulevard, Houston, TX 77030. 6 Department of Cancer Biology, The University of Texas M. D. Anderson Cancer Center, 1515 Holcombe Boulevard, Houston, TX 77030.
Correspondence should be addressed to Wadih Arap warap@notes.mdacc.tmc.eduRecognition of molecular diversity in disease is required for the development of targeted therapies. We have developed a screening method based on phage display to select peptides recognized by the repertoire of circulating tumor-associated antibodies. Here we isolated peptides recognized by antibodies purified from the serum of prostate cancer patients. We identified a consensus motif, NXS/TDKS/T, that bound selectively to circulating antibodies from cancer patients over control antibodies from blood donors. We validated this motif by showing that positive serum reactivity to the peptide was specifically linked to disease progression and to shorter survival in a large patient population. Moreover, we identified the corresponding protein eliciting the immune response. Finally, we showed a strong and specific positive correlation between serum reactivity to the tumor antigen, development of metastatic androgen-independent disease, and shorter overall survival. Exploiting the differential humoral response to cancer through such an approach may identify molecular markers and targets for diagnostic and therapeutic intervention.Combinatorial approaches allow the selection of ligands in an unbiased functional assay without preconceptions about the nature of targets in disease. However, it is often difficult to isolate specific ligands because of the complexity of targets expressed simultaneously in a given tissue or cell population. Among the many combinatorial approaches, filamentous fusion phage systems remain the most versatile1,
2,
3,
4,
5. It is generally accepted that phage library selection can enrich for antibody-binding phage 103−104-fold relative to control phage1, and it is established that selection on a monoclonal antibody can result in enrichment of single phage clones6. Thus, although the original application of phage display was to map binding sites of immunoglobulins6,
7, there are surprisingly limited data on applying this technology to the identification of molecular targets in malignant diseases.
We reasoned that the pool of circulating immunoglobulins from the serum of prostate cancer patients would contain the repertoire of antibodies elicited against the tumor. Here we report that phage-display random-peptide libraries can be used to screen peptides binding to the repertoire of antibodies purified from whole serum derived from prostate cancer patients. This "fingerprinting" procedure was used to uncover and validate a specific prognostic serological marker as well as its corresponding native antigen. Because, as has long been recognized, tumors express many antigens8,
9,
10, this method might be useful in identifying molecular targets for therapy against cancer.
Results Screening and validation strategy. To enhance the selection of peptides binding to type G immunoglobulins (IgGs) specifically associated with prostate cancer, we designed and used a dual procedure (pre-clearing and selection; see Experimental protocol). An algorithm for fingerprinting the circulating antibodies from cancer patients (Fig. 1A) was tested. As a proof of principle, we screened a phage random-peptide library displaying a pIII insert with the general structure CX6C (C, cysteine; X, any residue) on a purified repertoire of immunoglobulins presumably elicited against prostate cancer. After three rounds of selection, we observed marked enrichment (note log scale) in three of the four index serum samples initially examined (Fig. 1B). In the fourth patient sample, no enrichment was observed; this patient was not studied further. Next, individual phage clones from the second and third rounds of selection from the three enriched pools (patients 1−3) were randomly picked and sequenced. In two of the patients, single peptide sequences were recovered: CHQKPWEC (patient 1) and CKDRFERC (patient 2). In the third patient, the dominant peptide CNVSDKSC was displayed in over half of the inserts sequenced, and the consensus motif NXS/TDKS/T appeared in virtually all of the peptides recovered (Table 1). An enzyme-linked immunosorbent assay (ELISA) was performed to determine whether the antibodies present in the serum from the prostate cancer patients were specifically recognized by the selected peptides derived from the screenings. Peptides CHQKPWEC, CKDRFERC, and CNVSDKSC were produced as glutathione S-transferase (GST) fusion proteins and immobilized onto microtiter plate wells, along with GST alone as a negative control. The reactivity of each serum against the peptides CHQKPWEC, CKDRFERC, and CNVSDKSC was inhibited by the corresponding synthetic peptides, whereas unrelated control peptides caused no inhibition (Fig. 1C). These results show that the antibody reactivity was specific and that each peptide mimics a distinct epitope.
 | |  | Prevalence and prognostic value of response to the motif NXS/TDKS/T. The peptide CNVSDKSC was further analyzed. We determined the reactivity profile to this peptide in a population of 108 serum samples obtained from clinically annotated prostate cancer patients and 71 volunteer age-matched blood-donor men (negative control). Among the control serum samples tested, only a small percentage of positive reactivity (7%) was detected with the CNVSDKSC peptide (Fig. 2A). In contrast, positive serum reactivity in prostate cancer patients correlated positively with the natural progression of the disease (Fig. 2B). Moreover, only 6% of the serum samples from patients with organ-confined prostate cancer reacted against the peptide CNVSDKSC. In contrast, 29% of the serum samples from patients with metastatic androgen-dependent tumors reacted against the peptide and, notably, 76% of the samples from patients with metastatic androgen-independent prostate cancer reacted to the sequence CNVSDKSC. Kaplan-Meier curve estimates11 were then applied to compare survival of those patients whose serum samples reacted positively against the CNVSDKSC peptide and those whose samples did not (Fig. 2C). Reactivity against the peptide (n = 43) was associated with significantly shorter patient survival (log-rank test, P = 0.02). The median survival in the group showing positive reactivity was 32.7 months, whereas more than half of those showing no reactivity were still alive at that point. Our data thus show a strong positive correlation between positive reactivity against the peptide CNVSDKSC, development of metastatic androgen-independent prostate cancer (the most advanced stage of the disease), and shorter survival.
 | |  | Specific expression of the corresponding antigen in normal prostate and in prostate cancer. We investigated by immunohistochemistry whether antibodies against the peptide sequence CNVSDKSC can specifically recognize tumor-associated targets in tissue sections. Because reactivity against the peptide CNVSDKSC appears to correlate positively with metastatic, androgen-independent prostate cancer, tissue sections from bone marrow metastases (derived from surgical specimens) were used in these experiments (Fig. 3). We observed strong staining when we used immunopurified antibodies from the autologous patient serum (Fig. 3A) or a rabbit polyclonal antibody raised against the synthetic form of CNVSDKSC (Fig. 3B). We did not observe staining with the pre-immune antibodies (Fig. 3C) or with the secondary antibody alone (data not shown). In addition, a recombinant fusion protein containing the sequence CNVSDKSC markedly inhibited the immunohistochemical signal obtained either with the autologous immunopurified antibody from the patient (Figs. 3D) or with the polyclonal anti-CNVSDKSC peptide (Fig. 3E); these results show specificity. Finally, we observed only weak staining in normal prostate tissue (Fig. 3F).
 | |  | Identification of the antigen mimicked by the motif NXS/TDKS/T. The target protein mimicked by the consensus motif NXS/TDKS/T was identified through a series of biochemical approaches (Fig. 4). A single 80 kDa protein was isolated (Fig. 4A) and partially purified (Fig. 4B). We obtained five peptide sequences by mass spectrometry analysis and then matched the peptides to glucose-regulated protein−78 kDa (GRP78) by basic local alignment search tool (BLAST) homology search (Fig. 4C). The epitope recognized by the anti-CNVSDKSC antibody appears to be only conformationally defined within the protein GRP78. This sort of result is often observed in phage-display screenings of immunoglobulins12,
13,
14. GRP78 is a heat-shock protein (HSP) of the HSP70 family15,
16. To confirm the identity of GRP78, we identified the purified protein with an anti-GRP78 antibody on a western blot (Fig. 4D). Moreover, the molecular mimicry between the selected peptide CNVSDKSC and GRP78 was shown by reciprocal co-immunoprecipitation assays (Fig. 4E). We further showed that GRP78 protein is weakly expressed in normal prostate tissue, whereas it is highly expressed in bone marrow metastases from prostate cancer patients (Fig. 4F, left panel). We also showed that either recombinant GRP78 or CNVSDKSC peptide blocks the immunoblotting of anti-GRP78 (Fig. 4F, middle and right panels, respectively). Finally, we performed in vitro cross-inhibition experiments in which we used the autologous patient serum, an anti-GRP78 antibody, recombinant fusion CNVSDKSC peptide, and purified GRP78 protein (Fig. 5). The patient serum recognized GRP78 and the recombinant fusion protein specifically blocked reactivity. Together, these data demonstrate that anti-GRP78 and anti-CNVSDKSC antibodies are recognizing the same antigen, the protein GRP78.
 | |  |
 | |  | Reactivity against protein GRP78 as a candidate marker of progression of prostate cancer. GRP78 is involved in antigen presentation17 and its stress-responsive promoter is strongly induced in response to glucose deprivation, acidosis, and chronic hypoxia18. As such conditions are generally present in poorly vascularized solid tumors19,
20, we asked whether response against GRP78 is a general biomarker of tumor microenvironment or whether it is specific to prostate cancer. We evaluated the reactivity against GRP78 of serum samples obtained from prostate cancer patients and controls. In a large population of prostate cancer patients (n = 108), we observed an increase in the percentage of positive reactivity as the disease progressed (Fig. 6A). Furthermore, we tested reactivity in three types of non-prostate cancer patients (n = 95; Fig. 6A). We observed significantly less reactivity in the serum from patients with metastatic non−small cell lung cancer (P < 0.001), metastatic breast cancer (P < 0.001), and advanced ovarian cancer (P < 0.001). Finally, a Kaplan-Meier survival curve11 was applied to compare the overall survival of the group reacting positively to GRP78 with those not reacting to the protein (Fig. 6B). Positive reactivity to GRP78 was associated with a trend towards a shorter overall survival (log-rank test, P = 0.07). Collectively, these data strongly suggest that reactivity against GRP78 is a serological marker of prostate cancer relative to other malignant tumors.
 | |  | Expression of protein GRP78 in normal prostate and in bone marrow metastases from prostate cancer. As the presence of circulating antibodies against GRP78 was associated with metastatic androgen-independent disease, we assessed the expression and specificity of GRP78 by immunohistochemistry in normal prostates and bone marrow metastases from prostate cancer (Fig. 7). We observed strong staining in bone marrow metastases (Fig. 7A) but only weak staining in normal prostate tissue (Fig. 7B). To show specificity, we demonstrated marked inhibition of the staining by either recombinant GRP78 (Fig. 7C) or the peptide CNVSDKSC (Fig. 7D). These data demonstrate that GRP78 is highly expressed in bone marrow metastases and weakly expressed in normal prostate. These results are consistent with those of our western blot analyses (Fig. 4F) using the same tissue samples.
Discussion Although tumor hosts may have the capacity to elicit a differential response to transformed cells, the immune system often either fails to recognize cancer as a threat or becomes tolerant to tumor growth and metastasis10. Taking advantage of the humoral warning system as a tool for identifying molecular targets would be desirable, but the lack of specific probes has thus far limited the success of this approach. We screened and validated a peptide mimic in a large panel of serum samples derived from prostate cancer patients. We showed that immunogenic response against the consensus motif NXS/TDKS/T was a serological marker that predicted clinical outcome. And last, we isolated GRP78 as the corresponding target antigen from prostate cancer cells. These data demonstrate that it is possible to identify specific tumor markers by screening IgG-binding peptides that mimic tumor-associated proteins. Reactivity against the short motif correlated with tumor progression and shorter patient survival. In addition, we showed here that serum reactivity against GRP78 protein, a heat shock family member, also correlated positively with prostate cancer progression and shorter patient overall survival.
GRP78 protein expression is induced by cellular stress and hypoxia18, conditions associated with prostate cancer21,
22. Although GRP78 functions as an endoplasmic reticulum chaperone protein, emerging data suggest that it may have roles in antigen presentation and apoptosis17,
23,
24,
25. GRP78 associates with the major histocompatibility complex (MHC) class I, but its presence on the cell surface is independent of MHC class I expression23. Interestingly, cancer-derived HSP-peptide complexes are being used as HSP vaccines in human cancer26,
27. Recently, there have been other descriptions of stress-induced ligands on tumor cells12,
28. Thus, aside from reactivity against GRP78 being a candidate for a serological marker, GRP78 itself could also serve as a new therapeutic target in prostate cancer.
Optimization of systematic high-throughput fingerprinting could allow identification of specific molecular signatures for each tumor type or stage. The methodology described here could be integrated with microarray systems29,
30 or with other technologies based on phage display, such as serological analysis of recombinant complementary DNA (SEREX)31,
32,
33 and its related applications34,
35. SEREX has been successfully developed to identify immunogenic ligands from cancer patients31,
32,
33; in fact, different HSPs are highly expressed in pancreatic ductal and colon adenocarcinomas36. Other ramifications may include development of vaccines, peptidomimetic decoys, targeted diagnostic, and therapeutic agents, and applications for non-malignant conditions such as infectious37,
38,
39,
40,
41 or autoimmune diseases42,
43,
44,
45,
46.
Experimental protocol Screening of the phage-display library and binding assays. Protein G−agarose beads (Gibco-BRL, Rockville, MA) were used to purify IgGs from the serum of prostate cancer patients. To enhance the selection of peptides binding to IgGs specifically associated with prostate cancer, we designed and used a dual procedure. First, a pre-clearing step was used to remove nonspecific clones by pre-absorbing the phage peptide library onto purified IgGs from normal serum pooled from volunteer age-matched blood-donor control men. Next, the pre-cleared phage library was selected onto the pool of IgGs purified from the serum of prostate cancer patients. For the pre-clearing step, 109 transducing units of a CX6C phage library were incubated with IgGs purified from 50 l of serum pooled from healthy control men and immobilized on 50 l of protein G for 1 h at 4 °C. For the screening step, the pre-cleared phage library was selected onto the pool of IgGs purified from the serum of prostate cancer patients; affinity selection on immobilized IgGs from the serum of each patient for 2 h at 4 °C was used for screening. Phage clones bound to patient-derived IgGs were eluted with glycine buffer (pH 2.2) and neutralized with Tris buffer (pH 9.0). Phages were eluted from infected host Escherichia coli strain K91kan in log phase, as described3,
5,
6,
7. Serial dilutions of the bacterial culture were spread onto Luria-Bertani (LB) agar plates containing 40 g/ml of tetracycline and grown overnight at 37 °C. At least 200 individual bacterial colonies were picked, amplified, and precipitated for subsequent rounds of selection; three rounds of selection were performed per patient. For binding assays, solutions of purified GST or GST-fusion peptides in 100 mM NaHCO3 (each at 20 g/ml) were used to coat multiwell plates (Nalge-Nunc, Naperville, IL) and incubated overnight at 4 °C. Plates were covered with blocking buffer containing 4% milk (wt/vol), 2% casein (wt/in/vol), and 0.05% Tween-20 (vol/vol) for 4 h. Serial dilutions (from 1:100 to 1:1,200) of serum from prostate cancer patients or control men were added and incubated for 90 min, rinsed with wash buffer containing 1% milk (wt/vol), 0.5% casein (wt/vol), and 0.025% Tween-20 (vol/vol), and then incubated at 4 °C with alkaline phosphate−conjugated anti-human antibodies. For peptide inhibition assays, peptides CHQKPWEC, CKDRFERC, and CNVSDKSC were synthesized as biotinylated cyclic forms; control biotinylated cyclic peptides with unrelated sequences (CNGRC and CTFAGSSC) were synthesized by Merrifield synthesis and cyclized (AnaSpec, San Jose, CA). Increasing concentrations of cyclic synthetic peptides were pre-incubated with the corresponding serum antibodies from the index prostate cancer patients (patients 1−3) for 30 min and then incubated on the immobilized GST fusion peptide−coated wells. For each sample, serial dilutions were performed. Little or no reactivity occurred with the controls, whereas strong reactivity occurred with the selected peptides (data not shown). To determine the inhibitory activity of the peptides, serum from each patient was pre-incubated for 30 min at room temperature with the peptides at various concentrations and then incubated for 1 h on immobilized peptides. Finally, the substrate p-nitrophenyl phosphate (p-NPP; Sigma, St. Louis, MO) was added and the reaction was incubated for 30 min at room temperature. Absorbance at 405 nm was determined in an automated ELISA reader (Bio-Tek, Winooski, VT).
Tumor staging. Written informed consent was obtained from subjects and approved by the Institutional Review Board (IRB) of the University of Texas M. D. Anderson Cancer Center (UTMDACC). Experimental samples of patients with prostate cancer were obtained from the UTMDACC Specialized Program of Research Excellence (SPORE) Serum Bank; control samples were obtained from age-matched blood-donor volunteers. In each case, the patient was evaluated in reference to tumor staging (locally advanced or metastatic disease) and hormone responsiveness of the disease (androgen-dependent or androgen-independent). Criteria for enrollment consisted of a combination of the Tumor-Nodal-Metastases (TNM) classification47 and histological grading48. Patients diagnosed with adenocarcinoma of the prostate with stage T1c or T2 with Gleason score 7 and serum PSA <10 ng/ml were considered to have clinically organ-confined prostate cancer. Study entry in the locally advanced group required appropriate primary tumor staging (stage T1c or T2 with Gleason score >7; or clinical stage T2b−2c with Gleason score 7 and serum PSA >10 ng/ml; or clinical stage T3) and no regional (N0) or distant (M0) metastases. Study entry in the metastatic group required evidence of regional (N1) or distant (M1) metastases or both on radionuclide bone scan, chest radiography, or computed tomography of the abdomen and pelvis. Androgen-independence was defined as serum testosterone lower than 50 ng/ml and serially rising serum PSA. The index patients used in the initial selection had metastatic androgen-independent disease, but we had no other knowledge of serum reactivity levels at the time their serum samples were obtained.
Biostatistics. Probabilities of survival for each group were analyzed by the Kaplan-Meier method11. Reactivity to selected peptides was considered positive if the ratio of GST peptide to GST alone was 2 by ELISA. Appropriate statistical tests (log-rank, -square, or t-tests) were used to assess statistical differences between groups as indicated. To identify the cutoff point for reactivity, a standard statistical classification and regression tree (termed CART) methodology49 was used. Censored survival data were transformed into a single uncensored data value (the null Martingale residual), which is used as input into a standard regression tree algorithm.
Immunohistochemistry. Archived, formalin-fixed, paraffin-embedded tissue sections were obtained from the UTMDACC Prostate Specialized Program of Research Excellence (SPORE Tumor Bank). Sections (4 m) were stained with purified biotinylated antibodies or peptide antibodies by immunoperoxidase detection with an antigen retrieval kit (Dako, Carpinteria, CA) and diaminobenzidine (DAB); the slides were counter-stained with hematoxylin. Purified IgGs were coupled to biotin and resolved by SDS-PAGE. Biotinylated serum-immunopurified IgGs were used at a 1:60 dilution. Polyclonal antibodies against the displayed peptides were raised in rabbits. Pre-immune and immune serum were purified with a T-gel immunoglobulin purification kit and protein G columns (Pierce, Rockford, IL). The purified antibodies were used at 0.01 mg/ml. For immunostaining inhibition, antibodies against the displayed peptides were pre-incubated for 30 min at room temperature with the corresponding fusion GST-peptide fusion (500 g each). For the GRP78 protein immunostaining, anti-GRP78 antibody (C-20) at 1:350 was used (Santa Cruz Biotechnology, Santa Cruz, CA).
Protein purification, mass spectrometry, and immunoprecipitation. DU-145 prostate cancer cells (American Type Culture Collection, Manassas, VA), which express the antigen (data not shown), were used for protein purification. Cells were grown to 70% confluence, harvested in PBS, and treated with 100 mM Tris-Cl, 2 mM MgCl2, and 1% (vol/vol) Triton X-100 (TM buffer). Cells were sheared to separate nuclei from cytoplasm and other organelles. The cytosolic/membrane fraction was centrifuged; the supernatant was collected, resolved on a 4%−20% gradient SDS-PAGE, probed with rabbit anti-peptide antibodies on western blots, and detected by enhanced chemiluminescence (ECL; Pharmacia, Piscataway, NJ). The band containing the protein recognized by the antiserum was excised and used for protein sequencing. Results from mass spectrometry analysis were compared to databases containing protein sequences by BLAST homology search. For immunoprecipitation, 200 l of protein G−agarose beads (Pierce) was coupled to anti-GRP78 or rabbit anti-peptide antibodies, and 150 g of the recombinant GRP78 (Stressgen, Victoria, British Columbia, Canada) was added and incubated for 4 h. As a negative control, protein G−agarose beads alone were used. The immunoprecipitates were recovered by centrifugation, rinsed with wash buffer containing 0.05% (vol/vol) Tween-20 in PBS, and resolved by SDS-PAGE. A western blot was probed with either anti-CNVSDKSC or anti-GRP78 antibodies (each at 1:200 dilution) and detected by ECL. For detection of GRP78 in the normal prostate and bone marrow metastases, whole lysates from frozen tissue samples were prepared by grinding the tissue in a Dounce homogenizer in a 2 ml of a tissue protein extraction reagent (Pierce) per sample with protease inhibitors (10 g/ml of leupeptin and aprotinin). The homogenate was incubated on ice for 10 min and subjected to grinding again. The homogenate was spun at 610 g for 5 min and the supernatant was removed; protein concentration was measured using the Protein DC Assay (BIO-RAD, Hercules, CA). A total of 20 g of protein from normal prostate and bone marrow metastasis lysates were resolved on a 4%−20% SDS-PAGE, western blotted using an anti-GRP78 antibody probe, and detected by ECL.
Cross-inhibition assays. Ninety-six-well microtiter plates were coated with 10 g/ml recombinant GRP78 (Stressgen) or GST-CNVSDKSC in 100 mM NaHCO3 overnight at 4 °C, washed, and then blocked with blocking buffer containing 2% (wt/vol) milk, 1% (wt/vol) casein, and 0.05% (vol/vol) Tween-20 in PBS for 2 h at 37 °C. To determine the inhibitory activities of GRP78 and GST-CNVSDKSC, patient serum (1:50), anti-GRP78 (1:1,000), and anti-GST−CNVSDKSC (1:20) were incubated with GRP78 (50-100 g) or GST-CNVSDKSC (100-300 g). The mixtures were incubated for 1 h at 37 °C and then added to the coated wells. After 1 h of incubation at room temperature, the wells were washed several times with 0.05% (vol/vol) Tween-20 in PBS (PBST buffer). Secondary antibodies conjugated to horseradish peroxidase were added at 1:5,000 dilution, incubated for 30 min at room temperature, and washed five times with PBST buffer. Finally, the substrate 3,3',5,5'-tetramethylbenzidine (TMB; Calbiochem, San Diego, CA) was added and incubated for 15 min at room temperature, after which the reaction was stopped by addition of 0.5 M H2SO4. Absorbance at 450 nm was determined in an ELISA reader (Bio-Tek).
Received 20 September 2002; Accepted 15 November 2002; Published online: 23 December 2002.
REFERENCES
- Smith, G.P. Filamentous fusion phage: novel expression vectors that display cloned antigens on the virion surface. Science 228, 13151317 (1985). | PubMed | ISI | ChemPort |
- Brown, K.C. New approaches for cell-specific targeting: identification of cell-selective peptides from combinatorial libraries. Curr. Opin. Chem. Biol. 4, 1620 (2000). | Article | PubMed | ISI | ChemPort |
- Phage Display: A Laboratory Manual (eds. Barbas, C.F. III, Burton, D.R., Scott, J.K. & Silverman, G.J.; Cold Spring Harbor Laboratory Press, New York, NY, 2000).
- Kolonin, M., Pasqualini, R. & Arap, W. Molecular addresses in blood vessels as targets for therapy. Curr. Opin. Chem. Biol. 5, 308313 (2001). | Article | PubMed | ISI | ChemPort |
- Giordano, R.J., Cardó-Vila, M., Lahdenranta, J., Pasqualini, R. & Arap, W. Biopanning and rapid analysis of selective interactive ligands. Nat. Med. 7, 12491253 (2001). | Article | PubMed | ISI | ChemPort |
- Scott, J.K. & Smith, G.P. Searching for peptide ligands with an epitope library. Science 249, 386390 (1990). | PubMed | ISI | ChemPort |
- Smith, G.P. & Scott, J.K. Libraries of peptides and proteins displayed on filamentous phage. Meth. Enzymol. 217, 228257 (1993). | Article | PubMed | ISI | ChemPort |
- Boon, T. & Old, L.J. Cancer tumor antigens. Curr. Opin. Immunol. 9, 681683 (1997). | Article | PubMed | ISI | ChemPort |
- Rosenberg, S.A. Progress in human tumour immunology and immunotherapy. Nature 411, 380384 (2001). | Article | PubMed | ISI | ChemPort |
- Smyth, M.J., Godfrey, D.I. & Trapani, J.A. A fresh look at tumor immunosurveillance and immunotherapy. Nat. Immunol. 2, 293299 (2001). | Article | PubMed | ISI | ChemPort |
- Kaplan, E.L. & Meier, P. Nonparametric estimation from incomplete observations. J. Am. Statist. Assoc. 53, 457481 (1958). | ISI |
- Ganglberger, E. et al. Allergen mimotopes for 3-dimensional epitope search and induction of antibodies inhibiting human IgE. FASEB J. 14, 21772184 (2000). | Article | PubMed | ISI | ChemPort |
- Buhl, L., Szecsi, P.B., Gisselo, G.G. & Schafer-Nielsen, C. Surface immunoglobulin on B lymphocytes as a potential target for specific peptide ligands in chronic lymphocytic leukaemia. Br. J. Haematol. 116, 549554 (2002). | Article | PubMed | ISI | ChemPort |
- Suphioglu C. et al. A novel grass pollen allergen mimotope identified by phage display peptide library inhibits allergen-human IgE antibody interaction. FEBS Lett. 502, 4652 (2001). | Article | PubMed | ISI | ChemPort |
- Suphioglu C. et al. A novel grass pollen allergen mimotope identified by phage display peptide library inhibits allergen-human IgE antibody interaction. FEBS Lett. 502, 4652 (2001). | Article | PubMed | ISI | ChemPort |
- Feige, U. & Polla, B.S. Hsp70a multi-gene, multi-structure, multi-function family with potential clinical applications. Experientia 50, 979986 (1994). | PubMed | ISI | ChemPort |
- Melnick, J. & Argon, Y. Molecular chaperones and the biosynthesis of antigen receptors. Immunol. Today 16, 243250 (1995). | Article | PubMed | ISI | ChemPort |
- Lee, A.S. The glucose-regulated proteins: stress induction and clinical applications. Trends Biochem. Sci. 26, 504510 (2001). | Article | PubMed | ISI | ChemPort |
- Brown, J.M. & Giaccia, A.J. The unique physiology of solid tumors: opportunities (and problems) for cancer therapy. Cancer Res. 58, 14081416 (1998). | PubMed | ISI | ChemPort |
- Bicknell, R., Lewis, C.E. & Ferrara, N. (eds.) Tumour Angiogenesis (Oxford University Press, Oxford, 1997).
- Alaiya, A.A. et al. Identification of proteins in human prostate tumor material by two-dimensional gel electrophoresis and mass spectrometry. Cell Mol. Life Sci. 58, 307311 (2001). | PubMed | ISI | ChemPort |
- Thomas, S.A. et al. Detection and distribution of heat shock proteins 27 and 90 in human benign and malignant prostatic tissue. Br. J. Urol. 77, 367372 (1996). | Article | PubMed | ISI | ChemPort |
- Triantafilou, M., Fradelizi, D. & Triantafilou, K. Major histocompatibility class one molecule associates with glucose regulated protein (GRP) 78 on the cell surface. Hum. Immunol. 62, 764770 (2001). | Article | PubMed | ISI | ChemPort |
- Triantafilou, K., Fradelizi, D., Wilson, K. & Triantafilou, M. GRP78, a coreceptor for coxsackievirus A9, interacts with major histocompatibility complex class I molecules which mediate virus internalization. J. Virol. 76, 633643 (2002). | Article | PubMed | ISI | ChemPort |
- Rao, R.V. et al. Coupling endoplasmic reticulum stress to the cell death program: role of the ER chaperone GRP78. FEBS Lett. 514, 122128 (2002). | PubMed | ISI | ChemPort |
- Tamura, Y., Peng, P., Liu, K., Daou, M. & Srivastava, P.K. Immunotherapy of tumors with autologous tumor-derived heat shock protein preparations. Science 278, 117120 (1997). | Article | PubMed | ISI | ChemPort |
- Srivastava, P.K., Kumar, S. & Mendonca, C. in Principles and Practice of Biologic Therapy of Cancer (ed. Rosenberg, S.A.) 113 (Lippincott Williams & Wilkins, New York, 2001).
- Srivastava, P.K., Menoret, A., Basu, S., Binder, R.J. & McQuade, K.L. Heat shock proteins come of age: primitive functions acquire new roles in an adaptive world. Immunity 8, 657665 (1998). | Article | PubMed | ISI | ChemPort |
- Golub, T.R. et al. Molecular classification of cancer: class discovery and class prediction by gene expression monitoring. Science 286, 531537 (1999). | Article | PubMed | ISI | ChemPort |
- Dhanasekaran, S.M. et al. Delineation of prognostic biomarkers in prostate cancer. Nature 412, 822826 (2001). | Article | PubMed | ISI | ChemPort |
- Chen, Y.T. Cancer vaccine: identification of human tumor antigens by SEREX. Cancer J. Sci. Am. 6, S208S217 (2000). | PubMed |
- Tureci, O., Sahin, U. & Pfreundschuh, M. Serological analysis of human tumor antigens: molecular definition and implications. Mol. Med. Today 8, 3429 (1997). | Article |
- Sahin, U. et al. Human neoplasms elicit multiple specific immune responses in the autologous host. Proc. Natl. Acad. Sci. USA 92, 1181011813 (1995). | PubMed | ChemPort |
- Sioud, M. & Hansen, M.H. Profiling the immune response in patients with breast cancer by phage-displayed cDNA libraries. Eur. J. Immunol. 3, 716725 (2001). | Article |
- Crameri, R., Achatz, G., Weichel, M. & Rhyner, C. Direct selection of cDNAs by phage display. Methods Mol. Biol. 185, 461469 (2002). | PubMed | ChemPort |
- Nakatsura, T. et al. Gene cloning of immunogenic antigens overexpressed in pancreatic cancer. Biochem. Biophys. Res. Commun. 281, 936944 (2001). | Article | PubMed | ISI | ChemPort |
- Kouzmitcheva, G.A., Petrenko, V.A. & Smith, G.P. Identifying diagnostic peptides for Lyme disease through epitope discovery. Clin. Diagn. Lab. Immunol. 8, 150160 (2001). | Article | PubMed | ISI | ChemPort |
- Motti, C. et al. Recognition by human sera and immunogenicity of HBsAg mimotopes selected from an M13 phage display library. Gene 146, 191198 (1994). | Article | PubMed | ISI | ChemPort |
- Puntoriero, G. et al. Towards a solution for hepatitis C virus hypervariability: mimotopes of the hypervariable region 1 can induce antibodies cross-reacting with a large number of viral variants. EMBO J. 17, 35213533 (1998). | Article | PubMed | ISI | ChemPort |
- Prezzi, C. et al. Selection of antigenic and immunogenic mimics of hepatitis C virus using sera from patients. J. Immunol. 156, 45044513 (1996). | PubMed | ISI | ChemPort |
- Scala, G. et al. Selection of HIV-specific immunogenic epitopes by screening random peptide libraries with HIV-1-positive sera. J. Immunol. 162, 61556161 (1999). | PubMed | ISI | ChemPort |
- Dybwad, A., Forre, O., Kjeldsen-Kragh, J., Natvig, J.B. & Sioud, M. Identification of new B cell epitopes in the sera of rheumatoid arthritis patients using a random nanopeptide phage library. Eur. J. Immunol. 23, 31893193 (1993). | PubMed | ISI | ChemPort |
- Lunardi, C. et al. Systemic sclerosis immunoglobulin G autoantibodies bind the human cytomegalovirus late protein UL94 and induce apoptosis in human endothelial cells. Nat. Med. 6, 11831186 (2000). | Article | PubMed | ISI | ChemPort |
- Rowley, M.J. et al. Prediction of the immunodominant epitope of the pyruvate dehydrogenase complex E2 in primary biliary cirrhosis using phage display. J. Immunol. 164, 34133419 (2000). | PubMed | ISI | ChemPort |
- Cortese, I. et al. Identification of peptides specific for cerebrospinal fluid antibodies in multiple sclerosis by using phage libraries. Proc. Natl. Acad. Sci. USA 93, 1106311067 (1996). | Article | PubMed | ChemPort |
- Mennuni, C. et al. Selection of phage-displayed peptides mimicking type 1 diabetes-specific epitopes. J. Autoimmun. 9, 431436 (1996). | Article | PubMed | ISI | ChemPort |
- Schroder, F.H. et al. The TNM classification of prostate cancer. Prostate 4, 129138 (1992). | ChemPort |
- Gleason, D.F. in Urologic Pathology: The Prostate (ed. Tannenbaum, M.) 171197 (Lea & Febiger, Philadelphia, PA, 1977).
- Breiman, L., Friedman, J.H., Olshen, R.A. & Stone, C. in Classification and Regression Trees pp. 1336 (Wadsworth International Group, Belmont, California, 1984).
Acknowledgments We thank Drs. Ricardo R. Brentani, Isaiah J. Fidler, and Donald M. McDonald for comments on the manuscript, and Mary and Howard Lester for support. Supported by grants from NIH (CA90270 and CA8297601 to R.P., CA90270 and CA9081001 to W.A.) and awards from the Gilson-Longenbaugh Foundation, AngelWorks Foundation, and CaP CURE (to R.P. and W.A.). P.J.M. is the recipient of a fellowship from the Susan G. Komen Breast Cancer Foundation.
Competing interests statement:
The authors declare competing financial interests. |